Date: 2021-07-26 11:02:27 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 'ATC:skmeans' method.
#> On a matrix with 10825 rows and 3005 columns.
#> Performed in total 12450 partitions.
#> There are 55 groups under the following parameters:
#> - min_samples: 30
#> - mean_silhouette_cutoff: 0.9
#> - min_n_signatures: 380 (signatures are selected based on:)
#> - fdr_cutoff: 0.05
#> - group_diff (scaled values): 0.5
#>
#> Hierarchy of the partition:
#> 0, 3005 cols
#> |-- 01, 1374 cols, 2997 signatures
#> | |-- 011, 475 cols, 1221 signatures
#> | | |-- 0111, 205 cols, 1003 signatures
#> | | | |-- 01111, 82 cols, 265 signatures (c)
#> | | | |-- 01112, 56 cols (b)
#> | | | `-- 01113, 67 cols, 44 signatures (c)
#> | | |-- 0112, 152 cols, 457 signatures
#> | | | |-- 01121, 90 cols, 224 signatures (c)
#> | | | `-- 01122, 62 cols (a)
#> | | `-- 0113, 118 cols, 1540 signatures
#> | | |-- 01131, 40 cols (b)
#> | | |-- 01132, 30 cols (b)
#> | | |-- 01133, 22 cols (b)
#> | | `-- 01134, 26 cols (b)
#> | |-- 012, 457 cols, 805 signatures
#> | | |-- 0121, 259 cols, 103 signatures (c)
#> | | `-- 0122, 198 cols, 641 signatures
#> | | |-- 01221, 102 cols, 535 signatures
#> | | | |-- 012211, 46 cols (b)
#> | | | `-- 012212, 56 cols (b)
#> | | `-- 01222, 96 cols, 1237 signatures
#> | | |-- 012221, 55 cols (b)
#> | | `-- 012222, 41 cols (b)
#> | |-- 013, 144 cols, 3071 signatures
#> | | |-- 0131, 47 cols (b)
#> | | |-- 0132, 37 cols (b)
#> | | |-- 0133, 26 cols (b)
#> | | `-- 0134, 34 cols (b)
#> | `-- 014, 298 cols, 220 signatures (c)
#> |-- 02, 1015 cols, 6647 signatures
#> | |-- 021, 318 cols, 5340 signatures
#> | | |-- 0211, 90 cols, 527 signatures
#> | | | |-- 02111, 47 cols (b)
#> | | | `-- 02112, 43 cols (b)
#> | | |-- 0212, 143 cols, 2873 signatures
#> | | | |-- 02121, 62 cols, 180 signatures (c)
#> | | | |-- 02122, 50 cols (b)
#> | | | `-- 02123, 31 cols (b)
#> | | `-- 0213, 85 cols, 1516 signatures
#> | | |-- 02131, 33 cols (b)
#> | | |-- 02132, 30 cols (b)
#> | | `-- 02133, 22 cols (b)
#> | |-- 022, 261 cols, 1028 signatures
#> | | |-- 0221, 131 cols, 1471 signatures
#> | | | |-- 02211, 56 cols (b)
#> | | | |-- 02212, 39 cols (b)
#> | | | `-- 02213, 36 cols (b)
#> | | `-- 0222, 130 cols, 2137 signatures
#> | | |-- 02221, 31 cols (b)
#> | | |-- 02222, 41 cols (b)
#> | | |-- 02223, 34 cols (b)
#> | | `-- 02224, 24 cols (b)
#> | |-- 023, 167 cols, 2911 signatures
#> | | |-- 0231, 81 cols, 2959 signatures
#> | | | |-- 02311, 23 cols (b)
#> | | | |-- 02312, 22 cols (b)
#> | | | |-- 02313, 19 cols (b)
#> | | | `-- 02314, 17 cols (b)
#> | | `-- 0232, 86 cols, 1470 signatures
#> | | |-- 02321, 30 cols (b)
#> | | |-- 02322, 32 cols (b)
#> | | `-- 02323, 24 cols (b)
#> | `-- 024, 269 cols, 730 signatures
#> | |-- 0241, 130 cols, 324 signatures (c)
#> | `-- 0242, 139 cols, 1035 signatures
#> | |-- 02421, 55 cols (b)
#> | |-- 02422, 40 cols (b)
#> | `-- 02423, 44 cols (b)
#> `-- 03, 616 cols, 2890 signatures
#> |-- 031, 190 cols, 3491 signatures
#> | |-- 0311, 46 cols (b)
#> | |-- 0312, 62 cols, 29 signatures (c)
#> | |-- 0313, 37 cols (b)
#> | `-- 0314, 45 cols (b)
#> |-- 032, 215 cols, 3364 signatures
#> | |-- 0321, 57 cols (b)
#> | |-- 0322, 66 cols, 154 signatures (c)
#> | |-- 0323, 61 cols, 120 signatures (c)
#> | `-- 0324, 31 cols (b)
#> `-- 033, 211 cols, 541 signatures
#> |-- 0331, 97 cols, 261 signatures (c)
#> `-- 0332, 114 cols, 340 signatures (c)
#> Stop reason:
#> a) Mean silhouette score was too small
#> 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 = lt$mat, anno = lt$anno, subset = 500, cores = 4)
Dimension of the input matrix:
mat = get_matrix(res_rh)
dim(mat)
#> [1] 10825 3005
All the methods that were tried:
res_rh@param$combination_method
#> [[1]]
#> [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" "01111" "01112" "01113" "0112" "01121" "01122"
#> [11] "0113" "01131" "01132" "01133" "01134" "012" "0121" "0122" "01221" "012211"
#> [21] "012212" "01222" "012221" "012222" "013" "0131" "0132" "0133" "0134" "014"
#> [31] "02" "021" "0211" "02111" "02112" "0212" "02121" "02122" "02123" "0213"
#> [41] "02131" "02132" "02133" "022" "0221" "02211" "02212" "02213" "0222" "02221"
#> [51] "02222" "02223" "02224" "023" "0231" "02311" "02312" "02313" "02314" "0232"
#> [61] "02321" "02322" "02323" "024" "0241" "0242" "02421" "02422" "02423" "03"
#> [71] "031" "0311" "0312" "0313" "0314" "032" "0321" "0322" "0323" "0324"
#> [81] "033" "0331" "0332"
all_leaves(res_rh)
#> [1] "01111" "01112" "01113" "01121" "01122" "01131" "01132" "01133" "01134" "0121"
#> [11] "012211" "012212" "012221" "012222" "0131" "0132" "0133" "0134" "014" "02111"
#> [21] "02112" "02121" "02122" "02123" "02131" "02132" "02133" "02211" "02212" "02213"
#> [31] "02221" "02222" "02223" "02224" "02311" "02312" "02313" "02314" "02321" "02322"
#> [41] "02323" "0241" "02421" "02422" "02423" "0311" "0312" "0313" "0314" "0321"
#> [51] "0322" "0323" "0324" "0331" "0332"
node_info(res_rh)
#> id best_method depth best_k n_columns n_signatures p_signatures is_leaf
#> 1 0 ATC:skmeans 1 3 3005 7613 0.70328 FALSE
#> 2 01 ATC:skmeans 2 4 1374 2997 0.27686 FALSE
#> 3 011 ATC:skmeans 3 3 475 1221 0.11279 FALSE
#> 4 0111 ATC:skmeans 4 3 205 1003 0.09266 FALSE
#> 5 01111 ATC:skmeans 5 3 82 265 0.02448 TRUE
#> 6 01112 not applied 5 NA 56 NA NA TRUE
#> 7 01113 ATC:skmeans 5 2 67 44 0.00406 TRUE
#> 8 0112 ATC:skmeans 4 2 152 457 0.04222 FALSE
#> 9 01121 ATC:skmeans 5 2 90 224 0.02069 TRUE
#> 10 01122 ATC:skmeans 5 3 62 NA NA TRUE
#> 11 0113 ATC:skmeans 4 4 118 1540 0.14226 FALSE
#> 12 01131 not applied 5 NA 40 NA NA TRUE
#> 13 01132 not applied 5 NA 30 NA NA TRUE
#> 14 01133 not applied 5 NA 22 NA NA TRUE
#> 15 01134 not applied 5 NA 26 NA NA TRUE
#> 16 012 ATC:skmeans 3 2 457 805 0.07436 FALSE
#> 17 0121 ATC:skmeans 4 2 259 103 0.00952 TRUE
#> 18 0122 ATC:skmeans 4 2 198 641 0.05921 FALSE
#> 19 01221 ATC:skmeans 5 2 102 535 0.04942 FALSE
#> 20 012211 not applied 6 NA 46 NA NA TRUE
#> 21 012212 not applied 6 NA 56 NA NA TRUE
#> 22 01222 ATC:skmeans 5 2 96 1237 0.11427 FALSE
#> 23 012221 not applied 6 NA 55 NA NA TRUE
#> 24 012222 not applied 6 NA 41 NA NA TRUE
#> 25 013 ATC:skmeans 3 4 144 3071 0.28370 FALSE
#> 26 0131 not applied 4 NA 47 NA NA TRUE
#> 27 0132 not applied 4 NA 37 NA NA TRUE
#> 28 0133 not applied 4 NA 26 NA NA TRUE
#> 29 0134 not applied 4 NA 34 NA NA TRUE
#> 30 014 ATC:skmeans 3 2 298 220 0.02032 TRUE
#> 31 02 ATC:skmeans 2 4 1015 6647 0.61404 FALSE
#> 32 021 ATC:skmeans 3 3 318 5340 0.49330 FALSE
#> 33 0211 ATC:skmeans 4 2 90 527 0.04868 FALSE
#> 34 02111 not applied 5 NA 47 NA NA TRUE
#> 35 02112 not applied 5 NA 43 NA NA TRUE
#> 36 0212 ATC:skmeans 4 3 143 2873 0.26540 FALSE
#> 37 02121 ATC:skmeans 5 2 62 180 0.01663 TRUE
#> 38 02122 not applied 5 NA 50 NA NA TRUE
#> 39 02123 not applied 5 NA 31 NA NA TRUE
#> 40 0213 ATC:skmeans 4 3 85 1516 0.14005 FALSE
#> 41 02131 not applied 5 NA 33 NA NA TRUE
#> 42 02132 not applied 5 NA 30 NA NA TRUE
#> 43 02133 not applied 5 NA 22 NA NA TRUE
#> 44 022 ATC:skmeans 3 2 261 1028 0.09497 FALSE
#> 45 0221 ATC:skmeans 4 3 131 1471 0.13589 FALSE
#> 46 02211 not applied 5 NA 56 NA NA TRUE
#> 47 02212 not applied 5 NA 39 NA NA TRUE
#> 48 02213 not applied 5 NA 36 NA NA TRUE
#> 49 0222 ATC:skmeans 4 4 130 2137 0.19741 FALSE
#> 50 02221 not applied 5 NA 31 NA NA TRUE
#> 51 02222 not applied 5 NA 41 NA NA TRUE
#> 52 02223 not applied 5 NA 34 NA NA TRUE
#> 53 02224 not applied 5 NA 24 NA NA TRUE
#> 54 023 ATC:skmeans 3 2 167 2911 0.26891 FALSE
#> 55 0231 ATC:skmeans 4 4 81 2959 0.27335 FALSE
#> 56 02311 not applied 5 NA 23 NA NA TRUE
#> 57 02312 not applied 5 NA 22 NA NA TRUE
#> 58 02313 not applied 5 NA 19 NA NA TRUE
#> 59 02314 not applied 5 NA 17 NA NA TRUE
#> 60 0232 ATC:skmeans 4 3 86 1470 0.13580 FALSE
#> 61 02321 not applied 5 NA 30 NA NA TRUE
#> 62 02322 not applied 5 NA 32 NA NA TRUE
#> 63 02323 not applied 5 NA 24 NA NA TRUE
#> 64 024 ATC:skmeans 3 2 269 730 0.06744 FALSE
#> 65 0241 ATC:skmeans 4 2 130 324 0.02993 TRUE
#> 66 0242 ATC:skmeans 4 3 139 1035 0.09561 FALSE
#> 67 02421 not applied 5 NA 55 NA NA TRUE
#> 68 02422 not applied 5 NA 40 NA NA TRUE
#> 69 02423 not applied 5 NA 44 NA NA TRUE
#> 70 03 ATC:skmeans 2 3 616 2890 0.26697 FALSE
#> 71 031 ATC:skmeans 3 4 190 3491 0.32249 FALSE
#> 72 0311 not applied 4 NA 46 NA NA TRUE
#> 73 0312 ATC:skmeans 4 2 62 29 0.00268 TRUE
#> 74 0313 not applied 4 NA 37 NA NA TRUE
#> 75 0314 not applied 4 NA 45 NA NA TRUE
#> 76 032 ATC:skmeans 3 4 215 3364 0.31076 FALSE
#> 77 0321 not applied 4 NA 57 NA NA TRUE
#> 78 0322 ATC:skmeans 4 2 66 154 0.01423 TRUE
#> 79 0323 ATC:skmeans 4 2 61 120 0.01109 TRUE
#> 80 0324 not applied 4 NA 31 NA NA TRUE
#> 81 033 ATC:skmeans 3 2 211 541 0.04998 FALSE
#> 82 0331 ATC:skmeans 4 2 97 261 0.02411 TRUE
#> 83 0332 ATC:skmeans 4 2 114 340 0.03141 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 | 4 | 0.99 | 0.94 | 0.98 | 3005 | ** | |
| Node01 | ATC:skmeans | 4 | 0.99 | 0.96 | 0.98 | 1374 | ** | |
| Node011 | ATC:skmeans | 4 | 0.94 | 0.92 | 0.97 | 475 | * | |
| Node0111 | ATC:skmeans | 4 | 0.94 | 0.92 | 0.97 | 205 | * | |
| Node01111-leaf | ATC:skmeans | ✓ (c) | 3 | 1.00 | 0.98 | 0.99 | 82 | ** |
| Node01112-leaf | not applied | ✓ (b) | 56 | |||||
| Node01113-leaf | ATC:skmeans | ✓ (c) | 2 | 1.00 | 0.95 | 0.98 | 67 | ** |
| Node0112 | ATC:skmeans | 4 | 0.92 | 0.91 | 0.95 | 152 | * | |
| Node01121-leaf | ATC:skmeans | ✓ (c) | 2 | 0.84 | 0.91 | 0.96 | 90 | |
| Node01122-leaf | ATC:skmeans | ✓ (a) | 3 | 0.83 | 0.82 | 0.93 | 62 | |
| Node0113 | ATC:skmeans | 4 | 0.98 | 0.96 | 0.98 | 118 | ** | |
| Node01131-leaf | not applied | ✓ (b) | 40 | |||||
| Node01132-leaf | not applied | ✓ (b) | 30 | |||||
| Node01133-leaf | not applied | ✓ (b) | 22 | |||||
| Node01134-leaf | not applied | ✓ (b) | 26 | |||||
| Node012 | ATC:skmeans | 2 | 1.00 | 0.97 | 0.99 | 457 | ** | |
| Node0121-leaf | ATC:skmeans | ✓ (c) | 2 | 0.98 | 0.95 | 0.98 | 259 | ** |
| Node0122 | ATC:skmeans | 3 | 0.96 | 0.94 | 0.98 | 198 | ** | |
| Node01221 | ATC:skmeans | 3 | 0.91 | 0.90 | 0.95 | 102 | * | |
| Node012211-leaf | not applied | ✓ (b) | 46 | |||||
| Node012212-leaf | not applied | ✓ (b) | 56 | |||||
| Node01222 | ATC:skmeans | 2 | 1.00 | 0.99 | 0.99 | 96 | ** | |
| Node012221-leaf | not applied | ✓ (b) | 55 | |||||
| Node012222-leaf | not applied | ✓ (b) | 41 | |||||
| Node013 | ATC:skmeans | 4 | 0.97 | 0.96 | 0.97 | 144 | ** | |
| Node0131-leaf | not applied | ✓ (b) | 47 | |||||
| Node0132-leaf | not applied | ✓ (b) | 37 | |||||
| Node0133-leaf | not applied | ✓ (b) | 26 | |||||
| Node0134-leaf | not applied | ✓ (b) | 34 | |||||
| Node014-leaf | ATC:skmeans | ✓ (c) | 2 | 1.00 | 0.97 | 0.99 | 298 | ** |
| Node02 | ATC:skmeans | 4 | 0.97 | 0.95 | 0.98 | 1015 | ** | |
| Node021 | ATC:skmeans | 4 | 0.95 | 0.93 | 0.97 | 318 | ** | |
| Node0211 | ATC:skmeans | 2 | 1.00 | 1.00 | 1.00 | 90 | ** | |
| Node02111-leaf | not applied | ✓ (b) | 47 | |||||
| Node02112-leaf | not applied | ✓ (b) | 43 | |||||
| Node0212 | ATC:skmeans | 3 | 1.00 | 0.98 | 0.99 | 143 | ** | |
| Node02121-leaf | ATC:skmeans | ✓ (c) | 2 | 1.00 | 0.99 | 0.99 | 62 | ** |
| Node02122-leaf | not applied | ✓ (b) | 50 | |||||
| Node02123-leaf | not applied | ✓ (b) | 31 | |||||
| Node0213 | ATC:skmeans | 3 | 1.00 | 0.97 | 0.99 | 85 | ** | |
| Node02131-leaf | not applied | ✓ (b) | 33 | |||||
| Node02132-leaf | not applied | ✓ (b) | 30 | |||||
| Node02133-leaf | not applied | ✓ (b) | 22 | |||||
| Node022 | ATC:skmeans | 3 | 0.96 | 0.95 | 0.97 | 261 | ** | |
| Node0221 | ATC:skmeans | 3 | 1.00 | 0.98 | 0.99 | 131 | ** | |
| Node02211-leaf | not applied | ✓ (b) | 56 | |||||
| Node02212-leaf | not applied | ✓ (b) | 39 | |||||
| Node02213-leaf | not applied | ✓ (b) | 36 | |||||
| Node0222 | ATC:skmeans | 4 | 1.00 | 0.99 | 1.00 | 130 | ** | |
| Node02221-leaf | not applied | ✓ (b) | 31 | |||||
| Node02222-leaf | not applied | ✓ (b) | 41 | |||||
| Node02223-leaf | not applied | ✓ (b) | 34 | |||||
| Node02224-leaf | not applied | ✓ (b) | 24 | |||||
| Node023 | ATC:skmeans | 2 | 1.00 | 1.00 | 1.00 | 167 | ** | |
| Node0231 | ATC:skmeans | 4 | 1.00 | 0.99 | 0.99 | 81 | ** | |
| Node02311-leaf | not applied | ✓ (b) | 23 | |||||
| Node02312-leaf | not applied | ✓ (b) | 22 | |||||
| Node02313-leaf | not applied | ✓ (b) | 19 | |||||
| Node02314-leaf | not applied | ✓ (b) | 17 | |||||
| Node0232 | ATC:skmeans | 3 | 0.96 | 0.97 | 0.98 | 86 | ** | |
| Node02321-leaf | not applied | ✓ (b) | 30 | |||||
| Node02322-leaf | not applied | ✓ (b) | 32 | |||||
| Node02323-leaf | not applied | ✓ (b) | 24 | |||||
| Node024 | ATC:skmeans | 3 | 0.94 | 0.93 | 0.97 | 269 | * | |
| Node0241-leaf | ATC:skmeans | ✓ (c) | 3 | 0.94 | 0.92 | 0.97 | 130 | * |
| Node0242 | ATC:skmeans | 3 | 1.00 | 0.95 | 0.98 | 139 | ** | |
| Node02421-leaf | not applied | ✓ (b) | 55 | |||||
| Node02422-leaf | not applied | ✓ (b) | 40 | |||||
| Node02423-leaf | not applied | ✓ (b) | 44 | |||||
| Node03 | ATC:skmeans | 3 | 1.00 | 0.97 | 0.99 | 616 | ** | |
| Node031 | ATC:skmeans | 4 | 1.00 | 0.98 | 0.99 | 190 | ** | |
| Node0311-leaf | not applied | ✓ (b) | 46 | |||||
| Node0312-leaf | ATC:skmeans | ✓ (c) | 2 | 0.97 | 0.94 | 0.98 | 62 | ** |
| Node0313-leaf | not applied | ✓ (b) | 37 | |||||
| Node0314-leaf | not applied | ✓ (b) | 45 | |||||
| Node032 | ATC:skmeans | 4 | 0.99 | 0.96 | 0.98 | 215 | ** | |
| Node0321-leaf | not applied | ✓ (b) | 57 | |||||
| Node0322-leaf | ATC:skmeans | ✓ (c) | 2 | 1.00 | 0.96 | 0.98 | 66 | ** |
| Node0323-leaf | ATC:skmeans | ✓ (c) | 2 | 0.93 | 0.95 | 0.98 | 61 | * |
| Node0324-leaf | not applied | ✓ (b) | 31 | |||||
| Node033 | ATC:skmeans | 3 | 0.96 | 0.95 | 0.98 | 211 | ** | |
| Node0331-leaf | ATC:skmeans | ✓ (c) | 2 | 1.00 | 0.97 | 0.99 | 97 | ** |
| Node0332-leaf | ATC:skmeans | ✓ (c) | 3 | 0.94 | 0.91 | 0.96 | 114 | * |
Stop reason: a) Mean silhouette score was too small 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 = 457))
#> 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 = 527))
#> 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 = 535))
#> 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 = 541))
#> 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 = 641))
#> 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 = 730))
#> 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 = 805))
#> 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 = 1003))
#> 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 = 1028))
#> 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 = 1035))
#> 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 = 1221))
#> 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 = 1237))
#> 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 = 1470))
#> 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 = 1471))
#> 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 = 1516))
#> 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 = 1540))
#> 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 = 2137))
#> 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 = 2873))
#> 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 = 2890))
#> 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 = 2911))
#> 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 = 2959))
#> 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 = 2997))
#> 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 = 3071))
#> 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 = 3364))
#> 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 = 3491))
#> 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 = 5340))
#> 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 = 6647))
#> 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 = 7613))
#> 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 = 457))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "02321" "02323" "02311" "02311" "02321" "02321"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "02321" "02321" "02321" "02321" "02323" "02311"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "02311" "02323" "02311" "02311" "02323" "02311"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "02132" "02323" "02323" "02221" "02321" "02323"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "02132" "02311" "02311" "02323" "02321" "02313"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "02131" "02321" "02321" "02221" "02311" "02321"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "02323" "02323" "02311" "02321" "02311" "02321"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "02321" "02221" "02321" "02221" "02221" "02311"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "02323" "02323" "0311" "02221" "0311" "02323"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "02311" "02323" "02121" "02312" "02311" "02312"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "02221" "02221" "02313" "02312" "02221" "02312"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "02313" "02313" "02323" "02323" "02321" "02221"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "02321" "02313" "02311" "02321" "02321" "02311"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "02321" "02323" "02321" "02321" "02221" "0311"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "02221" "02321" "02321" "02321" "02311" "02321"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "02321" "02311" "02321" "02314" "02311" "02221"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "02323" "02224" "02312" "02224" "02213" "02213"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "02312" "02212" "0134" "02213" "02213" "02213"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "02213" "02313" "02213" "02312" "02313" "02213"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "02224" "02212" "02323" "02213" "02314" "02212"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "02323" "02221" "02313" "02311" "02213" "02314"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "0312" "0134" "02312" "02224" "02221" "02224"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "02312" "02213" "02312" "02224" "02213" "02111"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "0134" "0311" "02212" "02221" "02224" "02224"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "02224" "02212" "02224" "02213" "02212" "02213"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "02312" "02213" "02213" "02224" "02224" "0311"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "0311" "0311" "02312" "02221" "02311" "02111"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "02313" "02313" "02313" "02312" "02312" "02312"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "02312" "02313" "02312" "02312" "02312" "02313"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "02111" "02213" "02313" "0241" "02312" "02111"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "02313" "02323" "02213" "02213" "02213" "02313"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "02224" "02224" "02224" "02224" "02224" "02213"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "02224" "02213" "0241" "02312" "0241" "02312"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "02224" "0134" "0134" "02323" "0311" "0134"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "0134" "0134" "0311" "0134" "0311" "0134"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "0134" "0311" "0311" "0311" "0134" "0311"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "02224" "02422" "0134" "02221" "0311" "0311"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "02221" "0311" "0311" "0311" "02221" "0311"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "0134" "02221" "02221" "02224" "02221" "02224"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "0134" "0311" "0311" "0311" "0134" "0324"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "0311" "02221" "0311" "0134" "0311" "0311"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "0311" "0313" "0311" "0134" "0311" "02221"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "0134" "0134" "0311" "0134" "02224" "0311"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "0331" "0134" "0311" "01132" "0311" "0311"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "0311" "0311" "0134" "0311" "0311" "0311"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "0311" "0134" "02323" "02221" "0311" "0311"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "0134" "0311" "0134" "0134" "0134" "02221"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "02221" "0311" "0311" "02221" "02323" "0322"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "02221" "02221" "02322" "02123" "02132" "02322"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "02123" "02132" "02222" "02132" "02322" "02322"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "02132" "02322" "02132" "02123" "02132" "02322"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "02132" "02132" "02222" "02314" "02132" "02123"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "02322" "0314" "02123" "02132" "02322" "02132"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "02123" "02314" "02123" "02132" "0314" "0314"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "02322" "02132" "02132" "02132" "02123" "02123"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "02123" "02123" "02123" "02222" "02322" "02132"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "02123" "02322" "02112" "02422" "02322" "02132"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "02222" "0313" "02222" "0314" "02123" "02123"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "02322" "02222" "02222" "02123" "02222" "02222"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "0314" "02322" "02132" "0312" "0131" "0131"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "0312" "0131" "02322" "0312" "02223" "02211"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "02223" "0314" "0314" "02222" "02222" "02222"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "0131" "0314" "02222" "0313" "02222" "0314"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "0314" "02222" "02322" "0312" "02222" "02132"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "02322" "02322" "02212" "0312" "0312" "02223"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "02222" "02223" "0312" "0241" "02223" "02222"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "0314" "02211" "0131" "0312" "0312" "0314"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "02223" "02222" "0314" "02223" "02223" "0312"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "0314" "0312" "0312" "0131" "0131" "02223"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "0131" "02223" "02212" "0314" "0312" "02322"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "02222" "02223" "0312" "0314" "02222" "0312"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "02223" "02222" "02211" "0312" "0314" "0312"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "02322" "0312" "02211" "02211" "0312" "02223"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "02322" "0241" "0314" "0312" "0313" "02222"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "0312" "0312" "0131" "02222" "0314" "0314"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "0241" "02223" "0312" "0312" "0131" "0312"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "0131" "0314" "0312" "0312" "02222" "0312"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "0312" "0312" "0131" "0131" "0312" "0131"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "02132" "02311" "02132" "0314" "02322" "02322"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "02314" "02222" "0314" "0131" "0131" "02314"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "02222" "02213" "02213" "02322" "0314" "02222"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "02213" "0314" "02222" "02222" "02213" "02222"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "02314" "0312" "02132" "02132" "02322" "02222"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "02222" "02322" "02322" "02123" "02222" "02211"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "02132" "02132" "02222" "02322" "02123" "02123"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "0314" "0313" "0314" "02322" "02123" "02223"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "0314" "02123" "0323" "02123" "0314" "0131"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "0313" "0312" "0312" "0131" "0332" "0131"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "0314" "0312" "0131" "0314" "0312" "0314"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "02223" "0131" "02222" "0312" "0312" "0314"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "0313" "02322" "0312" "02222" "0312" "02223"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "02224" "02211" "02211" "02223" "02313" "02132"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "02211" "02211" "02212" "02313" "02213" "02313"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "02211" "02212" "02211" "02314" "02314" "02212"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "02211" "02211" "02212" "02212" "02211" "0312"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "02213" "02223" "02314" "02314" "02212" "02213"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "02211" "02211" "02213" "02223" "02212" "0312"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "02211" "02211" "02211" "02223" "02211" "0312"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "02211" "02211" "02211" "0312" "02211" "02211"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "02211" "02211" "02211" "02211" "02211" "02212"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "02223" "02211" "02111" "02211" "02223" "02211"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "02211" "02314" "02211" "02211" "02314" "02314"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "02212" "02211" "0312" "02223" "02211" "02211"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "0241" "02211" "02223" "02314" "02211" "02223"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "02222" "02211" "02222" "02212" "02223" "02223"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "0312" "02223" "0312" "0131" "02222" "0312"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "02222" "0312" "0131" "0131" "02422" "0312"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "0312" "0131" "0312" "0312" "0312" "02211"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "02223" "02223" "0312" "0313" "0312" "0312"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "02211" "0312" "0131" "02213" "02212" "0131"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "0312" "02223" "02213" "02211" "0312" "0312"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "02212" "02223" "02223" "02211" "02211" "02211"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "02211" "02211" "02211" "02211" "02211" "02211"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "02211" "02212" "0322" "0322" "0331" "0323"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "0323" "0331" "0314" "0322" "0322" "0323"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "0322" "0321" "0322" "0323" "0322" "02132"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "0323" "0323" "0321" "0322" "0323" "0322"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "0323" "0324" "0324" "0323" "0322" "0324"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "02422" "0314" "02123" "0323" "0321" "0314"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "0323" "0322" "0322" "0322" "0323" "0322"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "0314" "0323" "0314" "0321" "02121" "0321"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "0321" "0323" "02123" "0321" "02123" "02123"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "02123" "02123" "0314" "0322" "02322" "0323"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "0314" "0323" "0321" "0322" "02123" "0314"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "0314" "02123" "0321" "0322" "0322" "02422"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "0322" "0321" "0322" "0323" "0322" "0322"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "0321" "0323" "0321" "0324" "0322" "0322"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "0321" "0322" "0321" "0322" "0322" "0321"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "0322" "0323" "0322" "0323" "0322" "0332"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "0322" "0324" "0322" "0322" "02422" "0321"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "0321" "0323" "0321" "0322" "0322" "0322"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "0321" "0321" "0322" "0323" "0322" "0321"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "02422" "0322" "0331" "0322" "0322" "02423"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "0331" "0323" "0322" "0324" "0324" "0322"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "0324" "02422" "0323" "0324" "02422" "0331"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "0322" "0323" "0322" "0323" "0324" "0323"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "0322" "0322" "0322" "0322" "0321" "0324"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "0321" "0324" "0321" "0322" "02121" "0321"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "0321" "0323" "0321" "0321" "0321" "0321"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "0322" "0324" "0324" "0324" "0322" "0321"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "0322" "0324" "0324" "0322" "0324" "0324"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "0322" "0323" "0331" "0321" "0322" "0321"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "0321" "0324" "0323" "0321" "0321" "0323"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "0322" "0331" "0322" "0321" "0321" "02121"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "0321" "0321" "0322" "0321" "0321" "0322"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "0322" "0321" "0322" "0321" "0321" "02422"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "02131" "02422" "02121" "02121" "02422" "02131"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "02131" "02131" "02422" "02123" "02133" "0241"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "02132" "02133" "02112" "02121" "02121" "02121"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "02112" "0323" "02121" "0323" "02122" "02121"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "02121" "02122" "02422" "02121" "02121" "02121"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "0323" "02122" "02121" "02121" "02121" "02122"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "02133" "0331" "02422" "0331" "02121" "02112"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "0323" "02422" "02121" "02121" "02121" "02422"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "02121" "02121" "02121" "02121" "02121" "02422"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "02121" "02121" "02121" "02121" "02121" "02121"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "02112" "02121" "02112" "02121" "02133" "02131"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "02121" "02133" "02112" "02112" "02111" "02122"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "02131" "02131" "02111" "02131" "02111" "02133"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "02112" "02131" "02131" "02121" "02131" "02131"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "02131" "02131" "02131" "02133" "02133" "02133"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "02133" "02131" "02131" "02133" "02122" "02133"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "02131" "02131" "02131" "02133" "02133" "02131"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "02131" "02111" "02131" "02131" "02133" "02112"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "02131" "02133" "02122" "02133" "02131" "02131"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "02112" "02131" "02112" "02122" "02121" "02112"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "02122" "02122" "02122" "02121" "02122" "02112"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "02122" "02121" "0323" "02121" "02122" "02121"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "02122" "02133" "02121" "02122" "02122" "02122"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "02122" "02121" "02122" "0321" "0321" "02122"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "02122" "02122" "02122" "02122" "02133" "02122"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "02122" "0321" "0321" "0324" "02131" "02122"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "02122" "02131" "02121" "02121" "02122" "02122"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "02122" "0321" "02133" "0321" "0321" "02131"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "02122" "02122" "0321" "02133" "02122" "0321"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "02122" "02122" "02133" "02122" "02122" "02122"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "02122" "02122" "0321" "02122" "02121" "0323"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "02122" "02122" "02122" "02122" "0324" "02121"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "02131" "02122" "02122" "0321" "0323" "02122"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "02121" "0321" "02121" "0323" "02112" "02121"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "02121" "02112" "02112" "02121" "02121" "02121"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "02121" "0323" "02423" "02121" "02121" "0323"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "0323" "02423" "02121" "02121" "02423" "0323"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "0323" "0323" "0332" "0323" "0323" "02423"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "02423" "02423" "02423" "0323" "0324" "0323"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "02423" "02423" "02423" "0323" "0323" "02422"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "0331" "02112" "02423" "0332" "02423" "02112"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "02423" "0331" "02422" "02112" "02423" "0323"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "02423" "02423" "0241" "02423" "02423" "0241"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "02423" "02423" "02423" "0241" "0332" "0332"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "02423" "02112" "02422" "0241" "0332" "02422"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "02423" "0241" "02423" "0332" "02423" "02423"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "0241" "0332" "02423" "02423" "02423" "02423"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "0332" "0241" "02423" "0241" "02421" "02421"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "02423" "02423" "02421" "02421" "0241" "02421"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "02423" "02421" "02421" "02421" "02421" "02421"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "02421" "0241" "0241" "02421" "02423" "0241"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "02421" "02421" "02423" "02421" "02423" "02421"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "0241" "02423" "0241" "02423" "02422" "02423"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "0241" "0241" "0241" "02421" "0323" "02423"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "0241" "02112" "0241" "0241" "02112" "02423"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "02112" "0241" "0241" "0241" "0241" "0241"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "02112" "0241" "0241" "02111" "0241" "02112"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "0241" "02111" "0241" "02111" "02111" "02111"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "02111" "02112" "02111" "02111" "02111" "02111"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "02111" "02112" "02111" "02111" "02111" "02111"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "02111" "02111" "02111" "02111" "02111" "02112"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "0241" "02111" "02112" "02111" "02111" "0241"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "0241" "02111" "02111" "0241" "0241" "02422"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "02112" "02112" "02112" "0241" "0241" "02111"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "02112" "0241" "0241" "0241" "0241" "0241"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "0241" "0241" "0241" "0241" "02112" "0241"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "0241" "0241" "0241" "02422" "02423" "02422"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "02421" "0241" "0241" "02422" "0241" "0241"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "02111" "02314" "0241" "0241" "02112" "0241"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "02421" "02111" "0241" "02121" "0241" "0241"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "0241" "02422" "02112" "02422" "0241" "0241"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "0241" "0241" "02112" "02111" "0241" "0241"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "02112" "0241" "0241" "0241" "0241" "02111"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "02121" "0241" "0241" "02111" "0241" "0241"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "02111" "0241" "0241" "02112" "0241" "0241"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "02422" "0241" "0241" "0241" "0241" "0241"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "0241" "0241" "0241" "02111" "02112" "0241"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "02111" "02111" "02111" "02111" "02112" "02112"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "02111" "0331" "0331" "0331" "0331" "0331"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "0331" "0331" "0323" "0331" "0323" "0331"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "0331" "0331" "0331" "0331" "0331" "0331"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "0331" "0331" "0331" "0331" "0331" "0331"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "0331" "0331" "0332" "0131" "0332" "0331"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "0331" "0323" "0331" "0331" "0331" "0331"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "0331" "0331" "0331" "0331" "0331" "0331"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "0331" "0331" "0331" "0331" "0314" "0131"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "0331" "0331" "0331" "0331" "0331" "0332"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "0332" "0332" "0332" "0332" "0331" "0331"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "0331" "0331" "0331" "0331" "0331" "0332"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "0131" "0331" "0332" "0322" "0331" "0332"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "0332" "0331" "0131" "0331" "0331" "0332"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "0331" "0331" "0332" "0241" "02422" "0332"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "0331" "0331" "02422" "0331" "0331" "0331"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "0331" "0131" "0331" "0332" "0331" "0331"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "0332" "0332" "02421" "0332" "0332" "0332"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "0332" "0331" "0332" "0332" "02422" "0323"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "0331" "0241" "0331" "0331" "0331" "0131"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "0332" "0331" "0332" "0332" "0331" "0332"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "0332" "0332" "0332" "02421" "0332" "0331"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "0332" "0332" "0331" "0332" "0331" "0332"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "0241" "0332" "0332" "0332" "0332" "02422"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "0241" "02422" "0241" "0331" "0131" "0332"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "0332" "0332" "0332" "0332" "0332" "0332"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "0332" "0332" "0332" "0331" "0332" "0332"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "0332" "02421" "0332" "0323" "0332" "02421"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "0332" "0332" "0332" "02422" "02422" "02422"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "0332" "0331" "0331" "0131" "0332" "02421"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "0332" "0332" "0332" "0332" "0332" "0332"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "02421" "02421" "0332" "0241" "02421" "0241"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "0241" "02421" "02213" "0323" "0332" "0332"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "0332" "0331" "0332" "0332" "0332" "0332"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "0332" "0332" "02421" "02421" "0332" "0332"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "0323" "0332" "0332" "02421" "0332" "0332"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "0332" "0332" "0332" "02421" "02421" "0332"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "02421" "02421" "0332" "02213" "0241" "0241"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "0241" "0241" "0241" "0332" "0332" "02421"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "02421" "0332" "02422" "02422" "0332" "02421"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "0332" "02421" "0241" "0241" "0332" "02421"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "02213" "0241" "02421" "0332" "0332" "0332"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "0332" "02421" "0241" "02421" "02212" "02421"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "02421" "0241" "02421" "0241" "0332" "0332"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "0241" "02421" "0332" "02421" "0332" "0241"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "0241" "02421" "02421" "0241" "0241" "0241"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "02421" "0241" "02421" "0241" "02421" "0241"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "02421" "02213" "0241" "0241" "02421" "0241"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "0241" "0241" "012222" "012222" "012222" "01121"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "012222" "012222" "012221" "012211" "012222" "012222"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "012221" "012222" "012221" "012221" "012221" "012221"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "012222" "01131" "012221" "012221" "01112" "0121"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "014" "012221" "0132" "012221" "012221" "014"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "02212" "012221" "012221" "012221" "014" "012221"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "0133" "014" "01121" "012212" "014" "014"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "0133" "012221" "014" "012212" "012221" "012221"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "012221" "012211" "012211" "012211" "012211" "02212"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "012222" "02322" "012222" "012221" "012222" "012222"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "0313" "012222" "0313" "012222" "012221" "0121"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "012221" "02212" "0121" "014" "0121" "0121"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "0324" "012221" "0121" "0121" "014" "0121"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "0121" "014" "01121" "014" "014" "012221"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "0121" "012221" "0121" "012211" "0121" "0121"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "0121" "0121" "012221" "0121" "0121" "0121"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "012221" "012212" "012212" "012221" "0121" "012221"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "012221" "012221" "012222" "012221" "012221" "012221"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "012221" "012221" "012222" "012221" "012221" "012221"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "012221" "012221" "012221" "0241" "02212" "012221"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "012221" "012221" "012221" "012221" "012221" "012211"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "0324" "012221" "012222" "012221" "012221" "012221"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "012221" "012221" "012221" "014" "014" "014"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "014" "012222" "0121" "0121" "014" "012222"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "014" "012222" "012222" "012222" "012222" "0313"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "0121" "014" "014" "012222" "014" "0121"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "012222" "0121" "0121" "0324" "012222" "012222"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "014" "014" "0121" "014" "012212" "014"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "014" "014" "012222" "0121" "0121" "0121"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "0121" "0121" "014" "014" "014" "0121"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "0121" "0121" "0121" "014" "0121" "0121"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "0313" "02212" "0121" "0121" "014" "0121"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "0121" "0121" "014" "014" "014" "0121"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "0121" "0121" "014" "012212" "0121" "0121"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "0121" "012212" "012222" "014" "012222" "012212"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "0121" "012212" "0121" "0121" "0121" "0121"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "012212" "0121" "012211" "0121" "0121" "0121"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "0121" "0121" "0121" "012212" "0121" "0121"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "012211" "012212" "012211" "0121" "012212" "0121"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "0121" "012212" "012212" "02212" "012212" "0121"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "012212" "012212" "012212" "012212" "012212" "0121"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "0121" "012211" "012211" "0121" "012212" "012212"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "0121" "012211" "012211" "012212" "012211" "0121"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "012212" "0121" "0121" "0121" "0121" "0121"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "012212" "012211" "0121" "012212" "0121" "02212"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "014" "012212" "014" "0332" "014" "014"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "012211" "0121" "0121" "012211" "0121" "012212"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "0121" "0121" "0121" "0121" "0121" "014"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "012212" "012211" "012212" "0121" "0121" "0121"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "0121" "0313" "0121" "0121" "0121" "012212"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "012212" "012212" "0121" "012212" "0313" "0121"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "012212" "0121" "0121" "0121" "0121" "0121"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "012222" "02212" "012212" "0121" "0121" "0121"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "0121" "014" "0121" "0121" "0121" "02212"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "0121" "0121" "0121" "0121" "0121" "0121"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "0121" "0121" "014" "0121" "0121" "0121"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "0121" "014" "014" "014" "0121" "0121"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "014" "0121" "014" "0121" "0313" "014"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "014" "0121" "0121" "0121" "014" "014"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "014" "014" "0121" "014" "014" "0313"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "014" "014" "014" "014" "014" "014"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "014" "014" "014" "014" "014" "014"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "014" "014" "014" "014" "0313" "0131"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "014" "0121" "014" "014" "014" "014"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "014" "014" "0121" "014" "014" "014"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "014" "014" "014" "0121" "014" "0121"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "014" "0121" "014" "014" "0121" "014"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "02212" "014" "014" "0121" "0133" "0133"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "012212" "014" "014" "0121" "02212" "014"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "02212" "0121" "014" "0121" "014" "0121"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "014" "014" "0121" "014" "014" "014"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "0121" "0121" "014" "014" "014" "0121"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "0121" "012212" "014" "014" "014" "014"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "014" "0313" "0332" "014" "014" "014"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "014" "014" "0121" "014" "014" "0313"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "014" "014" "014" "014" "014" "0313"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "014" "014" "014" "0121" "014" "014"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "014" "0121" "0121" "014" "012222" "014"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "0121" "014" "014" "014" "0121" "014"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "014" "0121" "0121" "0121" "014" "014"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "0121" "02212" "012212" "0121" "0121" "014"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "014" "012211" "0121" "0121" "0121" "0121"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "014" "0121" "012211" "014" "012212" "014"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "0133" "012211" "012211" "014" "014" "014"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "014" "014" "0133" "014" "014" "014"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "014" "014" "0121" "014" "014" "014"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "014" "014" "014" "014" "014" "014"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "014" "014" "014" "014" "0131" "0121"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "014" "014" "014" "014" "014" "014"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "01121" "014" "014" "014" "014" "014"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "014" "014" "0131" "014" "014" "014"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "0121" "014" "014" "0313" "014" "014"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "014" "014" "0131" "012212" "014" "014"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "014" "014" "014" "0131" "014" "014"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "0131" "014" "014" "014" "0131" "0313"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "014" "014" "014" "014" "0121" "014"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "014" "0121" "014" "0133" "014" "0131"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "02212" "014" "014" "014" "014" "014"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "014" "014" "014" "014" "014" "014"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "014" "014" "014" "014" "014" "014"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "0121" "014" "014" "014" "014" "0332"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "014" "014" "014" "014" "014" "014"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "0324" "0121" "014" "014" "01121" "014"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "014" "0313" "014" "0121" "014" "014"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "0121" "014" "014" "0121" "01111" "0121"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "0121" "014" "0121" "014" "014" "0121"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "014" "014" "014" "014" "014" "01121"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "014" "014" "0121" "014" "014" "01131"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "0121" "014" "01111" "014" "014" "014"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "014" "014" "0331" "014" "014" "014"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "014" "012222" "014" "014" "014" "0121"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "012222" "014" "014" "012222" "0121" "0313"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "012222" "014" "014" "0121" "0313" "012222"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "014" "014" "0121" "012222" "014" "012222"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "0121" "014" "0121" "014" "0121" "014"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "014" "0121" "0121" "014" "0313" "014"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "0121" "0121" "012212" "0121" "0324" "0332"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "0121" "0121" "012211" "0121" "0121" "0121"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "0121" "014" "014" "02212" "014" "0121"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "0324" "0324" "014" "0121" "0121" "0121"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "0121" "012212" "0121" "0121" "014" "014"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "0121" "0121" "0121" "0121" "0121" "0121"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "0121" "0121" "0121" "0121" "012212" "0121"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "0121" "0121" "0121" "0121" "0121" "0121"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "012212" "0121" "012212" "0121" "012212" "02212"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "012212" "0313" "012212" "012212" "0121" "0121"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "0121" "0121" "0121" "0121" "012211" "012212"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "0121" "012212" "0121" "012212" "0121" "0121"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "012212" "0121" "0121" "012211" "0121" "0121"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "0121" "0121" "0121" "014" "012211" "012211"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "012211" "0121" "0121" "012211" "012211" "012211"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "012211" "012211" "0121" "012211" "012211" "0121"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "012211" "0121" "0121" "012211" "0121" "0121"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "0121" "0121" "0121" "0121" "012211" "012211"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "012212" "012211" "0121" "0121" "012211" "0121"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "0121" "0121" "0121" "012211" "012211" "012211"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "0121" "0121" "0121" "0121" "014" "0313"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "01112" "01134" "01134" "01134" "01134" "01112"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "01134" "01113" "01113" "01112" "01112" "01134"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "01112" "01121" "01112" "01131" "01134" "01122"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "01112" "01112" "01112" "01112" "0133" "01134"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "01112" "01112" "01112" "01134" "01112" "01112"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "01112" "01112" "01112" "01122" "01112" "01112"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "01134" "01112" "01112" "01134" "01112" "01112"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "01112" "01112" "014" "01134" "01132" "0313"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "01112" "01134" "01134" "01112" "01112" "01112"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "01112" "01112" "01112" "01112" "01112" "01134"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "01134" "01112" "01112" "01113" "01134" "01112"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "014" "01134" "01112" "01134" "01132" "01112"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "01134" "01122" "0131" "01134" "01134" "01112"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "0313" "01134" "01132" "01112" "01112" "01112"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "01112" "01134" "01112" "01134" "01112" "01112"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "01112" "01112" "01134" "01112" "01112" "01112"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "01112" "01132" "01113" "01113" "01113" "01113"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "0133" "01111" "01113" "01113" "01111" "01111"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "01111" "01133" "01133" "01111" "01111" "01113"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "01111" "01113" "0313" "01113" "02212" "01131"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "01113" "0313" "01132" "01111" "0133" "01111"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "01113" "01111" "01111" "01113" "01113" "01113"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "01111" "01113" "01113" "01113" "01111" "01111"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "01113" "01111" "01111" "01113" "01131" "01133"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "01132" "01113" "01113" "01111" "01111" "01113"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "01113" "01113" "0313" "01113" "01113" "01113"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "01113" "01133" "01133" "01133" "01111" "01113"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "01113" "01133" "01133" "01113" "01113" "01133"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "01132" "01111" "01111" "01131" "01113" "01111"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "01113" "01111" "01133" "01111" "01131" "01111"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "01111" "01111" "01111" "01133" "0133" "01133"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "01113" "0133" "01111" "01113" "01113" "01113"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "01111" "01111" "01133" "01111" "01111" "01133"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "01111" "01133" "01111" "0131" "01111" "01132"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "01131" "01111" "0331" "01131" "01132" "0131"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "01131" "01132" "01131" "01111" "0133" "0133"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "01113" "01113" "01113" "01133" "01133" "01113"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "01113" "01113" "01113" "01133" "01131" "01133"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "01111" "01133" "01111" "01113" "0133" "01111"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "01131" "01111" "01113" "01111" "01111" "01111"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "01113" "0133" "01133" "01113" "01113" "01113"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "01113" "01132" "01113" "01132" "01111" "01111"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "01131" "01111" "01131" "0133" "01111" "0131"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "01133" "01113" "01113" "01111" "01111" "01111"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "01131" "01131" "01111" "01111" "01111" "01111"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "01111" "01111" "01111" "01122" "01122" "01122"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "01122" "01122" "01122" "01121" "01122" "01122"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "01122" "01122" "0313" "01122" "01122" "0132"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "0132" "0132" "01122" "0132" "0132" "0132"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "01122" "0132" "01122" "0132" "0313" "01122"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "01122" "0132" "01122" "01122" "01122" "01122"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "0132" "0132" "0132" "0132" "0132" "0132"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "0132" "0132" "0132" "01121" "0132" "0132"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "01122" "01122" "0132" "0132" "0132" "01121"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "01122" "01121" "01122" "01122" "01122" "01113"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "01122" "0132" "0132" "0313" "01121" "01121"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "01121" "01122" "01121" "0132" "01121" "01132"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "01121" "01122" "01121" "01121" "01121" "01121"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "01121" "01121" "0132" "01121" "014" "01121"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "01121" "01121" "01121" "01122" "012222" "01121"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "01122" "01121" "0132" "01122" "01121" "0132"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "014" "014" "01122" "01121" "0331" "01121"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "012211" "0132" "01122" "01122" "01122" "01121"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "0132" "0132" "014" "01122" "01121" "01122"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "01122" "01121" "01121" "01121" "01121" "01121"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "01121" "014" "01122" "01121" "01121" "01121"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "01122" "01122" "01121" "01132" "01121" "01121"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "0132" "01122" "01121" "01121" "01113" "01121"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "01121" "01121" "01121" "01121" "01132" "01121"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "01121" "01121" "01132" "01121" "01122" "01122"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "01122" "01122" "01122" "01122" "01122" "0132"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "01122" "0322" "0132" "01122" "01122" "0132"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "01122" "01122" "01122" "0313" "01122" "01121"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "01121" "01132" "01121" "01121" "01121" "01111"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "01131" "01121" "01132" "0134" "01121" "01132"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "01121" "01121" "01132" "01121" "01131" "01131"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "014" "01121" "01121" "01132" "01121" "01113"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "01121" "01121" "0314" "0314" "01121" "014"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "01121" "01121" "01132" "01132" "0133" "0133"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "01121" "02321" "0133" "01132" "01121" "0133"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "01121" "01122" "0322" "01121" "01121" "01132"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "01121" "01121" "0133" "0133" "0133" "01132"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "01121" "01121" "01121" "0134" "0134" "01113"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "01111" "01131" "01111" "01113" "01131" "01111"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "01111" "01121" "01111" "01131" "01111" "01111"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "01131" "014" "01113" "01131" "01111" "01113"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "01112" "01111" "01131" "01111" "01113" "01131"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "01111" "01131" "01111" "0133" "01111" "01131"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "01131" "01113" "01111" "01131" "01111" "01131"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "01131" "01132" "01131" "01111" "0133" "01121"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "01111" "01132" "01111" "01131" "0134" "01121"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "01131" "01132" "01131" "0134" "0134" "01131"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "01131" "01111" "01131" "01121" "01111"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 527))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "02321" "02323" "02311" "02311" "02321" "02321"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "02321" "02321" "02321" "02321" "02323" "02311"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "02311" "02323" "02311" "02311" "02323" "02311"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "02132" "02323" "02323" "02221" "02321" "02323"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "02132" "02311" "02311" "02323" "02321" "02313"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "02131" "02321" "02321" "02221" "02311" "02321"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "02323" "02323" "02311" "02321" "02311" "02321"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "02321" "02221" "02321" "02221" "02221" "02311"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "02323" "02323" "0311" "02221" "0311" "02323"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "02311" "02323" "02121" "02312" "02311" "02312"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "02221" "02221" "02313" "02312" "02221" "02312"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "02313" "02313" "02323" "02323" "02321" "02221"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "02321" "02313" "02311" "02321" "02321" "02311"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "02321" "02323" "02321" "02321" "02221" "0311"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "02221" "02321" "02321" "02321" "02311" "02321"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "02321" "02311" "02321" "02314" "02311" "02221"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "02323" "02224" "02312" "02224" "02213" "02213"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "02312" "02212" "0134" "02213" "02213" "02213"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "02213" "02313" "02213" "02312" "02313" "02213"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "02224" "02212" "02323" "02213" "02314" "02212"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "02323" "02221" "02313" "02311" "02213" "02314"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "0312" "0134" "02312" "02224" "02221" "02224"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "02312" "02213" "02312" "02224" "02213" "02111"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "0134" "0311" "02212" "02221" "02224" "02224"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "02224" "02212" "02224" "02213" "02212" "02213"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "02312" "02213" "02213" "02224" "02224" "0311"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "0311" "0311" "02312" "02221" "02311" "02111"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "02313" "02313" "02313" "02312" "02312" "02312"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "02312" "02313" "02312" "02312" "02312" "02313"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "02111" "02213" "02313" "0241" "02312" "02111"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "02313" "02323" "02213" "02213" "02213" "02313"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "02224" "02224" "02224" "02224" "02224" "02213"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "02224" "02213" "0241" "02312" "0241" "02312"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "02224" "0134" "0134" "02323" "0311" "0134"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "0134" "0134" "0311" "0134" "0311" "0134"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "0134" "0311" "0311" "0311" "0134" "0311"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "02224" "02422" "0134" "02221" "0311" "0311"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "02221" "0311" "0311" "0311" "02221" "0311"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "0134" "02221" "02221" "02224" "02221" "02224"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "0134" "0311" "0311" "0311" "0134" "0324"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "0311" "02221" "0311" "0134" "0311" "0311"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "0311" "0313" "0311" "0134" "0311" "02221"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "0134" "0134" "0311" "0134" "02224" "0311"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "0331" "0134" "0311" "01132" "0311" "0311"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "0311" "0311" "0134" "0311" "0311" "0311"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "0311" "0134" "02323" "02221" "0311" "0311"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "0134" "0311" "0134" "0134" "0134" "02221"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "02221" "0311" "0311" "02221" "02323" "0322"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "02221" "02221" "02322" "02123" "02132" "02322"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "02123" "02132" "02222" "02132" "02322" "02322"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "02132" "02322" "02132" "02123" "02132" "02322"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "02132" "02132" "02222" "02314" "02132" "02123"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "02322" "0314" "02123" "02132" "02322" "02132"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "02123" "02314" "02123" "02132" "0314" "0314"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "02322" "02132" "02132" "02132" "02123" "02123"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "02123" "02123" "02123" "02222" "02322" "02132"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "02123" "02322" "02112" "02422" "02322" "02132"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "02222" "0313" "02222" "0314" "02123" "02123"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "02322" "02222" "02222" "02123" "02222" "02222"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "0314" "02322" "02132" "0312" "0131" "0131"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "0312" "0131" "02322" "0312" "02223" "02211"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "02223" "0314" "0314" "02222" "02222" "02222"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "0131" "0314" "02222" "0313" "02222" "0314"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "0314" "02222" "02322" "0312" "02222" "02132"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "02322" "02322" "02212" "0312" "0312" "02223"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "02222" "02223" "0312" "0241" "02223" "02222"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "0314" "02211" "0131" "0312" "0312" "0314"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "02223" "02222" "0314" "02223" "02223" "0312"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "0314" "0312" "0312" "0131" "0131" "02223"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "0131" "02223" "02212" "0314" "0312" "02322"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "02222" "02223" "0312" "0314" "02222" "0312"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "02223" "02222" "02211" "0312" "0314" "0312"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "02322" "0312" "02211" "02211" "0312" "02223"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "02322" "0241" "0314" "0312" "0313" "02222"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "0312" "0312" "0131" "02222" "0314" "0314"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "0241" "02223" "0312" "0312" "0131" "0312"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "0131" "0314" "0312" "0312" "02222" "0312"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "0312" "0312" "0131" "0131" "0312" "0131"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "02132" "02311" "02132" "0314" "02322" "02322"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "02314" "02222" "0314" "0131" "0131" "02314"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "02222" "02213" "02213" "02322" "0314" "02222"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "02213" "0314" "02222" "02222" "02213" "02222"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "02314" "0312" "02132" "02132" "02322" "02222"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "02222" "02322" "02322" "02123" "02222" "02211"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "02132" "02132" "02222" "02322" "02123" "02123"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "0314" "0313" "0314" "02322" "02123" "02223"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "0314" "02123" "0323" "02123" "0314" "0131"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "0313" "0312" "0312" "0131" "0332" "0131"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "0314" "0312" "0131" "0314" "0312" "0314"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "02223" "0131" "02222" "0312" "0312" "0314"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "0313" "02322" "0312" "02222" "0312" "02223"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "02224" "02211" "02211" "02223" "02313" "02132"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "02211" "02211" "02212" "02313" "02213" "02313"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "02211" "02212" "02211" "02314" "02314" "02212"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "02211" "02211" "02212" "02212" "02211" "0312"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "02213" "02223" "02314" "02314" "02212" "02213"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "02211" "02211" "02213" "02223" "02212" "0312"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "02211" "02211" "02211" "02223" "02211" "0312"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "02211" "02211" "02211" "0312" "02211" "02211"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "02211" "02211" "02211" "02211" "02211" "02212"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "02223" "02211" "02111" "02211" "02223" "02211"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "02211" "02314" "02211" "02211" "02314" "02314"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "02212" "02211" "0312" "02223" "02211" "02211"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "0241" "02211" "02223" "02314" "02211" "02223"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "02222" "02211" "02222" "02212" "02223" "02223"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "0312" "02223" "0312" "0131" "02222" "0312"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "02222" "0312" "0131" "0131" "02422" "0312"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "0312" "0131" "0312" "0312" "0312" "02211"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "02223" "02223" "0312" "0313" "0312" "0312"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "02211" "0312" "0131" "02213" "02212" "0131"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "0312" "02223" "02213" "02211" "0312" "0312"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "02212" "02223" "02223" "02211" "02211" "02211"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "02211" "02211" "02211" "02211" "02211" "02211"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "02211" "02212" "0322" "0322" "0331" "0323"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "0323" "0331" "0314" "0322" "0322" "0323"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "0322" "0321" "0322" "0323" "0322" "02132"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "0323" "0323" "0321" "0322" "0323" "0322"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "0323" "0324" "0324" "0323" "0322" "0324"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "02422" "0314" "02123" "0323" "0321" "0314"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "0323" "0322" "0322" "0322" "0323" "0322"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "0314" "0323" "0314" "0321" "02121" "0321"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "0321" "0323" "02123" "0321" "02123" "02123"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "02123" "02123" "0314" "0322" "02322" "0323"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "0314" "0323" "0321" "0322" "02123" "0314"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "0314" "02123" "0321" "0322" "0322" "02422"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "0322" "0321" "0322" "0323" "0322" "0322"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "0321" "0323" "0321" "0324" "0322" "0322"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "0321" "0322" "0321" "0322" "0322" "0321"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "0322" "0323" "0322" "0323" "0322" "0332"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "0322" "0324" "0322" "0322" "02422" "0321"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "0321" "0323" "0321" "0322" "0322" "0322"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "0321" "0321" "0322" "0323" "0322" "0321"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "02422" "0322" "0331" "0322" "0322" "02423"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "0331" "0323" "0322" "0324" "0324" "0322"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "0324" "02422" "0323" "0324" "02422" "0331"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "0322" "0323" "0322" "0323" "0324" "0323"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "0322" "0322" "0322" "0322" "0321" "0324"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "0321" "0324" "0321" "0322" "02121" "0321"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "0321" "0323" "0321" "0321" "0321" "0321"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "0322" "0324" "0324" "0324" "0322" "0321"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "0322" "0324" "0324" "0322" "0324" "0324"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "0322" "0323" "0331" "0321" "0322" "0321"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "0321" "0324" "0323" "0321" "0321" "0323"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "0322" "0331" "0322" "0321" "0321" "02121"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "0321" "0321" "0322" "0321" "0321" "0322"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "0322" "0321" "0322" "0321" "0321" "02422"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "02131" "02422" "02121" "02121" "02422" "02131"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "02131" "02131" "02422" "02123" "02133" "0241"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "02132" "02133" "02112" "02121" "02121" "02121"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "02112" "0323" "02121" "0323" "02122" "02121"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "02121" "02122" "02422" "02121" "02121" "02121"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "0323" "02122" "02121" "02121" "02121" "02122"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "02133" "0331" "02422" "0331" "02121" "02112"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "0323" "02422" "02121" "02121" "02121" "02422"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "02121" "02121" "02121" "02121" "02121" "02422"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "02121" "02121" "02121" "02121" "02121" "02121"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "02112" "02121" "02112" "02121" "02133" "02131"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "02121" "02133" "02112" "02112" "02111" "02122"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "02131" "02131" "02111" "02131" "02111" "02133"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "02112" "02131" "02131" "02121" "02131" "02131"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "02131" "02131" "02131" "02133" "02133" "02133"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "02133" "02131" "02131" "02133" "02122" "02133"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "02131" "02131" "02131" "02133" "02133" "02131"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "02131" "02111" "02131" "02131" "02133" "02112"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "02131" "02133" "02122" "02133" "02131" "02131"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "02112" "02131" "02112" "02122" "02121" "02112"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "02122" "02122" "02122" "02121" "02122" "02112"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "02122" "02121" "0323" "02121" "02122" "02121"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "02122" "02133" "02121" "02122" "02122" "02122"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "02122" "02121" "02122" "0321" "0321" "02122"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "02122" "02122" "02122" "02122" "02133" "02122"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "02122" "0321" "0321" "0324" "02131" "02122"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "02122" "02131" "02121" "02121" "02122" "02122"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "02122" "0321" "02133" "0321" "0321" "02131"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "02122" "02122" "0321" "02133" "02122" "0321"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "02122" "02122" "02133" "02122" "02122" "02122"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "02122" "02122" "0321" "02122" "02121" "0323"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "02122" "02122" "02122" "02122" "0324" "02121"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "02131" "02122" "02122" "0321" "0323" "02122"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "02121" "0321" "02121" "0323" "02112" "02121"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "02121" "02112" "02112" "02121" "02121" "02121"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "02121" "0323" "02423" "02121" "02121" "0323"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "0323" "02423" "02121" "02121" "02423" "0323"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "0323" "0323" "0332" "0323" "0323" "02423"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "02423" "02423" "02423" "0323" "0324" "0323"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "02423" "02423" "02423" "0323" "0323" "02422"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "0331" "02112" "02423" "0332" "02423" "02112"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "02423" "0331" "02422" "02112" "02423" "0323"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "02423" "02423" "0241" "02423" "02423" "0241"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "02423" "02423" "02423" "0241" "0332" "0332"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "02423" "02112" "02422" "0241" "0332" "02422"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "02423" "0241" "02423" "0332" "02423" "02423"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "0241" "0332" "02423" "02423" "02423" "02423"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "0332" "0241" "02423" "0241" "02421" "02421"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "02423" "02423" "02421" "02421" "0241" "02421"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "02423" "02421" "02421" "02421" "02421" "02421"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "02421" "0241" "0241" "02421" "02423" "0241"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "02421" "02421" "02423" "02421" "02423" "02421"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "0241" "02423" "0241" "02423" "02422" "02423"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "0241" "0241" "0241" "02421" "0323" "02423"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "0241" "02112" "0241" "0241" "02112" "02423"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "02112" "0241" "0241" "0241" "0241" "0241"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "02112" "0241" "0241" "02111" "0241" "02112"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "0241" "02111" "0241" "02111" "02111" "02111"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "02111" "02112" "02111" "02111" "02111" "02111"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "02111" "02112" "02111" "02111" "02111" "02111"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "02111" "02111" "02111" "02111" "02111" "02112"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "0241" "02111" "02112" "02111" "02111" "0241"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "0241" "02111" "02111" "0241" "0241" "02422"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "02112" "02112" "02112" "0241" "0241" "02111"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "02112" "0241" "0241" "0241" "0241" "0241"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "0241" "0241" "0241" "0241" "02112" "0241"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "0241" "0241" "0241" "02422" "02423" "02422"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "02421" "0241" "0241" "02422" "0241" "0241"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "02111" "02314" "0241" "0241" "02112" "0241"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "02421" "02111" "0241" "02121" "0241" "0241"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "0241" "02422" "02112" "02422" "0241" "0241"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "0241" "0241" "02112" "02111" "0241" "0241"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "02112" "0241" "0241" "0241" "0241" "02111"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "02121" "0241" "0241" "02111" "0241" "0241"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "02111" "0241" "0241" "02112" "0241" "0241"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "02422" "0241" "0241" "0241" "0241" "0241"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "0241" "0241" "0241" "02111" "02112" "0241"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "02111" "02111" "02111" "02111" "02112" "02112"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "02111" "0331" "0331" "0331" "0331" "0331"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "0331" "0331" "0323" "0331" "0323" "0331"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "0331" "0331" "0331" "0331" "0331" "0331"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "0331" "0331" "0331" "0331" "0331" "0331"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "0331" "0331" "0332" "0131" "0332" "0331"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "0331" "0323" "0331" "0331" "0331" "0331"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "0331" "0331" "0331" "0331" "0331" "0331"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "0331" "0331" "0331" "0331" "0314" "0131"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "0331" "0331" "0331" "0331" "0331" "0332"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "0332" "0332" "0332" "0332" "0331" "0331"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "0331" "0331" "0331" "0331" "0331" "0332"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "0131" "0331" "0332" "0322" "0331" "0332"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "0332" "0331" "0131" "0331" "0331" "0332"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "0331" "0331" "0332" "0241" "02422" "0332"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "0331" "0331" "02422" "0331" "0331" "0331"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "0331" "0131" "0331" "0332" "0331" "0331"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "0332" "0332" "02421" "0332" "0332" "0332"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "0332" "0331" "0332" "0332" "02422" "0323"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "0331" "0241" "0331" "0331" "0331" "0131"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "0332" "0331" "0332" "0332" "0331" "0332"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "0332" "0332" "0332" "02421" "0332" "0331"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "0332" "0332" "0331" "0332" "0331" "0332"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "0241" "0332" "0332" "0332" "0332" "02422"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "0241" "02422" "0241" "0331" "0131" "0332"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "0332" "0332" "0332" "0332" "0332" "0332"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "0332" "0332" "0332" "0331" "0332" "0332"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "0332" "02421" "0332" "0323" "0332" "02421"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "0332" "0332" "0332" "02422" "02422" "02422"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "0332" "0331" "0331" "0131" "0332" "02421"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "0332" "0332" "0332" "0332" "0332" "0332"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "02421" "02421" "0332" "0241" "02421" "0241"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "0241" "02421" "02213" "0323" "0332" "0332"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "0332" "0331" "0332" "0332" "0332" "0332"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "0332" "0332" "02421" "02421" "0332" "0332"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "0323" "0332" "0332" "02421" "0332" "0332"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "0332" "0332" "0332" "02421" "02421" "0332"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "02421" "02421" "0332" "02213" "0241" "0241"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "0241" "0241" "0241" "0332" "0332" "02421"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "02421" "0332" "02422" "02422" "0332" "02421"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "0332" "02421" "0241" "0241" "0332" "02421"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "02213" "0241" "02421" "0332" "0332" "0332"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "0332" "02421" "0241" "02421" "02212" "02421"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "02421" "0241" "02421" "0241" "0332" "0332"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "0241" "02421" "0332" "02421" "0332" "0241"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "0241" "02421" "02421" "0241" "0241" "0241"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "02421" "0241" "02421" "0241" "02421" "0241"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "02421" "02213" "0241" "0241" "02421" "0241"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "0241" "0241" "012222" "012222" "012222" "0112"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "012222" "012222" "012221" "012211" "012222" "012222"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "012221" "012222" "012221" "012221" "012221" "012221"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "012222" "01131" "012221" "012221" "01112" "0121"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "014" "012221" "0132" "012221" "012221" "014"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "02212" "012221" "012221" "012221" "014" "012221"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "0133" "014" "0112" "012212" "014" "014"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "0133" "012221" "014" "012212" "012221" "012221"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "012221" "012211" "012211" "012211" "012211" "02212"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "012222" "02322" "012222" "012221" "012222" "012222"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "0313" "012222" "0313" "012222" "012221" "0121"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "012221" "02212" "0121" "014" "0121" "0121"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "0324" "012221" "0121" "0121" "014" "0121"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "0121" "014" "0112" "014" "014" "012221"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "0121" "012221" "0121" "012211" "0121" "0121"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "0121" "0121" "012221" "0121" "0121" "0121"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "012221" "012212" "012212" "012221" "0121" "012221"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "012221" "012221" "012222" "012221" "012221" "012221"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "012221" "012221" "012222" "012221" "012221" "012221"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "012221" "012221" "012221" "0241" "02212" "012221"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "012221" "012221" "012221" "012221" "012221" "012211"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "0324" "012221" "012222" "012221" "012221" "012221"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "012221" "012221" "012221" "014" "014" "014"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "014" "012222" "0121" "0121" "014" "012222"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "014" "012222" "012222" "012222" "012222" "0313"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "0121" "014" "014" "012222" "014" "0121"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "012222" "0121" "0121" "0324" "012222" "012222"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "014" "014" "0121" "014" "012212" "014"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "014" "014" "012222" "0121" "0121" "0121"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "0121" "0121" "014" "014" "014" "0121"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "0121" "0121" "0121" "014" "0121" "0121"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "0313" "02212" "0121" "0121" "014" "0121"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "0121" "0121" "014" "014" "014" "0121"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "0121" "0121" "014" "012212" "0121" "0121"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "0121" "012212" "012222" "014" "012222" "012212"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "0121" "012212" "0121" "0121" "0121" "0121"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "012212" "0121" "012211" "0121" "0121" "0121"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "0121" "0121" "0121" "012212" "0121" "0121"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "012211" "012212" "012211" "0121" "012212" "0121"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "0121" "012212" "012212" "02212" "012212" "0121"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "012212" "012212" "012212" "012212" "012212" "0121"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "0121" "012211" "012211" "0121" "012212" "012212"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "0121" "012211" "012211" "012212" "012211" "0121"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "012212" "0121" "0121" "0121" "0121" "0121"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "012212" "012211" "0121" "012212" "0121" "02212"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "014" "012212" "014" "0332" "014" "014"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "012211" "0121" "0121" "012211" "0121" "012212"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "0121" "0121" "0121" "0121" "0121" "014"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "012212" "012211" "012212" "0121" "0121" "0121"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "0121" "0313" "0121" "0121" "0121" "012212"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "012212" "012212" "0121" "012212" "0313" "0121"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "012212" "0121" "0121" "0121" "0121" "0121"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "012222" "02212" "012212" "0121" "0121" "0121"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "0121" "014" "0121" "0121" "0121" "02212"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "0121" "0121" "0121" "0121" "0121" "0121"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "0121" "0121" "014" "0121" "0121" "0121"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "0121" "014" "014" "014" "0121" "0121"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "014" "0121" "014" "0121" "0313" "014"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "014" "0121" "0121" "0121" "014" "014"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "014" "014" "0121" "014" "014" "0313"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "014" "014" "014" "014" "014" "014"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "014" "014" "014" "014" "014" "014"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "014" "014" "014" "014" "0313" "0131"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "014" "0121" "014" "014" "014" "014"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "014" "014" "0121" "014" "014" "014"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "014" "014" "014" "0121" "014" "0121"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "014" "0121" "014" "014" "0121" "014"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "02212" "014" "014" "0121" "0133" "0133"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "012212" "014" "014" "0121" "02212" "014"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "02212" "0121" "014" "0121" "014" "0121"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "014" "014" "0121" "014" "014" "014"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "0121" "0121" "014" "014" "014" "0121"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "0121" "012212" "014" "014" "014" "014"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "014" "0313" "0332" "014" "014" "014"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "014" "014" "0121" "014" "014" "0313"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "014" "014" "014" "014" "014" "0313"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "014" "014" "014" "0121" "014" "014"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "014" "0121" "0121" "014" "012222" "014"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "0121" "014" "014" "014" "0121" "014"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "014" "0121" "0121" "0121" "014" "014"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "0121" "02212" "012212" "0121" "0121" "014"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "014" "012211" "0121" "0121" "0121" "0121"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "014" "0121" "012211" "014" "012212" "014"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "0133" "012211" "012211" "014" "014" "014"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "014" "014" "0133" "014" "014" "014"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "014" "014" "0121" "014" "014" "014"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "014" "014" "014" "014" "014" "014"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "014" "014" "014" "014" "0131" "0121"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "014" "014" "014" "014" "014" "014"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "0112" "014" "014" "014" "014" "014"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "014" "014" "0131" "014" "014" "014"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "0121" "014" "014" "0313" "014" "014"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "014" "014" "0131" "012212" "014" "014"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "014" "014" "014" "0131" "014" "014"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "0131" "014" "014" "014" "0131" "0313"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "014" "014" "014" "014" "0121" "014"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "014" "0121" "014" "0133" "014" "0131"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "02212" "014" "014" "014" "014" "014"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "014" "014" "014" "014" "014" "014"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "014" "014" "014" "014" "014" "014"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "0121" "014" "014" "014" "014" "0332"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "014" "014" "014" "014" "014" "014"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "0324" "0121" "014" "014" "0112" "014"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "014" "0313" "014" "0121" "014" "014"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "0121" "014" "014" "0121" "01111" "0121"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "0121" "014" "0121" "014" "014" "0121"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "014" "014" "014" "014" "014" "0112"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "014" "014" "0121" "014" "014" "01131"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "0121" "014" "01111" "014" "014" "014"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "014" "014" "0331" "014" "014" "014"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "014" "012222" "014" "014" "014" "0121"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "012222" "014" "014" "012222" "0121" "0313"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "012222" "014" "014" "0121" "0313" "012222"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "014" "014" "0121" "012222" "014" "012222"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "0121" "014" "0121" "014" "0121" "014"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "014" "0121" "0121" "014" "0313" "014"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "0121" "0121" "012212" "0121" "0324" "0332"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "0121" "0121" "012211" "0121" "0121" "0121"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "0121" "014" "014" "02212" "014" "0121"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "0324" "0324" "014" "0121" "0121" "0121"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "0121" "012212" "0121" "0121" "014" "014"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "0121" "0121" "0121" "0121" "0121" "0121"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "0121" "0121" "0121" "0121" "012212" "0121"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "0121" "0121" "0121" "0121" "0121" "0121"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "012212" "0121" "012212" "0121" "012212" "02212"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "012212" "0313" "012212" "012212" "0121" "0121"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "0121" "0121" "0121" "0121" "012211" "012212"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "0121" "012212" "0121" "012212" "0121" "0121"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "012212" "0121" "0121" "012211" "0121" "0121"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "0121" "0121" "0121" "014" "012211" "012211"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "012211" "0121" "0121" "012211" "012211" "012211"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "012211" "012211" "0121" "012211" "012211" "0121"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "012211" "0121" "0121" "012211" "0121" "0121"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "0121" "0121" "0121" "0121" "012211" "012211"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "012212" "012211" "0121" "0121" "012211" "0121"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "0121" "0121" "0121" "012211" "012211" "012211"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "0121" "0121" "0121" "0121" "014" "0313"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "01112" "01134" "01134" "01134" "01134" "01112"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "01134" "01113" "01113" "01112" "01112" "01134"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "01112" "0112" "01112" "01131" "01134" "0112"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "01112" "01112" "01112" "01112" "0133" "01134"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "01112" "01112" "01112" "01134" "01112" "01112"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "01112" "01112" "01112" "0112" "01112" "01112"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "01134" "01112" "01112" "01134" "01112" "01112"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "01112" "01112" "014" "01134" "01132" "0313"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "01112" "01134" "01134" "01112" "01112" "01112"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "01112" "01112" "01112" "01112" "01112" "01134"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "01134" "01112" "01112" "01113" "01134" "01112"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "014" "01134" "01112" "01134" "01132" "01112"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "01134" "0112" "0131" "01134" "01134" "01112"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "0313" "01134" "01132" "01112" "01112" "01112"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "01112" "01134" "01112" "01134" "01112" "01112"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "01112" "01112" "01134" "01112" "01112" "01112"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "01112" "01132" "01113" "01113" "01113" "01113"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "0133" "01111" "01113" "01113" "01111" "01111"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "01111" "01133" "01133" "01111" "01111" "01113"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "01111" "01113" "0313" "01113" "02212" "01131"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "01113" "0313" "01132" "01111" "0133" "01111"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "01113" "01111" "01111" "01113" "01113" "01113"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "01111" "01113" "01113" "01113" "01111" "01111"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "01113" "01111" "01111" "01113" "01131" "01133"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "01132" "01113" "01113" "01111" "01111" "01113"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "01113" "01113" "0313" "01113" "01113" "01113"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "01113" "01133" "01133" "01133" "01111" "01113"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "01113" "01133" "01133" "01113" "01113" "01133"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "01132" "01111" "01111" "01131" "01113" "01111"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "01113" "01111" "01133" "01111" "01131" "01111"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "01111" "01111" "01111" "01133" "0133" "01133"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "01113" "0133" "01111" "01113" "01113" "01113"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "01111" "01111" "01133" "01111" "01111" "01133"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "01111" "01133" "01111" "0131" "01111" "01132"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "01131" "01111" "0331" "01131" "01132" "0131"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "01131" "01132" "01131" "01111" "0133" "0133"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "01113" "01113" "01113" "01133" "01133" "01113"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "01113" "01113" "01113" "01133" "01131" "01133"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "01111" "01133" "01111" "01113" "0133" "01111"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "01131" "01111" "01113" "01111" "01111" "01111"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "01113" "0133" "01133" "01113" "01113" "01113"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "01113" "01132" "01113" "01132" "01111" "01111"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "01131" "01111" "01131" "0133" "01111" "0131"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "01133" "01113" "01113" "01111" "01111" "01111"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "01131" "01131" "01111" "01111" "01111" "01111"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "01111" "01111" "01111" "0112" "0112" "0112"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "0112" "0112" "0313" "0112" "0112" "0132"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "0132" "0132" "0112" "0132" "0132" "0132"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "0112" "0132" "0112" "0132" "0313" "0112"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "0112" "0132" "0112" "0112" "0112" "0112"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "0132" "0132" "0132" "0132" "0132" "0132"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "0132" "0132" "0132" "0112" "0132" "0132"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "0112" "0112" "0132" "0132" "0132" "0112"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "0112" "0112" "0112" "0112" "0112" "01113"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "0112" "0132" "0132" "0313" "0112" "0112"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "0112" "0112" "0112" "0132" "0112" "01132"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "0112" "0112" "0132" "0112" "014" "0112"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "0112" "0112" "0112" "0112" "012222" "0112"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "0112" "0112" "0132" "0112" "0112" "0132"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "014" "014" "0112" "0112" "0331" "0112"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "012211" "0132" "0112" "0112" "0112" "0112"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "0132" "0132" "014" "0112" "0112" "0112"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "0112" "014" "0112" "0112" "0112" "0112"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "0112" "0112" "0112" "01132" "0112" "0112"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "0132" "0112" "0112" "0112" "01113" "0112"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "0112" "0112" "0112" "0112" "01132" "0112"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "0112" "0112" "01132" "0112" "0112" "0112"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "0112" "0112" "0112" "0112" "0112" "0132"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "0112" "0322" "0132" "0112" "0112" "0132"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "0112" "0112" "0112" "0313" "0112" "0112"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "0112" "01132" "0112" "0112" "0112" "01111"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "01131" "0112" "01132" "0134" "0112" "01132"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "0112" "0112" "01132" "0112" "01131" "01131"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "014" "0112" "0112" "01132" "0112" "01113"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "0112" "0112" "0314" "0314" "0112" "014"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "0112" "0112" "01132" "01132" "0133" "0133"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "0112" "02321" "0133" "01132" "0112" "0133"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "0112" "0112" "0322" "0112" "0112" "01132"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "0112" "0112" "0133" "0133" "0133" "01132"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "0112" "0112" "0112" "0134" "0134" "01113"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "01111" "01131" "01111" "01113" "01131" "01111"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "01111" "0112" "01111" "01131" "01111" "01111"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "01131" "014" "01113" "01131" "01111" "01113"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "01112" "01111" "01131" "01111" "01113" "01131"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "01111" "01131" "01111" "0133" "01111" "01131"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "01131" "01113" "01111" "01131" "01111" "01131"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "01131" "01132" "01131" "01111" "0133" "0112"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "01111" "01132" "01111" "01131" "0134" "0112"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "01131" "01132" "01131" "0134" "0134" "01131"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "01131" "01111" "01131" "0112" "01111"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 535))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "02321" "02323" "02311" "02311" "02321" "02321"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "02321" "02321" "02321" "02321" "02323" "02311"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "02311" "02323" "02311" "02311" "02323" "02311"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "02132" "02323" "02323" "02221" "02321" "02323"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "02132" "02311" "02311" "02323" "02321" "02313"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "02131" "02321" "02321" "02221" "02311" "02321"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "02323" "02323" "02311" "02321" "02311" "02321"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "02321" "02221" "02321" "02221" "02221" "02311"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "02323" "02323" "0311" "02221" "0311" "02323"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "02311" "02323" "02121" "02312" "02311" "02312"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "02221" "02221" "02313" "02312" "02221" "02312"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "02313" "02313" "02323" "02323" "02321" "02221"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "02321" "02313" "02311" "02321" "02321" "02311"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "02321" "02323" "02321" "02321" "02221" "0311"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "02221" "02321" "02321" "02321" "02311" "02321"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "02321" "02311" "02321" "02314" "02311" "02221"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "02323" "02224" "02312" "02224" "02213" "02213"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "02312" "02212" "0134" "02213" "02213" "02213"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "02213" "02313" "02213" "02312" "02313" "02213"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "02224" "02212" "02323" "02213" "02314" "02212"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "02323" "02221" "02313" "02311" "02213" "02314"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "0312" "0134" "02312" "02224" "02221" "02224"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "02312" "02213" "02312" "02224" "02213" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "0134" "0311" "02212" "02221" "02224" "02224"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "02224" "02212" "02224" "02213" "02212" "02213"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "02312" "02213" "02213" "02224" "02224" "0311"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "0311" "0311" "02312" "02221" "02311" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "02313" "02313" "02313" "02312" "02312" "02312"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "02312" "02313" "02312" "02312" "02312" "02313"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "02213" "02313" "0241" "02312" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "02313" "02323" "02213" "02213" "02213" "02313"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "02224" "02224" "02224" "02224" "02224" "02213"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "02224" "02213" "0241" "02312" "0241" "02312"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "02224" "0134" "0134" "02323" "0311" "0134"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "0134" "0134" "0311" "0134" "0311" "0134"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "0134" "0311" "0311" "0311" "0134" "0311"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "02224" "02422" "0134" "02221" "0311" "0311"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "02221" "0311" "0311" "0311" "02221" "0311"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "0134" "02221" "02221" "02224" "02221" "02224"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "0134" "0311" "0311" "0311" "0134" "0324"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "0311" "02221" "0311" "0134" "0311" "0311"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "0311" "0313" "0311" "0134" "0311" "02221"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "0134" "0134" "0311" "0134" "02224" "0311"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "0331" "0134" "0311" "01132" "0311" "0311"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "0311" "0311" "0134" "0311" "0311" "0311"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "0311" "0134" "02323" "02221" "0311" "0311"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "0134" "0311" "0134" "0134" "0134" "02221"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "02221" "0311" "0311" "02221" "02323" "0322"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "02221" "02221" "02322" "02123" "02132" "02322"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "02123" "02132" "02222" "02132" "02322" "02322"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "02132" "02322" "02132" "02123" "02132" "02322"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "02132" "02132" "02222" "02314" "02132" "02123"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "02322" "0314" "02123" "02132" "02322" "02132"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "02123" "02314" "02123" "02132" "0314" "0314"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "02322" "02132" "02132" "02132" "02123" "02123"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "02123" "02123" "02123" "02222" "02322" "02132"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "02123" "02322" "0211" "02422" "02322" "02132"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "02222" "0313" "02222" "0314" "02123" "02123"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "02322" "02222" "02222" "02123" "02222" "02222"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "0314" "02322" "02132" "0312" "0131" "0131"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "0312" "0131" "02322" "0312" "02223" "02211"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "02223" "0314" "0314" "02222" "02222" "02222"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "0131" "0314" "02222" "0313" "02222" "0314"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "0314" "02222" "02322" "0312" "02222" "02132"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "02322" "02322" "02212" "0312" "0312" "02223"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "02222" "02223" "0312" "0241" "02223" "02222"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "0314" "02211" "0131" "0312" "0312" "0314"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "02223" "02222" "0314" "02223" "02223" "0312"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "0314" "0312" "0312" "0131" "0131" "02223"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "0131" "02223" "02212" "0314" "0312" "02322"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "02222" "02223" "0312" "0314" "02222" "0312"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "02223" "02222" "02211" "0312" "0314" "0312"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "02322" "0312" "02211" "02211" "0312" "02223"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "02322" "0241" "0314" "0312" "0313" "02222"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "0312" "0312" "0131" "02222" "0314" "0314"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "0241" "02223" "0312" "0312" "0131" "0312"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "0131" "0314" "0312" "0312" "02222" "0312"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "0312" "0312" "0131" "0131" "0312" "0131"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "02132" "02311" "02132" "0314" "02322" "02322"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "02314" "02222" "0314" "0131" "0131" "02314"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "02222" "02213" "02213" "02322" "0314" "02222"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "02213" "0314" "02222" "02222" "02213" "02222"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "02314" "0312" "02132" "02132" "02322" "02222"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "02222" "02322" "02322" "02123" "02222" "02211"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "02132" "02132" "02222" "02322" "02123" "02123"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "0314" "0313" "0314" "02322" "02123" "02223"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "0314" "02123" "0323" "02123" "0314" "0131"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "0313" "0312" "0312" "0131" "0332" "0131"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "0314" "0312" "0131" "0314" "0312" "0314"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "02223" "0131" "02222" "0312" "0312" "0314"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "0313" "02322" "0312" "02222" "0312" "02223"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "02224" "02211" "02211" "02223" "02313" "02132"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "02211" "02211" "02212" "02313" "02213" "02313"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "02211" "02212" "02211" "02314" "02314" "02212"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "02211" "02211" "02212" "02212" "02211" "0312"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "02213" "02223" "02314" "02314" "02212" "02213"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "02211" "02211" "02213" "02223" "02212" "0312"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "02211" "02211" "02211" "02223" "02211" "0312"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "02211" "02211" "02211" "0312" "02211" "02211"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "02211" "02211" "02211" "02211" "02211" "02212"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "02223" "02211" "0211" "02211" "02223" "02211"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "02211" "02314" "02211" "02211" "02314" "02314"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "02212" "02211" "0312" "02223" "02211" "02211"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "0241" "02211" "02223" "02314" "02211" "02223"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "02222" "02211" "02222" "02212" "02223" "02223"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "0312" "02223" "0312" "0131" "02222" "0312"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "02222" "0312" "0131" "0131" "02422" "0312"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "0312" "0131" "0312" "0312" "0312" "02211"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "02223" "02223" "0312" "0313" "0312" "0312"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "02211" "0312" "0131" "02213" "02212" "0131"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "0312" "02223" "02213" "02211" "0312" "0312"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "02212" "02223" "02223" "02211" "02211" "02211"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "02211" "02211" "02211" "02211" "02211" "02211"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "02211" "02212" "0322" "0322" "0331" "0323"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "0323" "0331" "0314" "0322" "0322" "0323"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "0322" "0321" "0322" "0323" "0322" "02132"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "0323" "0323" "0321" "0322" "0323" "0322"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "0323" "0324" "0324" "0323" "0322" "0324"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "02422" "0314" "02123" "0323" "0321" "0314"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "0323" "0322" "0322" "0322" "0323" "0322"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "0314" "0323" "0314" "0321" "02121" "0321"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "0321" "0323" "02123" "0321" "02123" "02123"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "02123" "02123" "0314" "0322" "02322" "0323"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "0314" "0323" "0321" "0322" "02123" "0314"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "0314" "02123" "0321" "0322" "0322" "02422"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "0322" "0321" "0322" "0323" "0322" "0322"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "0321" "0323" "0321" "0324" "0322" "0322"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "0321" "0322" "0321" "0322" "0322" "0321"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "0322" "0323" "0322" "0323" "0322" "0332"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "0322" "0324" "0322" "0322" "02422" "0321"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "0321" "0323" "0321" "0322" "0322" "0322"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "0321" "0321" "0322" "0323" "0322" "0321"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "02422" "0322" "0331" "0322" "0322" "02423"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "0331" "0323" "0322" "0324" "0324" "0322"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "0324" "02422" "0323" "0324" "02422" "0331"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "0322" "0323" "0322" "0323" "0324" "0323"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "0322" "0322" "0322" "0322" "0321" "0324"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "0321" "0324" "0321" "0322" "02121" "0321"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "0321" "0323" "0321" "0321" "0321" "0321"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "0322" "0324" "0324" "0324" "0322" "0321"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "0322" "0324" "0324" "0322" "0324" "0324"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "0322" "0323" "0331" "0321" "0322" "0321"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "0321" "0324" "0323" "0321" "0321" "0323"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "0322" "0331" "0322" "0321" "0321" "02121"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "0321" "0321" "0322" "0321" "0321" "0322"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "0322" "0321" "0322" "0321" "0321" "02422"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "02131" "02422" "02121" "02121" "02422" "02131"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "02131" "02131" "02422" "02123" "02133" "0241"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "02132" "02133" "0211" "02121" "02121" "02121"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "0323" "02121" "0323" "02122" "02121"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "02121" "02122" "02422" "02121" "02121" "02121"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "0323" "02122" "02121" "02121" "02121" "02122"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "02133" "0331" "02422" "0331" "02121" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "0323" "02422" "02121" "02121" "02121" "02422"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "02121" "02121" "02121" "02121" "02121" "02422"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "02121" "02121" "02121" "02121" "02121" "02121"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "02121" "0211" "02121" "02133" "02131"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "02121" "02133" "0211" "0211" "0211" "02122"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "02131" "02131" "0211" "02131" "0211" "02133"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "02131" "02131" "02121" "02131" "02131"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "02131" "02131" "02131" "02133" "02133" "02133"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "02133" "02131" "02131" "02133" "02122" "02133"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "02131" "02131" "02131" "02133" "02133" "02131"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "02131" "0211" "02131" "02131" "02133" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "02131" "02133" "02122" "02133" "02131" "02131"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "02131" "0211" "02122" "02121" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "02122" "02122" "02122" "02121" "02122" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "02122" "02121" "0323" "02121" "02122" "02121"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "02122" "02133" "02121" "02122" "02122" "02122"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "02122" "02121" "02122" "0321" "0321" "02122"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "02122" "02122" "02122" "02122" "02133" "02122"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "02122" "0321" "0321" "0324" "02131" "02122"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "02122" "02131" "02121" "02121" "02122" "02122"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "02122" "0321" "02133" "0321" "0321" "02131"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "02122" "02122" "0321" "02133" "02122" "0321"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "02122" "02122" "02133" "02122" "02122" "02122"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "02122" "02122" "0321" "02122" "02121" "0323"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "02122" "02122" "02122" "02122" "0324" "02121"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "02131" "02122" "02122" "0321" "0323" "02122"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "02121" "0321" "02121" "0323" "0211" "02121"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "02121" "0211" "0211" "02121" "02121" "02121"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "02121" "0323" "02423" "02121" "02121" "0323"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "0323" "02423" "02121" "02121" "02423" "0323"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "0323" "0323" "0332" "0323" "0323" "02423"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "02423" "02423" "02423" "0323" "0324" "0323"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "02423" "02423" "02423" "0323" "0323" "02422"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "0331" "0211" "02423" "0332" "02423" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "02423" "0331" "02422" "0211" "02423" "0323"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "02423" "02423" "0241" "02423" "02423" "0241"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "02423" "02423" "02423" "0241" "0332" "0332"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "02423" "0211" "02422" "0241" "0332" "02422"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "02423" "0241" "02423" "0332" "02423" "02423"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "0241" "0332" "02423" "02423" "02423" "02423"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "0332" "0241" "02423" "0241" "02421" "02421"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "02423" "02423" "02421" "02421" "0241" "02421"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "02423" "02421" "02421" "02421" "02421" "02421"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "02421" "0241" "0241" "02421" "02423" "0241"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "02421" "02421" "02423" "02421" "02423" "02421"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "0241" "02423" "0241" "02423" "02422" "02423"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "0241" "0241" "0241" "02421" "0323" "02423"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "0241" "0211" "0241" "0241" "0211" "02423"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "0241" "0241" "0241" "0241" "0241"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "0241" "0241" "0211" "0241" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "0241" "0211" "0241" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "0241" "0211" "0211" "0211" "0211" "0241"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "0241" "0211" "0211" "0241" "0241" "02422"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "0241" "0241" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "0241" "0241" "0241" "0241" "0241"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "0241" "0241" "0241" "0241" "0211" "0241"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "0241" "0241" "0241" "02422" "02423" "02422"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "02421" "0241" "0241" "02422" "0241" "0241"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "02314" "0241" "0241" "0211" "0241"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "02421" "0211" "0241" "02121" "0241" "0241"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "0241" "02422" "0211" "02422" "0241" "0241"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "0241" "0241" "0211" "0211" "0241" "0241"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "0241" "0241" "0241" "0241" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "02121" "0241" "0241" "0211" "0241" "0241"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "0241" "0241" "0211" "0241" "0241"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "02422" "0241" "0241" "0241" "0241" "0241"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "0241" "0241" "0241" "0211" "0211" "0241"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "0331" "0331" "0331" "0331" "0331"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "0331" "0331" "0323" "0331" "0323" "0331"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "0331" "0331" "0331" "0331" "0331" "0331"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "0331" "0331" "0331" "0331" "0331" "0331"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "0331" "0331" "0332" "0131" "0332" "0331"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "0331" "0323" "0331" "0331" "0331" "0331"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "0331" "0331" "0331" "0331" "0331" "0331"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "0331" "0331" "0331" "0331" "0314" "0131"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "0331" "0331" "0331" "0331" "0331" "0332"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "0332" "0332" "0332" "0332" "0331" "0331"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "0331" "0331" "0331" "0331" "0331" "0332"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "0131" "0331" "0332" "0322" "0331" "0332"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "0332" "0331" "0131" "0331" "0331" "0332"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "0331" "0331" "0332" "0241" "02422" "0332"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "0331" "0331" "02422" "0331" "0331" "0331"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "0331" "0131" "0331" "0332" "0331" "0331"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "0332" "0332" "02421" "0332" "0332" "0332"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "0332" "0331" "0332" "0332" "02422" "0323"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "0331" "0241" "0331" "0331" "0331" "0131"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "0332" "0331" "0332" "0332" "0331" "0332"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "0332" "0332" "0332" "02421" "0332" "0331"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "0332" "0332" "0331" "0332" "0331" "0332"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "0241" "0332" "0332" "0332" "0332" "02422"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "0241" "02422" "0241" "0331" "0131" "0332"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "0332" "0332" "0332" "0332" "0332" "0332"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "0332" "0332" "0332" "0331" "0332" "0332"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "0332" "02421" "0332" "0323" "0332" "02421"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "0332" "0332" "0332" "02422" "02422" "02422"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "0332" "0331" "0331" "0131" "0332" "02421"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "0332" "0332" "0332" "0332" "0332" "0332"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "02421" "02421" "0332" "0241" "02421" "0241"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "0241" "02421" "02213" "0323" "0332" "0332"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "0332" "0331" "0332" "0332" "0332" "0332"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "0332" "0332" "02421" "02421" "0332" "0332"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "0323" "0332" "0332" "02421" "0332" "0332"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "0332" "0332" "0332" "02421" "02421" "0332"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "02421" "02421" "0332" "02213" "0241" "0241"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "0241" "0241" "0241" "0332" "0332" "02421"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "02421" "0332" "02422" "02422" "0332" "02421"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "0332" "02421" "0241" "0241" "0332" "02421"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "02213" "0241" "02421" "0332" "0332" "0332"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "0332" "02421" "0241" "02421" "02212" "02421"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "02421" "0241" "02421" "0241" "0332" "0332"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "0241" "02421" "0332" "02421" "0332" "0241"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "0241" "02421" "02421" "0241" "0241" "0241"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "02421" "0241" "02421" "0241" "02421" "0241"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "02421" "02213" "0241" "0241" "02421" "0241"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "0241" "0241" "012222" "012222" "012222" "0112"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "012222" "012222" "012221" "012211" "012222" "012222"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "012221" "012222" "012221" "012221" "012221" "012221"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "012222" "01131" "012221" "012221" "01112" "0121"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "014" "012221" "0132" "012221" "012221" "014"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "02212" "012221" "012221" "012221" "014" "012221"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "0133" "014" "0112" "012212" "014" "014"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "0133" "012221" "014" "012212" "012221" "012221"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "012221" "012211" "012211" "012211" "012211" "02212"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "012222" "02322" "012222" "012221" "012222" "012222"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "0313" "012222" "0313" "012222" "012221" "0121"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "012221" "02212" "0121" "014" "0121" "0121"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "0324" "012221" "0121" "0121" "014" "0121"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "0121" "014" "0112" "014" "014" "012221"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "0121" "012221" "0121" "012211" "0121" "0121"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "0121" "0121" "012221" "0121" "0121" "0121"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "012221" "012212" "012212" "012221" "0121" "012221"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "012221" "012221" "012222" "012221" "012221" "012221"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "012221" "012221" "012222" "012221" "012221" "012221"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "012221" "012221" "012221" "0241" "02212" "012221"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "012221" "012221" "012221" "012221" "012221" "012211"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "0324" "012221" "012222" "012221" "012221" "012221"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "012221" "012221" "012221" "014" "014" "014"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "014" "012222" "0121" "0121" "014" "012222"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "014" "012222" "012222" "012222" "012222" "0313"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "0121" "014" "014" "012222" "014" "0121"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "012222" "0121" "0121" "0324" "012222" "012222"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "014" "014" "0121" "014" "012212" "014"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "014" "014" "012222" "0121" "0121" "0121"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "0121" "0121" "014" "014" "014" "0121"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "0121" "0121" "0121" "014" "0121" "0121"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "0313" "02212" "0121" "0121" "014" "0121"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "0121" "0121" "014" "014" "014" "0121"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "0121" "0121" "014" "012212" "0121" "0121"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "0121" "012212" "012222" "014" "012222" "012212"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "0121" "012212" "0121" "0121" "0121" "0121"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "012212" "0121" "012211" "0121" "0121" "0121"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "0121" "0121" "0121" "012212" "0121" "0121"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "012211" "012212" "012211" "0121" "012212" "0121"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "0121" "012212" "012212" "02212" "012212" "0121"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "012212" "012212" "012212" "012212" "012212" "0121"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "0121" "012211" "012211" "0121" "012212" "012212"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "0121" "012211" "012211" "012212" "012211" "0121"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "012212" "0121" "0121" "0121" "0121" "0121"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "012212" "012211" "0121" "012212" "0121" "02212"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "014" "012212" "014" "0332" "014" "014"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "012211" "0121" "0121" "012211" "0121" "012212"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "0121" "0121" "0121" "0121" "0121" "014"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "012212" "012211" "012212" "0121" "0121" "0121"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "0121" "0313" "0121" "0121" "0121" "012212"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "012212" "012212" "0121" "012212" "0313" "0121"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "012212" "0121" "0121" "0121" "0121" "0121"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "012222" "02212" "012212" "0121" "0121" "0121"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "0121" "014" "0121" "0121" "0121" "02212"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "0121" "0121" "0121" "0121" "0121" "0121"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "0121" "0121" "014" "0121" "0121" "0121"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "0121" "014" "014" "014" "0121" "0121"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "014" "0121" "014" "0121" "0313" "014"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "014" "0121" "0121" "0121" "014" "014"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "014" "014" "0121" "014" "014" "0313"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "014" "014" "014" "014" "014" "014"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "014" "014" "014" "014" "014" "014"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "014" "014" "014" "014" "0313" "0131"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "014" "0121" "014" "014" "014" "014"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "014" "014" "0121" "014" "014" "014"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "014" "014" "014" "0121" "014" "0121"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "014" "0121" "014" "014" "0121" "014"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "02212" "014" "014" "0121" "0133" "0133"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "012212" "014" "014" "0121" "02212" "014"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "02212" "0121" "014" "0121" "014" "0121"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "014" "014" "0121" "014" "014" "014"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "0121" "0121" "014" "014" "014" "0121"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "0121" "012212" "014" "014" "014" "014"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "014" "0313" "0332" "014" "014" "014"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "014" "014" "0121" "014" "014" "0313"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "014" "014" "014" "014" "014" "0313"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "014" "014" "014" "0121" "014" "014"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "014" "0121" "0121" "014" "012222" "014"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "0121" "014" "014" "014" "0121" "014"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "014" "0121" "0121" "0121" "014" "014"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "0121" "02212" "012212" "0121" "0121" "014"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "014" "012211" "0121" "0121" "0121" "0121"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "014" "0121" "012211" "014" "012212" "014"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "0133" "012211" "012211" "014" "014" "014"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "014" "014" "0133" "014" "014" "014"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "014" "014" "0121" "014" "014" "014"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "014" "014" "014" "014" "014" "014"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "014" "014" "014" "014" "0131" "0121"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "014" "014" "014" "014" "014" "014"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "0112" "014" "014" "014" "014" "014"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "014" "014" "0131" "014" "014" "014"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "0121" "014" "014" "0313" "014" "014"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "014" "014" "0131" "012212" "014" "014"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "014" "014" "014" "0131" "014" "014"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "0131" "014" "014" "014" "0131" "0313"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "014" "014" "014" "014" "0121" "014"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "014" "0121" "014" "0133" "014" "0131"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "02212" "014" "014" "014" "014" "014"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "014" "014" "014" "014" "014" "014"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "014" "014" "014" "014" "014" "014"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "0121" "014" "014" "014" "014" "0332"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "014" "014" "014" "014" "014" "014"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "0324" "0121" "014" "014" "0112" "014"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "014" "0313" "014" "0121" "014" "014"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "0121" "014" "014" "0121" "01111" "0121"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "0121" "014" "0121" "014" "014" "0121"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "014" "014" "014" "014" "014" "0112"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "014" "014" "0121" "014" "014" "01131"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "0121" "014" "01111" "014" "014" "014"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "014" "014" "0331" "014" "014" "014"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "014" "012222" "014" "014" "014" "0121"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "012222" "014" "014" "012222" "0121" "0313"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "012222" "014" "014" "0121" "0313" "012222"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "014" "014" "0121" "012222" "014" "012222"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "0121" "014" "0121" "014" "0121" "014"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "014" "0121" "0121" "014" "0313" "014"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "0121" "0121" "012212" "0121" "0324" "0332"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "0121" "0121" "012211" "0121" "0121" "0121"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "0121" "014" "014" "02212" "014" "0121"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "0324" "0324" "014" "0121" "0121" "0121"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "0121" "012212" "0121" "0121" "014" "014"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "0121" "0121" "0121" "0121" "0121" "0121"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "0121" "0121" "0121" "0121" "012212" "0121"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "0121" "0121" "0121" "0121" "0121" "0121"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "012212" "0121" "012212" "0121" "012212" "02212"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "012212" "0313" "012212" "012212" "0121" "0121"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "0121" "0121" "0121" "0121" "012211" "012212"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "0121" "012212" "0121" "012212" "0121" "0121"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "012212" "0121" "0121" "012211" "0121" "0121"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "0121" "0121" "0121" "014" "012211" "012211"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "012211" "0121" "0121" "012211" "012211" "012211"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "012211" "012211" "0121" "012211" "012211" "0121"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "012211" "0121" "0121" "012211" "0121" "0121"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "0121" "0121" "0121" "0121" "012211" "012211"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "012212" "012211" "0121" "0121" "012211" "0121"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "0121" "0121" "0121" "012211" "012211" "012211"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "0121" "0121" "0121" "0121" "014" "0313"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "01112" "01134" "01134" "01134" "01134" "01112"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "01134" "01113" "01113" "01112" "01112" "01134"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "01112" "0112" "01112" "01131" "01134" "0112"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "01112" "01112" "01112" "01112" "0133" "01134"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "01112" "01112" "01112" "01134" "01112" "01112"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "01112" "01112" "01112" "0112" "01112" "01112"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "01134" "01112" "01112" "01134" "01112" "01112"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "01112" "01112" "014" "01134" "01132" "0313"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "01112" "01134" "01134" "01112" "01112" "01112"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "01112" "01112" "01112" "01112" "01112" "01134"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "01134" "01112" "01112" "01113" "01134" "01112"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "014" "01134" "01112" "01134" "01132" "01112"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "01134" "0112" "0131" "01134" "01134" "01112"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "0313" "01134" "01132" "01112" "01112" "01112"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "01112" "01134" "01112" "01134" "01112" "01112"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "01112" "01112" "01134" "01112" "01112" "01112"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "01112" "01132" "01113" "01113" "01113" "01113"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "0133" "01111" "01113" "01113" "01111" "01111"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "01111" "01133" "01133" "01111" "01111" "01113"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "01111" "01113" "0313" "01113" "02212" "01131"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "01113" "0313" "01132" "01111" "0133" "01111"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "01113" "01111" "01111" "01113" "01113" "01113"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "01111" "01113" "01113" "01113" "01111" "01111"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "01113" "01111" "01111" "01113" "01131" "01133"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "01132" "01113" "01113" "01111" "01111" "01113"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "01113" "01113" "0313" "01113" "01113" "01113"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "01113" "01133" "01133" "01133" "01111" "01113"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "01113" "01133" "01133" "01113" "01113" "01133"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "01132" "01111" "01111" "01131" "01113" "01111"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "01113" "01111" "01133" "01111" "01131" "01111"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "01111" "01111" "01111" "01133" "0133" "01133"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "01113" "0133" "01111" "01113" "01113" "01113"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "01111" "01111" "01133" "01111" "01111" "01133"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "01111" "01133" "01111" "0131" "01111" "01132"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "01131" "01111" "0331" "01131" "01132" "0131"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "01131" "01132" "01131" "01111" "0133" "0133"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "01113" "01113" "01113" "01133" "01133" "01113"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "01113" "01113" "01113" "01133" "01131" "01133"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "01111" "01133" "01111" "01113" "0133" "01111"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "01131" "01111" "01113" "01111" "01111" "01111"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "01113" "0133" "01133" "01113" "01113" "01113"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "01113" "01132" "01113" "01132" "01111" "01111"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "01131" "01111" "01131" "0133" "01111" "0131"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "01133" "01113" "01113" "01111" "01111" "01111"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "01131" "01131" "01111" "01111" "01111" "01111"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "01111" "01111" "01111" "0112" "0112" "0112"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "0112" "0112" "0313" "0112" "0112" "0132"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "0132" "0132" "0112" "0132" "0132" "0132"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "0112" "0132" "0112" "0132" "0313" "0112"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "0112" "0132" "0112" "0112" "0112" "0112"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "0132" "0132" "0132" "0132" "0132" "0132"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "0132" "0132" "0132" "0112" "0132" "0132"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "0112" "0112" "0132" "0132" "0132" "0112"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "0112" "0112" "0112" "0112" "0112" "01113"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "0112" "0132" "0132" "0313" "0112" "0112"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "0112" "0112" "0112" "0132" "0112" "01132"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "0112" "0112" "0132" "0112" "014" "0112"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "0112" "0112" "0112" "0112" "012222" "0112"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "0112" "0112" "0132" "0112" "0112" "0132"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "014" "014" "0112" "0112" "0331" "0112"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "012211" "0132" "0112" "0112" "0112" "0112"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "0132" "0132" "014" "0112" "0112" "0112"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "0112" "014" "0112" "0112" "0112" "0112"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "0112" "0112" "0112" "01132" "0112" "0112"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "0132" "0112" "0112" "0112" "01113" "0112"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "0112" "0112" "0112" "0112" "01132" "0112"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "0112" "0112" "01132" "0112" "0112" "0112"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "0112" "0112" "0112" "0112" "0112" "0132"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "0112" "0322" "0132" "0112" "0112" "0132"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "0112" "0112" "0112" "0313" "0112" "0112"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "0112" "01132" "0112" "0112" "0112" "01111"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "01131" "0112" "01132" "0134" "0112" "01132"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "0112" "0112" "01132" "0112" "01131" "01131"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "014" "0112" "0112" "01132" "0112" "01113"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "0112" "0112" "0314" "0314" "0112" "014"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "0112" "0112" "01132" "01132" "0133" "0133"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "0112" "02321" "0133" "01132" "0112" "0133"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "0112" "0112" "0322" "0112" "0112" "01132"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "0112" "0112" "0133" "0133" "0133" "01132"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "0112" "0112" "0112" "0134" "0134" "01113"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "01111" "01131" "01111" "01113" "01131" "01111"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "01111" "0112" "01111" "01131" "01111" "01111"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "01131" "014" "01113" "01131" "01111" "01113"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "01112" "01111" "01131" "01111" "01113" "01131"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "01111" "01131" "01111" "0133" "01111" "01131"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "01131" "01113" "01111" "01131" "01111" "01131"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "01131" "01132" "01131" "01111" "0133" "0112"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "01111" "01132" "01111" "01131" "0134" "0112"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "01131" "01132" "01131" "0134" "0134" "01131"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "01131" "01111" "01131" "0112" "01111"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 541))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "02321" "02323" "02311" "02311" "02321" "02321"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "02321" "02321" "02321" "02321" "02323" "02311"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "02311" "02323" "02311" "02311" "02323" "02311"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "02132" "02323" "02323" "02221" "02321" "02323"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "02132" "02311" "02311" "02323" "02321" "02313"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "02131" "02321" "02321" "02221" "02311" "02321"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "02323" "02323" "02311" "02321" "02311" "02321"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "02321" "02221" "02321" "02221" "02221" "02311"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "02323" "02323" "0311" "02221" "0311" "02323"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "02311" "02323" "02121" "02312" "02311" "02312"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "02221" "02221" "02313" "02312" "02221" "02312"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "02313" "02313" "02323" "02323" "02321" "02221"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "02321" "02313" "02311" "02321" "02321" "02311"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "02321" "02323" "02321" "02321" "02221" "0311"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "02221" "02321" "02321" "02321" "02311" "02321"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "02321" "02311" "02321" "02314" "02311" "02221"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "02323" "02224" "02312" "02224" "02213" "02213"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "02312" "02212" "0134" "02213" "02213" "02213"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "02213" "02313" "02213" "02312" "02313" "02213"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "02224" "02212" "02323" "02213" "02314" "02212"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "02323" "02221" "02313" "02311" "02213" "02314"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "0312" "0134" "02312" "02224" "02221" "02224"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "02312" "02213" "02312" "02224" "02213" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "0134" "0311" "02212" "02221" "02224" "02224"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "02224" "02212" "02224" "02213" "02212" "02213"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "02312" "02213" "02213" "02224" "02224" "0311"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "0311" "0311" "02312" "02221" "02311" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "02313" "02313" "02313" "02312" "02312" "02312"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "02312" "02313" "02312" "02312" "02312" "02313"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "02213" "02313" "0241" "02312" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "02313" "02323" "02213" "02213" "02213" "02313"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "02224" "02224" "02224" "02224" "02224" "02213"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "02224" "02213" "0241" "02312" "0241" "02312"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "02224" "0134" "0134" "02323" "0311" "0134"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "0134" "0134" "0311" "0134" "0311" "0134"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "0134" "0311" "0311" "0311" "0134" "0311"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "02224" "02422" "0134" "02221" "0311" "0311"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "02221" "0311" "0311" "0311" "02221" "0311"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "0134" "02221" "02221" "02224" "02221" "02224"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "0134" "0311" "0311" "0311" "0134" "0324"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "0311" "02221" "0311" "0134" "0311" "0311"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "0311" "0313" "0311" "0134" "0311" "02221"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "0134" "0134" "0311" "0134" "02224" "0311"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "0331" "0134" "0311" "01132" "0311" "0311"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "0311" "0311" "0134" "0311" "0311" "0311"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "0311" "0134" "02323" "02221" "0311" "0311"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "0134" "0311" "0134" "0134" "0134" "02221"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "02221" "0311" "0311" "02221" "02323" "0322"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "02221" "02221" "02322" "02123" "02132" "02322"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "02123" "02132" "02222" "02132" "02322" "02322"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "02132" "02322" "02132" "02123" "02132" "02322"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "02132" "02132" "02222" "02314" "02132" "02123"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "02322" "0314" "02123" "02132" "02322" "02132"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "02123" "02314" "02123" "02132" "0314" "0314"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "02322" "02132" "02132" "02132" "02123" "02123"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "02123" "02123" "02123" "02222" "02322" "02132"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "02123" "02322" "0211" "02422" "02322" "02132"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "02222" "0313" "02222" "0314" "02123" "02123"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "02322" "02222" "02222" "02123" "02222" "02222"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "0314" "02322" "02132" "0312" "0131" "0131"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "0312" "0131" "02322" "0312" "02223" "02211"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "02223" "0314" "0314" "02222" "02222" "02222"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "0131" "0314" "02222" "0313" "02222" "0314"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "0314" "02222" "02322" "0312" "02222" "02132"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "02322" "02322" "02212" "0312" "0312" "02223"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "02222" "02223" "0312" "0241" "02223" "02222"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "0314" "02211" "0131" "0312" "0312" "0314"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "02223" "02222" "0314" "02223" "02223" "0312"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "0314" "0312" "0312" "0131" "0131" "02223"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "0131" "02223" "02212" "0314" "0312" "02322"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "02222" "02223" "0312" "0314" "02222" "0312"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "02223" "02222" "02211" "0312" "0314" "0312"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "02322" "0312" "02211" "02211" "0312" "02223"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "02322" "0241" "0314" "0312" "0313" "02222"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "0312" "0312" "0131" "02222" "0314" "0314"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "0241" "02223" "0312" "0312" "0131" "0312"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "0131" "0314" "0312" "0312" "02222" "0312"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "0312" "0312" "0131" "0131" "0312" "0131"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "02132" "02311" "02132" "0314" "02322" "02322"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "02314" "02222" "0314" "0131" "0131" "02314"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "02222" "02213" "02213" "02322" "0314" "02222"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "02213" "0314" "02222" "02222" "02213" "02222"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "02314" "0312" "02132" "02132" "02322" "02222"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "02222" "02322" "02322" "02123" "02222" "02211"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "02132" "02132" "02222" "02322" "02123" "02123"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "0314" "0313" "0314" "02322" "02123" "02223"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "0314" "02123" "0323" "02123" "0314" "0131"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "0313" "0312" "0312" "0131" "0332" "0131"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "0314" "0312" "0131" "0314" "0312" "0314"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "02223" "0131" "02222" "0312" "0312" "0314"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "0313" "02322" "0312" "02222" "0312" "02223"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "02224" "02211" "02211" "02223" "02313" "02132"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "02211" "02211" "02212" "02313" "02213" "02313"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "02211" "02212" "02211" "02314" "02314" "02212"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "02211" "02211" "02212" "02212" "02211" "0312"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "02213" "02223" "02314" "02314" "02212" "02213"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "02211" "02211" "02213" "02223" "02212" "0312"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "02211" "02211" "02211" "02223" "02211" "0312"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "02211" "02211" "02211" "0312" "02211" "02211"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "02211" "02211" "02211" "02211" "02211" "02212"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "02223" "02211" "0211" "02211" "02223" "02211"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "02211" "02314" "02211" "02211" "02314" "02314"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "02212" "02211" "0312" "02223" "02211" "02211"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "0241" "02211" "02223" "02314" "02211" "02223"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "02222" "02211" "02222" "02212" "02223" "02223"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "0312" "02223" "0312" "0131" "02222" "0312"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "02222" "0312" "0131" "0131" "02422" "0312"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "0312" "0131" "0312" "0312" "0312" "02211"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "02223" "02223" "0312" "0313" "0312" "0312"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "02211" "0312" "0131" "02213" "02212" "0131"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "0312" "02223" "02213" "02211" "0312" "0312"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "02212" "02223" "02223" "02211" "02211" "02211"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "02211" "02211" "02211" "02211" "02211" "02211"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "02211" "02212" "0322" "0322" "0331" "0323"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "0323" "0331" "0314" "0322" "0322" "0323"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "0322" "0321" "0322" "0323" "0322" "02132"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "0323" "0323" "0321" "0322" "0323" "0322"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "0323" "0324" "0324" "0323" "0322" "0324"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "02422" "0314" "02123" "0323" "0321" "0314"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "0323" "0322" "0322" "0322" "0323" "0322"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "0314" "0323" "0314" "0321" "02121" "0321"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "0321" "0323" "02123" "0321" "02123" "02123"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "02123" "02123" "0314" "0322" "02322" "0323"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "0314" "0323" "0321" "0322" "02123" "0314"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "0314" "02123" "0321" "0322" "0322" "02422"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "0322" "0321" "0322" "0323" "0322" "0322"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "0321" "0323" "0321" "0324" "0322" "0322"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "0321" "0322" "0321" "0322" "0322" "0321"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "0322" "0323" "0322" "0323" "0322" "0332"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "0322" "0324" "0322" "0322" "02422" "0321"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "0321" "0323" "0321" "0322" "0322" "0322"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "0321" "0321" "0322" "0323" "0322" "0321"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "02422" "0322" "0331" "0322" "0322" "02423"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "0331" "0323" "0322" "0324" "0324" "0322"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "0324" "02422" "0323" "0324" "02422" "0331"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "0322" "0323" "0322" "0323" "0324" "0323"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "0322" "0322" "0322" "0322" "0321" "0324"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "0321" "0324" "0321" "0322" "02121" "0321"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "0321" "0323" "0321" "0321" "0321" "0321"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "0322" "0324" "0324" "0324" "0322" "0321"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "0322" "0324" "0324" "0322" "0324" "0324"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "0322" "0323" "0331" "0321" "0322" "0321"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "0321" "0324" "0323" "0321" "0321" "0323"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "0322" "0331" "0322" "0321" "0321" "02121"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "0321" "0321" "0322" "0321" "0321" "0322"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "0322" "0321" "0322" "0321" "0321" "02422"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "02131" "02422" "02121" "02121" "02422" "02131"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "02131" "02131" "02422" "02123" "02133" "0241"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "02132" "02133" "0211" "02121" "02121" "02121"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "0323" "02121" "0323" "02122" "02121"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "02121" "02122" "02422" "02121" "02121" "02121"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "0323" "02122" "02121" "02121" "02121" "02122"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "02133" "0331" "02422" "0331" "02121" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "0323" "02422" "02121" "02121" "02121" "02422"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "02121" "02121" "02121" "02121" "02121" "02422"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "02121" "02121" "02121" "02121" "02121" "02121"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "02121" "0211" "02121" "02133" "02131"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "02121" "02133" "0211" "0211" "0211" "02122"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "02131" "02131" "0211" "02131" "0211" "02133"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "02131" "02131" "02121" "02131" "02131"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "02131" "02131" "02131" "02133" "02133" "02133"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "02133" "02131" "02131" "02133" "02122" "02133"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "02131" "02131" "02131" "02133" "02133" "02131"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "02131" "0211" "02131" "02131" "02133" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "02131" "02133" "02122" "02133" "02131" "02131"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "02131" "0211" "02122" "02121" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "02122" "02122" "02122" "02121" "02122" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "02122" "02121" "0323" "02121" "02122" "02121"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "02122" "02133" "02121" "02122" "02122" "02122"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "02122" "02121" "02122" "0321" "0321" "02122"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "02122" "02122" "02122" "02122" "02133" "02122"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "02122" "0321" "0321" "0324" "02131" "02122"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "02122" "02131" "02121" "02121" "02122" "02122"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "02122" "0321" "02133" "0321" "0321" "02131"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "02122" "02122" "0321" "02133" "02122" "0321"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "02122" "02122" "02133" "02122" "02122" "02122"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "02122" "02122" "0321" "02122" "02121" "0323"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "02122" "02122" "02122" "02122" "0324" "02121"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "02131" "02122" "02122" "0321" "0323" "02122"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "02121" "0321" "02121" "0323" "0211" "02121"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "02121" "0211" "0211" "02121" "02121" "02121"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "02121" "0323" "02423" "02121" "02121" "0323"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "0323" "02423" "02121" "02121" "02423" "0323"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "0323" "0323" "0332" "0323" "0323" "02423"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "02423" "02423" "02423" "0323" "0324" "0323"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "02423" "02423" "02423" "0323" "0323" "02422"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "0331" "0211" "02423" "0332" "02423" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "02423" "0331" "02422" "0211" "02423" "0323"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "02423" "02423" "0241" "02423" "02423" "0241"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "02423" "02423" "02423" "0241" "0332" "0332"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "02423" "0211" "02422" "0241" "0332" "02422"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "02423" "0241" "02423" "0332" "02423" "02423"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "0241" "0332" "02423" "02423" "02423" "02423"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "0332" "0241" "02423" "0241" "02421" "02421"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "02423" "02423" "02421" "02421" "0241" "02421"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "02423" "02421" "02421" "02421" "02421" "02421"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "02421" "0241" "0241" "02421" "02423" "0241"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "02421" "02421" "02423" "02421" "02423" "02421"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "0241" "02423" "0241" "02423" "02422" "02423"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "0241" "0241" "0241" "02421" "0323" "02423"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "0241" "0211" "0241" "0241" "0211" "02423"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "0241" "0241" "0241" "0241" "0241"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "0241" "0241" "0211" "0241" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "0241" "0211" "0241" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "0241" "0211" "0211" "0211" "0211" "0241"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "0241" "0211" "0211" "0241" "0241" "02422"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "0241" "0241" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "0241" "0241" "0241" "0241" "0241"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "0241" "0241" "0241" "0241" "0211" "0241"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "0241" "0241" "0241" "02422" "02423" "02422"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "02421" "0241" "0241" "02422" "0241" "0241"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "02314" "0241" "0241" "0211" "0241"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "02421" "0211" "0241" "02121" "0241" "0241"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "0241" "02422" "0211" "02422" "0241" "0241"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "0241" "0241" "0211" "0211" "0241" "0241"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "0241" "0241" "0241" "0241" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "02121" "0241" "0241" "0211" "0241" "0241"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "0241" "0241" "0211" "0241" "0241"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "02422" "0241" "0241" "0241" "0241" "0241"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "0241" "0241" "0241" "0211" "0211" "0241"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "0331" "0331" "0331" "0331" "0331"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "0331" "0331" "0323" "0331" "0323" "0331"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "0331" "0331" "0331" "0331" "0331" "0331"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "0331" "0331" "0331" "0331" "0331" "0331"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "0331" "0331" "0332" "0131" "0332" "0331"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "0331" "0323" "0331" "0331" "0331" "0331"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "0331" "0331" "0331" "0331" "0331" "0331"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "0331" "0331" "0331" "0331" "0314" "0131"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "0331" "0331" "0331" "0331" "0331" "0332"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "0332" "0332" "0332" "0332" "0331" "0331"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "0331" "0331" "0331" "0331" "0331" "0332"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "0131" "0331" "0332" "0322" "0331" "0332"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "0332" "0331" "0131" "0331" "0331" "0332"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "0331" "0331" "0332" "0241" "02422" "0332"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "0331" "0331" "02422" "0331" "0331" "0331"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "0331" "0131" "0331" "0332" "0331" "0331"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "0332" "0332" "02421" "0332" "0332" "0332"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "0332" "0331" "0332" "0332" "02422" "0323"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "0331" "0241" "0331" "0331" "0331" "0131"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "0332" "0331" "0332" "0332" "0331" "0332"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "0332" "0332" "0332" "02421" "0332" "0331"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "0332" "0332" "0331" "0332" "0331" "0332"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "0241" "0332" "0332" "0332" "0332" "02422"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "0241" "02422" "0241" "0331" "0131" "0332"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "0332" "0332" "0332" "0332" "0332" "0332"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "0332" "0332" "0332" "0331" "0332" "0332"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "0332" "02421" "0332" "0323" "0332" "02421"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "0332" "0332" "0332" "02422" "02422" "02422"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "0332" "0331" "0331" "0131" "0332" "02421"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "0332" "0332" "0332" "0332" "0332" "0332"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "02421" "02421" "0332" "0241" "02421" "0241"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "0241" "02421" "02213" "0323" "0332" "0332"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "0332" "0331" "0332" "0332" "0332" "0332"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "0332" "0332" "02421" "02421" "0332" "0332"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "0323" "0332" "0332" "02421" "0332" "0332"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "0332" "0332" "0332" "02421" "02421" "0332"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "02421" "02421" "0332" "02213" "0241" "0241"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "0241" "0241" "0241" "0332" "0332" "02421"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "02421" "0332" "02422" "02422" "0332" "02421"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "0332" "02421" "0241" "0241" "0332" "02421"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "02213" "0241" "02421" "0332" "0332" "0332"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "0332" "02421" "0241" "02421" "02212" "02421"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "02421" "0241" "02421" "0241" "0332" "0332"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "0241" "02421" "0332" "02421" "0332" "0241"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "0241" "02421" "02421" "0241" "0241" "0241"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "02421" "0241" "02421" "0241" "02421" "0241"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "02421" "02213" "0241" "0241" "02421" "0241"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "0241" "0241" "012222" "012222" "012222" "0112"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "012222" "012222" "012221" "01221" "012222" "012222"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "012221" "012222" "012221" "012221" "012221" "012221"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "012222" "01131" "012221" "012221" "01112" "0121"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "014" "012221" "0132" "012221" "012221" "014"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "02212" "012221" "012221" "012221" "014" "012221"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "0133" "014" "0112" "01221" "014" "014"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "0133" "012221" "014" "01221" "012221" "012221"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "012221" "01221" "01221" "01221" "01221" "02212"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "012222" "02322" "012222" "012221" "012222" "012222"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "0313" "012222" "0313" "012222" "012221" "0121"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "012221" "02212" "0121" "014" "0121" "0121"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "0324" "012221" "0121" "0121" "014" "0121"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "0121" "014" "0112" "014" "014" "012221"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "0121" "012221" "0121" "01221" "0121" "0121"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "0121" "0121" "012221" "0121" "0121" "0121"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "012221" "01221" "01221" "012221" "0121" "012221"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "012221" "012221" "012222" "012221" "012221" "012221"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "012221" "012221" "012222" "012221" "012221" "012221"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "012221" "012221" "012221" "0241" "02212" "012221"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "012221" "012221" "012221" "012221" "012221" "01221"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "0324" "012221" "012222" "012221" "012221" "012221"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "012221" "012221" "012221" "014" "014" "014"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "014" "012222" "0121" "0121" "014" "012222"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "014" "012222" "012222" "012222" "012222" "0313"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "0121" "014" "014" "012222" "014" "0121"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "012222" "0121" "0121" "0324" "012222" "012222"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "014" "014" "0121" "014" "01221" "014"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "014" "014" "012222" "0121" "0121" "0121"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "0121" "0121" "014" "014" "014" "0121"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "0121" "0121" "0121" "014" "0121" "0121"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "0313" "02212" "0121" "0121" "014" "0121"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "0121" "0121" "014" "014" "014" "0121"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "0121" "0121" "014" "01221" "0121" "0121"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "0121" "01221" "012222" "014" "012222" "01221"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "0121" "01221" "0121" "0121" "0121" "0121"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "01221" "0121" "01221" "0121" "0121" "0121"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "0121" "0121" "0121" "01221" "0121" "0121"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "01221" "01221" "01221" "0121" "01221" "0121"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "0121" "01221" "01221" "02212" "01221" "0121"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "01221" "01221" "01221" "01221" "01221" "0121"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "0121" "01221" "01221" "0121" "01221" "01221"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "0121" "01221" "01221" "01221" "01221" "0121"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "01221" "0121" "0121" "0121" "0121" "0121"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "01221" "01221" "0121" "01221" "0121" "02212"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "014" "01221" "014" "0332" "014" "014"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "01221" "0121" "0121" "01221" "0121" "01221"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "0121" "0121" "0121" "0121" "0121" "014"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "01221" "01221" "01221" "0121" "0121" "0121"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "0121" "0313" "0121" "0121" "0121" "01221"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "01221" "01221" "0121" "01221" "0313" "0121"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "01221" "0121" "0121" "0121" "0121" "0121"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "012222" "02212" "01221" "0121" "0121" "0121"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "0121" "014" "0121" "0121" "0121" "02212"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "0121" "0121" "0121" "0121" "0121" "0121"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "0121" "0121" "014" "0121" "0121" "0121"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "0121" "014" "014" "014" "0121" "0121"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "014" "0121" "014" "0121" "0313" "014"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "014" "0121" "0121" "0121" "014" "014"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "014" "014" "0121" "014" "014" "0313"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "014" "014" "014" "014" "014" "014"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "014" "014" "014" "014" "014" "014"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "014" "014" "014" "014" "0313" "0131"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "014" "0121" "014" "014" "014" "014"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "014" "014" "0121" "014" "014" "014"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "014" "014" "014" "0121" "014" "0121"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "014" "0121" "014" "014" "0121" "014"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "02212" "014" "014" "0121" "0133" "0133"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "01221" "014" "014" "0121" "02212" "014"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "02212" "0121" "014" "0121" "014" "0121"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "014" "014" "0121" "014" "014" "014"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "0121" "0121" "014" "014" "014" "0121"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "0121" "01221" "014" "014" "014" "014"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "014" "0313" "0332" "014" "014" "014"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "014" "014" "0121" "014" "014" "0313"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "014" "014" "014" "014" "014" "0313"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "014" "014" "014" "0121" "014" "014"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "014" "0121" "0121" "014" "012222" "014"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "0121" "014" "014" "014" "0121" "014"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "014" "0121" "0121" "0121" "014" "014"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "0121" "02212" "01221" "0121" "0121" "014"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "014" "01221" "0121" "0121" "0121" "0121"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "014" "0121" "01221" "014" "01221" "014"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "0133" "01221" "01221" "014" "014" "014"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "014" "014" "0133" "014" "014" "014"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "014" "014" "0121" "014" "014" "014"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "014" "014" "014" "014" "014" "014"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "014" "014" "014" "014" "0131" "0121"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "014" "014" "014" "014" "014" "014"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "0112" "014" "014" "014" "014" "014"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "014" "014" "0131" "014" "014" "014"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "0121" "014" "014" "0313" "014" "014"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "014" "014" "0131" "01221" "014" "014"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "014" "014" "014" "0131" "014" "014"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "0131" "014" "014" "014" "0131" "0313"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "014" "014" "014" "014" "0121" "014"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "014" "0121" "014" "0133" "014" "0131"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "02212" "014" "014" "014" "014" "014"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "014" "014" "014" "014" "014" "014"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "014" "014" "014" "014" "014" "014"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "0121" "014" "014" "014" "014" "0332"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "014" "014" "014" "014" "014" "014"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "0324" "0121" "014" "014" "0112" "014"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "014" "0313" "014" "0121" "014" "014"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "0121" "014" "014" "0121" "01111" "0121"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "0121" "014" "0121" "014" "014" "0121"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "014" "014" "014" "014" "014" "0112"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "014" "014" "0121" "014" "014" "01131"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "0121" "014" "01111" "014" "014" "014"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "014" "014" "0331" "014" "014" "014"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "014" "012222" "014" "014" "014" "0121"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "012222" "014" "014" "012222" "0121" "0313"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "012222" "014" "014" "0121" "0313" "012222"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "014" "014" "0121" "012222" "014" "012222"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "0121" "014" "0121" "014" "0121" "014"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "014" "0121" "0121" "014" "0313" "014"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "0121" "0121" "01221" "0121" "0324" "0332"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "0121" "0121" "01221" "0121" "0121" "0121"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "0121" "014" "014" "02212" "014" "0121"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "0324" "0324" "014" "0121" "0121" "0121"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "0121" "01221" "0121" "0121" "014" "014"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "0121" "0121" "0121" "0121" "0121" "0121"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "0121" "0121" "0121" "0121" "01221" "0121"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "0121" "0121" "0121" "0121" "0121" "0121"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "01221" "0121" "01221" "0121" "01221" "02212"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "01221" "0313" "01221" "01221" "0121" "0121"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "0121" "0121" "0121" "0121" "01221" "01221"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "0121" "01221" "0121" "01221" "0121" "0121"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "01221" "0121" "0121" "01221" "0121" "0121"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "0121" "0121" "0121" "014" "01221" "01221"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "01221" "0121" "0121" "01221" "01221" "01221"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "01221" "01221" "0121" "01221" "01221" "0121"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "01221" "0121" "0121" "01221" "0121" "0121"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "0121" "0121" "0121" "0121" "01221" "01221"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "01221" "01221" "0121" "0121" "01221" "0121"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "0121" "0121" "0121" "01221" "01221" "01221"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "0121" "0121" "0121" "0121" "014" "0313"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "01112" "01134" "01134" "01134" "01134" "01112"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "01134" "01113" "01113" "01112" "01112" "01134"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "01112" "0112" "01112" "01131" "01134" "0112"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "01112" "01112" "01112" "01112" "0133" "01134"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "01112" "01112" "01112" "01134" "01112" "01112"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "01112" "01112" "01112" "0112" "01112" "01112"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "01134" "01112" "01112" "01134" "01112" "01112"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "01112" "01112" "014" "01134" "01132" "0313"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "01112" "01134" "01134" "01112" "01112" "01112"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "01112" "01112" "01112" "01112" "01112" "01134"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "01134" "01112" "01112" "01113" "01134" "01112"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "014" "01134" "01112" "01134" "01132" "01112"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "01134" "0112" "0131" "01134" "01134" "01112"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "0313" "01134" "01132" "01112" "01112" "01112"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "01112" "01134" "01112" "01134" "01112" "01112"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "01112" "01112" "01134" "01112" "01112" "01112"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "01112" "01132" "01113" "01113" "01113" "01113"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "0133" "01111" "01113" "01113" "01111" "01111"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "01111" "01133" "01133" "01111" "01111" "01113"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "01111" "01113" "0313" "01113" "02212" "01131"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "01113" "0313" "01132" "01111" "0133" "01111"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "01113" "01111" "01111" "01113" "01113" "01113"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "01111" "01113" "01113" "01113" "01111" "01111"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "01113" "01111" "01111" "01113" "01131" "01133"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "01132" "01113" "01113" "01111" "01111" "01113"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "01113" "01113" "0313" "01113" "01113" "01113"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "01113" "01133" "01133" "01133" "01111" "01113"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "01113" "01133" "01133" "01113" "01113" "01133"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "01132" "01111" "01111" "01131" "01113" "01111"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "01113" "01111" "01133" "01111" "01131" "01111"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "01111" "01111" "01111" "01133" "0133" "01133"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "01113" "0133" "01111" "01113" "01113" "01113"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "01111" "01111" "01133" "01111" "01111" "01133"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "01111" "01133" "01111" "0131" "01111" "01132"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "01131" "01111" "0331" "01131" "01132" "0131"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "01131" "01132" "01131" "01111" "0133" "0133"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "01113" "01113" "01113" "01133" "01133" "01113"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "01113" "01113" "01113" "01133" "01131" "01133"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "01111" "01133" "01111" "01113" "0133" "01111"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "01131" "01111" "01113" "01111" "01111" "01111"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "01113" "0133" "01133" "01113" "01113" "01113"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "01113" "01132" "01113" "01132" "01111" "01111"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "01131" "01111" "01131" "0133" "01111" "0131"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "01133" "01113" "01113" "01111" "01111" "01111"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "01131" "01131" "01111" "01111" "01111" "01111"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "01111" "01111" "01111" "0112" "0112" "0112"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "0112" "0112" "0313" "0112" "0112" "0132"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "0132" "0132" "0112" "0132" "0132" "0132"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "0112" "0132" "0112" "0132" "0313" "0112"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "0112" "0132" "0112" "0112" "0112" "0112"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "0132" "0132" "0132" "0132" "0132" "0132"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "0132" "0132" "0132" "0112" "0132" "0132"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "0112" "0112" "0132" "0132" "0132" "0112"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "0112" "0112" "0112" "0112" "0112" "01113"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "0112" "0132" "0132" "0313" "0112" "0112"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "0112" "0112" "0112" "0132" "0112" "01132"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "0112" "0112" "0132" "0112" "014" "0112"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "0112" "0112" "0112" "0112" "012222" "0112"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "0112" "0112" "0132" "0112" "0112" "0132"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "014" "014" "0112" "0112" "0331" "0112"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "01221" "0132" "0112" "0112" "0112" "0112"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "0132" "0132" "014" "0112" "0112" "0112"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "0112" "014" "0112" "0112" "0112" "0112"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "0112" "0112" "0112" "01132" "0112" "0112"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "0132" "0112" "0112" "0112" "01113" "0112"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "0112" "0112" "0112" "0112" "01132" "0112"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "0112" "0112" "01132" "0112" "0112" "0112"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "0112" "0112" "0112" "0112" "0112" "0132"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "0112" "0322" "0132" "0112" "0112" "0132"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "0112" "0112" "0112" "0313" "0112" "0112"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "0112" "01132" "0112" "0112" "0112" "01111"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "01131" "0112" "01132" "0134" "0112" "01132"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "0112" "0112" "01132" "0112" "01131" "01131"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "014" "0112" "0112" "01132" "0112" "01113"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "0112" "0112" "0314" "0314" "0112" "014"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "0112" "0112" "01132" "01132" "0133" "0133"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "0112" "02321" "0133" "01132" "0112" "0133"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "0112" "0112" "0322" "0112" "0112" "01132"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "0112" "0112" "0133" "0133" "0133" "01132"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "0112" "0112" "0112" "0134" "0134" "01113"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "01111" "01131" "01111" "01113" "01131" "01111"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "01111" "0112" "01111" "01131" "01111" "01111"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "01131" "014" "01113" "01131" "01111" "01113"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "01112" "01111" "01131" "01111" "01113" "01131"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "01111" "01131" "01111" "0133" "01111" "01131"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "01131" "01113" "01111" "01131" "01111" "01131"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "01131" "01132" "01131" "01111" "0133" "0112"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "01111" "01132" "01111" "01131" "0134" "0112"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "01131" "01132" "01131" "0134" "0134" "01131"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "01131" "01111" "01131" "0112" "01111"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 641))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "02321" "02323" "02311" "02311" "02321" "02321"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "02321" "02321" "02321" "02321" "02323" "02311"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "02311" "02323" "02311" "02311" "02323" "02311"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "02132" "02323" "02323" "02221" "02321" "02323"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "02132" "02311" "02311" "02323" "02321" "02313"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "02131" "02321" "02321" "02221" "02311" "02321"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "02323" "02323" "02311" "02321" "02311" "02321"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "02321" "02221" "02321" "02221" "02221" "02311"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "02323" "02323" "0311" "02221" "0311" "02323"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "02311" "02323" "02121" "02312" "02311" "02312"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "02221" "02221" "02313" "02312" "02221" "02312"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "02313" "02313" "02323" "02323" "02321" "02221"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "02321" "02313" "02311" "02321" "02321" "02311"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "02321" "02323" "02321" "02321" "02221" "0311"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "02221" "02321" "02321" "02321" "02311" "02321"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "02321" "02311" "02321" "02314" "02311" "02221"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "02323" "02224" "02312" "02224" "02213" "02213"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "02312" "02212" "0134" "02213" "02213" "02213"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "02213" "02313" "02213" "02312" "02313" "02213"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "02224" "02212" "02323" "02213" "02314" "02212"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "02323" "02221" "02313" "02311" "02213" "02314"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "0312" "0134" "02312" "02224" "02221" "02224"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "02312" "02213" "02312" "02224" "02213" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "0134" "0311" "02212" "02221" "02224" "02224"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "02224" "02212" "02224" "02213" "02212" "02213"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "02312" "02213" "02213" "02224" "02224" "0311"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "0311" "0311" "02312" "02221" "02311" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "02313" "02313" "02313" "02312" "02312" "02312"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "02312" "02313" "02312" "02312" "02312" "02313"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "02213" "02313" "0241" "02312" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "02313" "02323" "02213" "02213" "02213" "02313"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "02224" "02224" "02224" "02224" "02224" "02213"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "02224" "02213" "0241" "02312" "0241" "02312"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "02224" "0134" "0134" "02323" "0311" "0134"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "0134" "0134" "0311" "0134" "0311" "0134"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "0134" "0311" "0311" "0311" "0134" "0311"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "02224" "02422" "0134" "02221" "0311" "0311"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "02221" "0311" "0311" "0311" "02221" "0311"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "0134" "02221" "02221" "02224" "02221" "02224"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "0134" "0311" "0311" "0311" "0134" "0324"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "0311" "02221" "0311" "0134" "0311" "0311"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "0311" "0313" "0311" "0134" "0311" "02221"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "0134" "0134" "0311" "0134" "02224" "0311"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "033" "0134" "0311" "01132" "0311" "0311"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "0311" "0311" "0134" "0311" "0311" "0311"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "0311" "0134" "02323" "02221" "0311" "0311"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "0134" "0311" "0134" "0134" "0134" "02221"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "02221" "0311" "0311" "02221" "02323" "0322"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "02221" "02221" "02322" "02123" "02132" "02322"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "02123" "02132" "02222" "02132" "02322" "02322"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "02132" "02322" "02132" "02123" "02132" "02322"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "02132" "02132" "02222" "02314" "02132" "02123"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "02322" "0314" "02123" "02132" "02322" "02132"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "02123" "02314" "02123" "02132" "0314" "0314"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "02322" "02132" "02132" "02132" "02123" "02123"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "02123" "02123" "02123" "02222" "02322" "02132"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "02123" "02322" "0211" "02422" "02322" "02132"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "02222" "0313" "02222" "0314" "02123" "02123"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "02322" "02222" "02222" "02123" "02222" "02222"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "0314" "02322" "02132" "0312" "0131" "0131"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "0312" "0131" "02322" "0312" "02223" "02211"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "02223" "0314" "0314" "02222" "02222" "02222"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "0131" "0314" "02222" "0313" "02222" "0314"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "0314" "02222" "02322" "0312" "02222" "02132"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "02322" "02322" "02212" "0312" "0312" "02223"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "02222" "02223" "0312" "0241" "02223" "02222"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "0314" "02211" "0131" "0312" "0312" "0314"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "02223" "02222" "0314" "02223" "02223" "0312"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "0314" "0312" "0312" "0131" "0131" "02223"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "0131" "02223" "02212" "0314" "0312" "02322"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "02222" "02223" "0312" "0314" "02222" "0312"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "02223" "02222" "02211" "0312" "0314" "0312"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "02322" "0312" "02211" "02211" "0312" "02223"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "02322" "0241" "0314" "0312" "0313" "02222"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "0312" "0312" "0131" "02222" "0314" "0314"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "0241" "02223" "0312" "0312" "0131" "0312"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "0131" "0314" "0312" "0312" "02222" "0312"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "0312" "0312" "0131" "0131" "0312" "0131"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "02132" "02311" "02132" "0314" "02322" "02322"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "02314" "02222" "0314" "0131" "0131" "02314"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "02222" "02213" "02213" "02322" "0314" "02222"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "02213" "0314" "02222" "02222" "02213" "02222"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "02314" "0312" "02132" "02132" "02322" "02222"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "02222" "02322" "02322" "02123" "02222" "02211"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "02132" "02132" "02222" "02322" "02123" "02123"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "0314" "0313" "0314" "02322" "02123" "02223"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "0314" "02123" "0323" "02123" "0314" "0131"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "0313" "0312" "0312" "0131" "033" "0131"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "0314" "0312" "0131" "0314" "0312" "0314"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "02223" "0131" "02222" "0312" "0312" "0314"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "0313" "02322" "0312" "02222" "0312" "02223"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "02224" "02211" "02211" "02223" "02313" "02132"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "02211" "02211" "02212" "02313" "02213" "02313"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "02211" "02212" "02211" "02314" "02314" "02212"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "02211" "02211" "02212" "02212" "02211" "0312"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "02213" "02223" "02314" "02314" "02212" "02213"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "02211" "02211" "02213" "02223" "02212" "0312"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "02211" "02211" "02211" "02223" "02211" "0312"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "02211" "02211" "02211" "0312" "02211" "02211"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "02211" "02211" "02211" "02211" "02211" "02212"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "02223" "02211" "0211" "02211" "02223" "02211"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "02211" "02314" "02211" "02211" "02314" "02314"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "02212" "02211" "0312" "02223" "02211" "02211"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "0241" "02211" "02223" "02314" "02211" "02223"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "02222" "02211" "02222" "02212" "02223" "02223"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "0312" "02223" "0312" "0131" "02222" "0312"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "02222" "0312" "0131" "0131" "02422" "0312"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "0312" "0131" "0312" "0312" "0312" "02211"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "02223" "02223" "0312" "0313" "0312" "0312"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "02211" "0312" "0131" "02213" "02212" "0131"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "0312" "02223" "02213" "02211" "0312" "0312"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "02212" "02223" "02223" "02211" "02211" "02211"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "02211" "02211" "02211" "02211" "02211" "02211"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "02211" "02212" "0322" "0322" "033" "0323"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "0323" "033" "0314" "0322" "0322" "0323"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "0322" "0321" "0322" "0323" "0322" "02132"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "0323" "0323" "0321" "0322" "0323" "0322"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "0323" "0324" "0324" "0323" "0322" "0324"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "02422" "0314" "02123" "0323" "0321" "0314"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "0323" "0322" "0322" "0322" "0323" "0322"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "0314" "0323" "0314" "0321" "02121" "0321"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "0321" "0323" "02123" "0321" "02123" "02123"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "02123" "02123" "0314" "0322" "02322" "0323"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "0314" "0323" "0321" "0322" "02123" "0314"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "0314" "02123" "0321" "0322" "0322" "02422"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "0322" "0321" "0322" "0323" "0322" "0322"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "0321" "0323" "0321" "0324" "0322" "0322"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "0321" "0322" "0321" "0322" "0322" "0321"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "0322" "0323" "0322" "0323" "0322" "033"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "0322" "0324" "0322" "0322" "02422" "0321"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "0321" "0323" "0321" "0322" "0322" "0322"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "0321" "0321" "0322" "0323" "0322" "0321"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "02422" "0322" "033" "0322" "0322" "02423"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "033" "0323" "0322" "0324" "0324" "0322"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "0324" "02422" "0323" "0324" "02422" "033"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "0322" "0323" "0322" "0323" "0324" "0323"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "0322" "0322" "0322" "0322" "0321" "0324"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "0321" "0324" "0321" "0322" "02121" "0321"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "0321" "0323" "0321" "0321" "0321" "0321"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "0322" "0324" "0324" "0324" "0322" "0321"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "0322" "0324" "0324" "0322" "0324" "0324"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "0322" "0323" "033" "0321" "0322" "0321"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "0321" "0324" "0323" "0321" "0321" "0323"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "0322" "033" "0322" "0321" "0321" "02121"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "0321" "0321" "0322" "0321" "0321" "0322"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "0322" "0321" "0322" "0321" "0321" "02422"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "02131" "02422" "02121" "02121" "02422" "02131"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "02131" "02131" "02422" "02123" "02133" "0241"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "02132" "02133" "0211" "02121" "02121" "02121"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "0323" "02121" "0323" "02122" "02121"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "02121" "02122" "02422" "02121" "02121" "02121"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "0323" "02122" "02121" "02121" "02121" "02122"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "02133" "033" "02422" "033" "02121" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "0323" "02422" "02121" "02121" "02121" "02422"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "02121" "02121" "02121" "02121" "02121" "02422"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "02121" "02121" "02121" "02121" "02121" "02121"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "02121" "0211" "02121" "02133" "02131"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "02121" "02133" "0211" "0211" "0211" "02122"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "02131" "02131" "0211" "02131" "0211" "02133"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "02131" "02131" "02121" "02131" "02131"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "02131" "02131" "02131" "02133" "02133" "02133"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "02133" "02131" "02131" "02133" "02122" "02133"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "02131" "02131" "02131" "02133" "02133" "02131"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "02131" "0211" "02131" "02131" "02133" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "02131" "02133" "02122" "02133" "02131" "02131"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "02131" "0211" "02122" "02121" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "02122" "02122" "02122" "02121" "02122" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "02122" "02121" "0323" "02121" "02122" "02121"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "02122" "02133" "02121" "02122" "02122" "02122"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "02122" "02121" "02122" "0321" "0321" "02122"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "02122" "02122" "02122" "02122" "02133" "02122"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "02122" "0321" "0321" "0324" "02131" "02122"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "02122" "02131" "02121" "02121" "02122" "02122"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "02122" "0321" "02133" "0321" "0321" "02131"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "02122" "02122" "0321" "02133" "02122" "0321"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "02122" "02122" "02133" "02122" "02122" "02122"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "02122" "02122" "0321" "02122" "02121" "0323"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "02122" "02122" "02122" "02122" "0324" "02121"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "02131" "02122" "02122" "0321" "0323" "02122"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "02121" "0321" "02121" "0323" "0211" "02121"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "02121" "0211" "0211" "02121" "02121" "02121"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "02121" "0323" "02423" "02121" "02121" "0323"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "0323" "02423" "02121" "02121" "02423" "0323"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "0323" "0323" "033" "0323" "0323" "02423"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "02423" "02423" "02423" "0323" "0324" "0323"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "02423" "02423" "02423" "0323" "0323" "02422"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "033" "0211" "02423" "033" "02423" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "02423" "033" "02422" "0211" "02423" "0323"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "02423" "02423" "0241" "02423" "02423" "0241"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "02423" "02423" "02423" "0241" "033" "033"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "02423" "0211" "02422" "0241" "033" "02422"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "02423" "0241" "02423" "033" "02423" "02423"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "0241" "033" "02423" "02423" "02423" "02423"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "033" "0241" "02423" "0241" "02421" "02421"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "02423" "02423" "02421" "02421" "0241" "02421"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "02423" "02421" "02421" "02421" "02421" "02421"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "02421" "0241" "0241" "02421" "02423" "0241"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "02421" "02421" "02423" "02421" "02423" "02421"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "0241" "02423" "0241" "02423" "02422" "02423"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "0241" "0241" "0241" "02421" "0323" "02423"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "0241" "0211" "0241" "0241" "0211" "02423"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "0241" "0241" "0241" "0241" "0241"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "0241" "0241" "0211" "0241" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "0241" "0211" "0241" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "0241" "0211" "0211" "0211" "0211" "0241"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "0241" "0211" "0211" "0241" "0241" "02422"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "0241" "0241" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "0241" "0241" "0241" "0241" "0241"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "0241" "0241" "0241" "0241" "0211" "0241"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "0241" "0241" "0241" "02422" "02423" "02422"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "02421" "0241" "0241" "02422" "0241" "0241"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "02314" "0241" "0241" "0211" "0241"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "02421" "0211" "0241" "02121" "0241" "0241"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "0241" "02422" "0211" "02422" "0241" "0241"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "0241" "0241" "0211" "0211" "0241" "0241"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "0241" "0241" "0241" "0241" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "02121" "0241" "0241" "0211" "0241" "0241"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "0241" "0241" "0211" "0241" "0241"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "02422" "0241" "0241" "0241" "0241" "0241"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "0241" "0241" "0241" "0211" "0211" "0241"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "033" "033" "033" "033" "033"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "033" "033" "0323" "033" "0323" "033"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "033" "033" "033" "033" "033" "033"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "033" "033" "033" "033" "033" "033"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "033" "033" "033" "0131" "033" "033"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "033" "0323" "033" "033" "033" "033"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "033" "033" "033" "033" "033" "033"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "033" "033" "033" "033" "0314" "0131"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "033" "033" "033" "033" "033" "033"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "033" "033" "033" "033" "033" "033"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "033" "033" "033" "033" "033" "033"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "0131" "033" "033" "0322" "033" "033"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "033" "033" "0131" "033" "033" "033"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "033" "033" "033" "0241" "02422" "033"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "033" "033" "02422" "033" "033" "033"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "033" "0131" "033" "033" "033" "033"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "033" "033" "02421" "033" "033" "033"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "033" "033" "033" "033" "02422" "0323"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "033" "0241" "033" "033" "033" "0131"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "033" "033" "033" "033" "033" "033"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "033" "033" "033" "02421" "033" "033"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "033" "033" "033" "033" "033" "033"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "0241" "033" "033" "033" "033" "02422"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "0241" "02422" "0241" "033" "0131" "033"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "033" "033" "033" "033" "033" "033"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "033" "02421" "033" "0323" "033" "02421"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "033" "033" "033" "02422" "02422" "02422"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "033" "033" "033" "0131" "033" "02421"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "02421" "02421" "033" "0241" "02421" "0241"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "0241" "02421" "02213" "0323" "033" "033"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "033" "033" "033" "033" "033" "033"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "033" "033" "02421" "02421" "033" "033"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "0323" "033" "033" "02421" "033" "033"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "033" "033" "033" "02421" "02421" "033"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "02421" "02421" "033" "02213" "0241" "0241"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "0241" "0241" "0241" "033" "033" "02421"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "02421" "033" "02422" "02422" "033" "02421"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "033" "02421" "0241" "0241" "033" "02421"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "02213" "0241" "02421" "033" "033" "033"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "033" "02421" "0241" "02421" "02212" "02421"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "02421" "0241" "02421" "0241" "033" "033"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "0241" "02421" "033" "02421" "033" "0241"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "0241" "02421" "02421" "0241" "0241" "0241"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "02421" "0241" "02421" "0241" "02421" "0241"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "02421" "02213" "0241" "0241" "02421" "0241"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "0241" "0241" "012222" "012222" "012222" "0112"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "012222" "012222" "012221" "01221" "012222" "012222"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "012221" "012222" "012221" "012221" "012221" "012221"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "012222" "01131" "012221" "012221" "01112" "0121"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "014" "012221" "0132" "012221" "012221" "014"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "02212" "012221" "012221" "012221" "014" "012221"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "0133" "014" "0112" "01221" "014" "014"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "0133" "012221" "014" "01221" "012221" "012221"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "012221" "01221" "01221" "01221" "01221" "02212"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "012222" "02322" "012222" "012221" "012222" "012222"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "0313" "012222" "0313" "012222" "012221" "0121"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "012221" "02212" "0121" "014" "0121" "0121"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "0324" "012221" "0121" "0121" "014" "0121"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "0121" "014" "0112" "014" "014" "012221"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "0121" "012221" "0121" "01221" "0121" "0121"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "0121" "0121" "012221" "0121" "0121" "0121"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "012221" "01221" "01221" "012221" "0121" "012221"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "012221" "012221" "012222" "012221" "012221" "012221"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "012221" "012221" "012222" "012221" "012221" "012221"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "012221" "012221" "012221" "0241" "02212" "012221"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "012221" "012221" "012221" "012221" "012221" "01221"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "0324" "012221" "012222" "012221" "012221" "012221"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "012221" "012221" "012221" "014" "014" "014"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "014" "012222" "0121" "0121" "014" "012222"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "014" "012222" "012222" "012222" "012222" "0313"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "0121" "014" "014" "012222" "014" "0121"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "012222" "0121" "0121" "0324" "012222" "012222"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "014" "014" "0121" "014" "01221" "014"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "014" "014" "012222" "0121" "0121" "0121"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "0121" "0121" "014" "014" "014" "0121"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "0121" "0121" "0121" "014" "0121" "0121"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "0313" "02212" "0121" "0121" "014" "0121"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "0121" "0121" "014" "014" "014" "0121"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "0121" "0121" "014" "01221" "0121" "0121"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "0121" "01221" "012222" "014" "012222" "01221"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "0121" "01221" "0121" "0121" "0121" "0121"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "01221" "0121" "01221" "0121" "0121" "0121"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "0121" "0121" "0121" "01221" "0121" "0121"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "01221" "01221" "01221" "0121" "01221" "0121"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "0121" "01221" "01221" "02212" "01221" "0121"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "01221" "01221" "01221" "01221" "01221" "0121"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "0121" "01221" "01221" "0121" "01221" "01221"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "0121" "01221" "01221" "01221" "01221" "0121"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "01221" "0121" "0121" "0121" "0121" "0121"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "01221" "01221" "0121" "01221" "0121" "02212"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "014" "01221" "014" "033" "014" "014"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "01221" "0121" "0121" "01221" "0121" "01221"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "0121" "0121" "0121" "0121" "0121" "014"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "01221" "01221" "01221" "0121" "0121" "0121"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "0121" "0313" "0121" "0121" "0121" "01221"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "01221" "01221" "0121" "01221" "0313" "0121"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "01221" "0121" "0121" "0121" "0121" "0121"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "012222" "02212" "01221" "0121" "0121" "0121"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "0121" "014" "0121" "0121" "0121" "02212"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "0121" "0121" "0121" "0121" "0121" "0121"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "0121" "0121" "014" "0121" "0121" "0121"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "0121" "014" "014" "014" "0121" "0121"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "014" "0121" "014" "0121" "0313" "014"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "014" "0121" "0121" "0121" "014" "014"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "014" "014" "0121" "014" "014" "0313"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "014" "014" "014" "014" "014" "014"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "014" "014" "014" "014" "014" "014"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "014" "014" "014" "014" "0313" "0131"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "014" "0121" "014" "014" "014" "014"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "014" "014" "0121" "014" "014" "014"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "014" "014" "014" "0121" "014" "0121"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "014" "0121" "014" "014" "0121" "014"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "02212" "014" "014" "0121" "0133" "0133"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "01221" "014" "014" "0121" "02212" "014"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "02212" "0121" "014" "0121" "014" "0121"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "014" "014" "0121" "014" "014" "014"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "0121" "0121" "014" "014" "014" "0121"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "0121" "01221" "014" "014" "014" "014"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "014" "0313" "033" "014" "014" "014"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "014" "014" "0121" "014" "014" "0313"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "014" "014" "014" "014" "014" "0313"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "014" "014" "014" "0121" "014" "014"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "014" "0121" "0121" "014" "012222" "014"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "0121" "014" "014" "014" "0121" "014"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "014" "0121" "0121" "0121" "014" "014"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "0121" "02212" "01221" "0121" "0121" "014"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "014" "01221" "0121" "0121" "0121" "0121"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "014" "0121" "01221" "014" "01221" "014"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "0133" "01221" "01221" "014" "014" "014"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "014" "014" "0133" "014" "014" "014"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "014" "014" "0121" "014" "014" "014"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "014" "014" "014" "014" "014" "014"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "014" "014" "014" "014" "0131" "0121"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "014" "014" "014" "014" "014" "014"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "0112" "014" "014" "014" "014" "014"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "014" "014" "0131" "014" "014" "014"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "0121" "014" "014" "0313" "014" "014"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "014" "014" "0131" "01221" "014" "014"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "014" "014" "014" "0131" "014" "014"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "0131" "014" "014" "014" "0131" "0313"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "014" "014" "014" "014" "0121" "014"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "014" "0121" "014" "0133" "014" "0131"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "02212" "014" "014" "014" "014" "014"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "014" "014" "014" "014" "014" "014"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "014" "014" "014" "014" "014" "014"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "0121" "014" "014" "014" "014" "033"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "014" "014" "014" "014" "014" "014"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "0324" "0121" "014" "014" "0112" "014"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "014" "0313" "014" "0121" "014" "014"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "0121" "014" "014" "0121" "01111" "0121"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "0121" "014" "0121" "014" "014" "0121"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "014" "014" "014" "014" "014" "0112"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "014" "014" "0121" "014" "014" "01131"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "0121" "014" "01111" "014" "014" "014"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "014" "014" "033" "014" "014" "014"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "014" "012222" "014" "014" "014" "0121"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "012222" "014" "014" "012222" "0121" "0313"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "012222" "014" "014" "0121" "0313" "012222"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "014" "014" "0121" "012222" "014" "012222"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "0121" "014" "0121" "014" "0121" "014"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "014" "0121" "0121" "014" "0313" "014"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "0121" "0121" "01221" "0121" "0324" "033"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "0121" "0121" "01221" "0121" "0121" "0121"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "0121" "014" "014" "02212" "014" "0121"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "0324" "0324" "014" "0121" "0121" "0121"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "0121" "01221" "0121" "0121" "014" "014"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "0121" "0121" "0121" "0121" "0121" "0121"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "0121" "0121" "0121" "0121" "01221" "0121"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "0121" "0121" "0121" "0121" "0121" "0121"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "01221" "0121" "01221" "0121" "01221" "02212"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "01221" "0313" "01221" "01221" "0121" "0121"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "0121" "0121" "0121" "0121" "01221" "01221"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "0121" "01221" "0121" "01221" "0121" "0121"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "01221" "0121" "0121" "01221" "0121" "0121"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "0121" "0121" "0121" "014" "01221" "01221"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "01221" "0121" "0121" "01221" "01221" "01221"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "01221" "01221" "0121" "01221" "01221" "0121"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "01221" "0121" "0121" "01221" "0121" "0121"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "0121" "0121" "0121" "0121" "01221" "01221"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "01221" "01221" "0121" "0121" "01221" "0121"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "0121" "0121" "0121" "01221" "01221" "01221"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "0121" "0121" "0121" "0121" "014" "0313"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "01112" "01134" "01134" "01134" "01134" "01112"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "01134" "01113" "01113" "01112" "01112" "01134"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "01112" "0112" "01112" "01131" "01134" "0112"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "01112" "01112" "01112" "01112" "0133" "01134"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "01112" "01112" "01112" "01134" "01112" "01112"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "01112" "01112" "01112" "0112" "01112" "01112"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "01134" "01112" "01112" "01134" "01112" "01112"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "01112" "01112" "014" "01134" "01132" "0313"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "01112" "01134" "01134" "01112" "01112" "01112"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "01112" "01112" "01112" "01112" "01112" "01134"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "01134" "01112" "01112" "01113" "01134" "01112"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "014" "01134" "01112" "01134" "01132" "01112"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "01134" "0112" "0131" "01134" "01134" "01112"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "0313" "01134" "01132" "01112" "01112" "01112"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "01112" "01134" "01112" "01134" "01112" "01112"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "01112" "01112" "01134" "01112" "01112" "01112"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "01112" "01132" "01113" "01113" "01113" "01113"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "0133" "01111" "01113" "01113" "01111" "01111"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "01111" "01133" "01133" "01111" "01111" "01113"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "01111" "01113" "0313" "01113" "02212" "01131"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "01113" "0313" "01132" "01111" "0133" "01111"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "01113" "01111" "01111" "01113" "01113" "01113"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "01111" "01113" "01113" "01113" "01111" "01111"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "01113" "01111" "01111" "01113" "01131" "01133"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "01132" "01113" "01113" "01111" "01111" "01113"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "01113" "01113" "0313" "01113" "01113" "01113"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "01113" "01133" "01133" "01133" "01111" "01113"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "01113" "01133" "01133" "01113" "01113" "01133"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "01132" "01111" "01111" "01131" "01113" "01111"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "01113" "01111" "01133" "01111" "01131" "01111"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "01111" "01111" "01111" "01133" "0133" "01133"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "01113" "0133" "01111" "01113" "01113" "01113"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "01111" "01111" "01133" "01111" "01111" "01133"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "01111" "01133" "01111" "0131" "01111" "01132"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "01131" "01111" "033" "01131" "01132" "0131"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "01131" "01132" "01131" "01111" "0133" "0133"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "01113" "01113" "01113" "01133" "01133" "01113"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "01113" "01113" "01113" "01133" "01131" "01133"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "01111" "01133" "01111" "01113" "0133" "01111"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "01131" "01111" "01113" "01111" "01111" "01111"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "01113" "0133" "01133" "01113" "01113" "01113"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "01113" "01132" "01113" "01132" "01111" "01111"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "01131" "01111" "01131" "0133" "01111" "0131"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "01133" "01113" "01113" "01111" "01111" "01111"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "01131" "01131" "01111" "01111" "01111" "01111"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "01111" "01111" "01111" "0112" "0112" "0112"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "0112" "0112" "0313" "0112" "0112" "0132"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "0132" "0132" "0112" "0132" "0132" "0132"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "0112" "0132" "0112" "0132" "0313" "0112"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "0112" "0132" "0112" "0112" "0112" "0112"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "0132" "0132" "0132" "0132" "0132" "0132"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "0132" "0132" "0132" "0112" "0132" "0132"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "0112" "0112" "0132" "0132" "0132" "0112"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "0112" "0112" "0112" "0112" "0112" "01113"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "0112" "0132" "0132" "0313" "0112" "0112"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "0112" "0112" "0112" "0132" "0112" "01132"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "0112" "0112" "0132" "0112" "014" "0112"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "0112" "0112" "0112" "0112" "012222" "0112"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "0112" "0112" "0132" "0112" "0112" "0132"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "014" "014" "0112" "0112" "033" "0112"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "01221" "0132" "0112" "0112" "0112" "0112"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "0132" "0132" "014" "0112" "0112" "0112"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "0112" "014" "0112" "0112" "0112" "0112"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "0112" "0112" "0112" "01132" "0112" "0112"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "0132" "0112" "0112" "0112" "01113" "0112"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "0112" "0112" "0112" "0112" "01132" "0112"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "0112" "0112" "01132" "0112" "0112" "0112"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "0112" "0112" "0112" "0112" "0112" "0132"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "0112" "0322" "0132" "0112" "0112" "0132"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "0112" "0112" "0112" "0313" "0112" "0112"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "0112" "01132" "0112" "0112" "0112" "01111"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "01131" "0112" "01132" "0134" "0112" "01132"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "0112" "0112" "01132" "0112" "01131" "01131"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "014" "0112" "0112" "01132" "0112" "01113"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "0112" "0112" "0314" "0314" "0112" "014"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "0112" "0112" "01132" "01132" "0133" "0133"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "0112" "02321" "0133" "01132" "0112" "0133"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "0112" "0112" "0322" "0112" "0112" "01132"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "0112" "0112" "0133" "0133" "0133" "01132"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "0112" "0112" "0112" "0134" "0134" "01113"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "01111" "01131" "01111" "01113" "01131" "01111"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "01111" "0112" "01111" "01131" "01111" "01111"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "01131" "014" "01113" "01131" "01111" "01113"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "01112" "01111" "01131" "01111" "01113" "01131"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "01111" "01131" "01111" "0133" "01111" "01131"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "01131" "01113" "01111" "01131" "01111" "01131"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "01131" "01132" "01131" "01111" "0133" "0112"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "01111" "01132" "01111" "01131" "0134" "0112"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "01131" "01132" "01131" "0134" "0134" "01131"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "01131" "01111" "01131" "0112" "01111"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 730))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "02321" "02323" "02311" "02311" "02321" "02321"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "02321" "02321" "02321" "02321" "02323" "02311"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "02311" "02323" "02311" "02311" "02323" "02311"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "02132" "02323" "02323" "02221" "02321" "02323"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "02132" "02311" "02311" "02323" "02321" "02313"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "02131" "02321" "02321" "02221" "02311" "02321"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "02323" "02323" "02311" "02321" "02311" "02321"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "02321" "02221" "02321" "02221" "02221" "02311"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "02323" "02323" "0311" "02221" "0311" "02323"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "02311" "02323" "02121" "02312" "02311" "02312"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "02221" "02221" "02313" "02312" "02221" "02312"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "02313" "02313" "02323" "02323" "02321" "02221"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "02321" "02313" "02311" "02321" "02321" "02311"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "02321" "02323" "02321" "02321" "02221" "0311"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "02221" "02321" "02321" "02321" "02311" "02321"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "02321" "02311" "02321" "02314" "02311" "02221"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "02323" "02224" "02312" "02224" "02213" "02213"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "02312" "02212" "0134" "02213" "02213" "02213"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "02213" "02313" "02213" "02312" "02313" "02213"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "02224" "02212" "02323" "02213" "02314" "02212"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "02323" "02221" "02313" "02311" "02213" "02314"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "0312" "0134" "02312" "02224" "02221" "02224"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "02312" "02213" "02312" "02224" "02213" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "0134" "0311" "02212" "02221" "02224" "02224"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "02224" "02212" "02224" "02213" "02212" "02213"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "02312" "02213" "02213" "02224" "02224" "0311"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "0311" "0311" "02312" "02221" "02311" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "02313" "02313" "02313" "02312" "02312" "02312"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "02312" "02313" "02312" "02312" "02312" "02313"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "02213" "02313" "0241" "02312" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "02313" "02323" "02213" "02213" "02213" "02313"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "02224" "02224" "02224" "02224" "02224" "02213"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "02224" "02213" "0241" "02312" "0241" "02312"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "02224" "0134" "0134" "02323" "0311" "0134"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "0134" "0134" "0311" "0134" "0311" "0134"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "0134" "0311" "0311" "0311" "0134" "0311"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "02224" "02422" "0134" "02221" "0311" "0311"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "02221" "0311" "0311" "0311" "02221" "0311"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "0134" "02221" "02221" "02224" "02221" "02224"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "0134" "0311" "0311" "0311" "0134" "0324"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "0311" "02221" "0311" "0134" "0311" "0311"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "0311" "0313" "0311" "0134" "0311" "02221"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "0134" "0134" "0311" "0134" "02224" "0311"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "033" "0134" "0311" "01132" "0311" "0311"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "0311" "0311" "0134" "0311" "0311" "0311"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "0311" "0134" "02323" "02221" "0311" "0311"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "0134" "0311" "0134" "0134" "0134" "02221"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "02221" "0311" "0311" "02221" "02323" "0322"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "02221" "02221" "02322" "02123" "02132" "02322"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "02123" "02132" "02222" "02132" "02322" "02322"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "02132" "02322" "02132" "02123" "02132" "02322"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "02132" "02132" "02222" "02314" "02132" "02123"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "02322" "0314" "02123" "02132" "02322" "02132"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "02123" "02314" "02123" "02132" "0314" "0314"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "02322" "02132" "02132" "02132" "02123" "02123"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "02123" "02123" "02123" "02222" "02322" "02132"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "02123" "02322" "0211" "02422" "02322" "02132"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "02222" "0313" "02222" "0314" "02123" "02123"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "02322" "02222" "02222" "02123" "02222" "02222"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "0314" "02322" "02132" "0312" "0131" "0131"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "0312" "0131" "02322" "0312" "02223" "02211"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "02223" "0314" "0314" "02222" "02222" "02222"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "0131" "0314" "02222" "0313" "02222" "0314"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "0314" "02222" "02322" "0312" "02222" "02132"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "02322" "02322" "02212" "0312" "0312" "02223"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "02222" "02223" "0312" "0241" "02223" "02222"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "0314" "02211" "0131" "0312" "0312" "0314"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "02223" "02222" "0314" "02223" "02223" "0312"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "0314" "0312" "0312" "0131" "0131" "02223"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "0131" "02223" "02212" "0314" "0312" "02322"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "02222" "02223" "0312" "0314" "02222" "0312"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "02223" "02222" "02211" "0312" "0314" "0312"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "02322" "0312" "02211" "02211" "0312" "02223"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "02322" "0241" "0314" "0312" "0313" "02222"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "0312" "0312" "0131" "02222" "0314" "0314"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "0241" "02223" "0312" "0312" "0131" "0312"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "0131" "0314" "0312" "0312" "02222" "0312"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "0312" "0312" "0131" "0131" "0312" "0131"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "02132" "02311" "02132" "0314" "02322" "02322"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "02314" "02222" "0314" "0131" "0131" "02314"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "02222" "02213" "02213" "02322" "0314" "02222"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "02213" "0314" "02222" "02222" "02213" "02222"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "02314" "0312" "02132" "02132" "02322" "02222"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "02222" "02322" "02322" "02123" "02222" "02211"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "02132" "02132" "02222" "02322" "02123" "02123"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "0314" "0313" "0314" "02322" "02123" "02223"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "0314" "02123" "0323" "02123" "0314" "0131"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "0313" "0312" "0312" "0131" "033" "0131"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "0314" "0312" "0131" "0314" "0312" "0314"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "02223" "0131" "02222" "0312" "0312" "0314"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "0313" "02322" "0312" "02222" "0312" "02223"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "02224" "02211" "02211" "02223" "02313" "02132"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "02211" "02211" "02212" "02313" "02213" "02313"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "02211" "02212" "02211" "02314" "02314" "02212"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "02211" "02211" "02212" "02212" "02211" "0312"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "02213" "02223" "02314" "02314" "02212" "02213"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "02211" "02211" "02213" "02223" "02212" "0312"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "02211" "02211" "02211" "02223" "02211" "0312"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "02211" "02211" "02211" "0312" "02211" "02211"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "02211" "02211" "02211" "02211" "02211" "02212"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "02223" "02211" "0211" "02211" "02223" "02211"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "02211" "02314" "02211" "02211" "02314" "02314"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "02212" "02211" "0312" "02223" "02211" "02211"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "0241" "02211" "02223" "02314" "02211" "02223"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "02222" "02211" "02222" "02212" "02223" "02223"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "0312" "02223" "0312" "0131" "02222" "0312"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "02222" "0312" "0131" "0131" "02422" "0312"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "0312" "0131" "0312" "0312" "0312" "02211"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "02223" "02223" "0312" "0313" "0312" "0312"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "02211" "0312" "0131" "02213" "02212" "0131"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "0312" "02223" "02213" "02211" "0312" "0312"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "02212" "02223" "02223" "02211" "02211" "02211"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "02211" "02211" "02211" "02211" "02211" "02211"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "02211" "02212" "0322" "0322" "033" "0323"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "0323" "033" "0314" "0322" "0322" "0323"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "0322" "0321" "0322" "0323" "0322" "02132"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "0323" "0323" "0321" "0322" "0323" "0322"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "0323" "0324" "0324" "0323" "0322" "0324"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "02422" "0314" "02123" "0323" "0321" "0314"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "0323" "0322" "0322" "0322" "0323" "0322"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "0314" "0323" "0314" "0321" "02121" "0321"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "0321" "0323" "02123" "0321" "02123" "02123"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "02123" "02123" "0314" "0322" "02322" "0323"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "0314" "0323" "0321" "0322" "02123" "0314"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "0314" "02123" "0321" "0322" "0322" "02422"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "0322" "0321" "0322" "0323" "0322" "0322"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "0321" "0323" "0321" "0324" "0322" "0322"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "0321" "0322" "0321" "0322" "0322" "0321"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "0322" "0323" "0322" "0323" "0322" "033"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "0322" "0324" "0322" "0322" "02422" "0321"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "0321" "0323" "0321" "0322" "0322" "0322"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "0321" "0321" "0322" "0323" "0322" "0321"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "02422" "0322" "033" "0322" "0322" "02423"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "033" "0323" "0322" "0324" "0324" "0322"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "0324" "02422" "0323" "0324" "02422" "033"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "0322" "0323" "0322" "0323" "0324" "0323"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "0322" "0322" "0322" "0322" "0321" "0324"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "0321" "0324" "0321" "0322" "02121" "0321"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "0321" "0323" "0321" "0321" "0321" "0321"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "0322" "0324" "0324" "0324" "0322" "0321"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "0322" "0324" "0324" "0322" "0324" "0324"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "0322" "0323" "033" "0321" "0322" "0321"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "0321" "0324" "0323" "0321" "0321" "0323"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "0322" "033" "0322" "0321" "0321" "02121"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "0321" "0321" "0322" "0321" "0321" "0322"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "0322" "0321" "0322" "0321" "0321" "02422"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "02131" "02422" "02121" "02121" "02422" "02131"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "02131" "02131" "02422" "02123" "02133" "0241"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "02132" "02133" "0211" "02121" "02121" "02121"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "0323" "02121" "0323" "02122" "02121"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "02121" "02122" "02422" "02121" "02121" "02121"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "0323" "02122" "02121" "02121" "02121" "02122"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "02133" "033" "02422" "033" "02121" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "0323" "02422" "02121" "02121" "02121" "02422"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "02121" "02121" "02121" "02121" "02121" "02422"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "02121" "02121" "02121" "02121" "02121" "02121"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "02121" "0211" "02121" "02133" "02131"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "02121" "02133" "0211" "0211" "0211" "02122"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "02131" "02131" "0211" "02131" "0211" "02133"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "02131" "02131" "02121" "02131" "02131"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "02131" "02131" "02131" "02133" "02133" "02133"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "02133" "02131" "02131" "02133" "02122" "02133"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "02131" "02131" "02131" "02133" "02133" "02131"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "02131" "0211" "02131" "02131" "02133" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "02131" "02133" "02122" "02133" "02131" "02131"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "02131" "0211" "02122" "02121" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "02122" "02122" "02122" "02121" "02122" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "02122" "02121" "0323" "02121" "02122" "02121"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "02122" "02133" "02121" "02122" "02122" "02122"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "02122" "02121" "02122" "0321" "0321" "02122"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "02122" "02122" "02122" "02122" "02133" "02122"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "02122" "0321" "0321" "0324" "02131" "02122"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "02122" "02131" "02121" "02121" "02122" "02122"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "02122" "0321" "02133" "0321" "0321" "02131"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "02122" "02122" "0321" "02133" "02122" "0321"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "02122" "02122" "02133" "02122" "02122" "02122"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "02122" "02122" "0321" "02122" "02121" "0323"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "02122" "02122" "02122" "02122" "0324" "02121"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "02131" "02122" "02122" "0321" "0323" "02122"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "02121" "0321" "02121" "0323" "0211" "02121"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "02121" "0211" "0211" "02121" "02121" "02121"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "02121" "0323" "02423" "02121" "02121" "0323"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "0323" "02423" "02121" "02121" "02423" "0323"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "0323" "0323" "033" "0323" "0323" "02423"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "02423" "02423" "02423" "0323" "0324" "0323"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "02423" "02423" "02423" "0323" "0323" "02422"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "033" "0211" "02423" "033" "02423" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "02423" "033" "02422" "0211" "02423" "0323"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "02423" "02423" "0241" "02423" "02423" "0241"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "02423" "02423" "02423" "0241" "033" "033"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "02423" "0211" "02422" "0241" "033" "02422"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "02423" "0241" "02423" "033" "02423" "02423"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "0241" "033" "02423" "02423" "02423" "02423"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "033" "0241" "02423" "0241" "02421" "02421"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "02423" "02423" "02421" "02421" "0241" "02421"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "02423" "02421" "02421" "02421" "02421" "02421"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "02421" "0241" "0241" "02421" "02423" "0241"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "02421" "02421" "02423" "02421" "02423" "02421"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "0241" "02423" "0241" "02423" "02422" "02423"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "0241" "0241" "0241" "02421" "0323" "02423"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "0241" "0211" "0241" "0241" "0211" "02423"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "0241" "0241" "0241" "0241" "0241"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "0241" "0241" "0211" "0241" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "0241" "0211" "0241" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "0241" "0211" "0211" "0211" "0211" "0241"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "0241" "0211" "0211" "0241" "0241" "02422"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "0241" "0241" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "0241" "0241" "0241" "0241" "0241"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "0241" "0241" "0241" "0241" "0211" "0241"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "0241" "0241" "0241" "02422" "02423" "02422"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "02421" "0241" "0241" "02422" "0241" "0241"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "02314" "0241" "0241" "0211" "0241"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "02421" "0211" "0241" "02121" "0241" "0241"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "0241" "02422" "0211" "02422" "0241" "0241"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "0241" "0241" "0211" "0211" "0241" "0241"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "0241" "0241" "0241" "0241" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "02121" "0241" "0241" "0211" "0241" "0241"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "0241" "0241" "0211" "0241" "0241"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "02422" "0241" "0241" "0241" "0241" "0241"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "0241" "0241" "0241" "0211" "0211" "0241"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "033" "033" "033" "033" "033"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "033" "033" "0323" "033" "0323" "033"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "033" "033" "033" "033" "033" "033"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "033" "033" "033" "033" "033" "033"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "033" "033" "033" "0131" "033" "033"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "033" "0323" "033" "033" "033" "033"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "033" "033" "033" "033" "033" "033"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "033" "033" "033" "033" "0314" "0131"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "033" "033" "033" "033" "033" "033"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "033" "033" "033" "033" "033" "033"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "033" "033" "033" "033" "033" "033"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "0131" "033" "033" "0322" "033" "033"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "033" "033" "0131" "033" "033" "033"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "033" "033" "033" "0241" "02422" "033"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "033" "033" "02422" "033" "033" "033"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "033" "0131" "033" "033" "033" "033"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "033" "033" "02421" "033" "033" "033"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "033" "033" "033" "033" "02422" "0323"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "033" "0241" "033" "033" "033" "0131"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "033" "033" "033" "033" "033" "033"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "033" "033" "033" "02421" "033" "033"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "033" "033" "033" "033" "033" "033"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "0241" "033" "033" "033" "033" "02422"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "0241" "02422" "0241" "033" "0131" "033"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "033" "033" "033" "033" "033" "033"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "033" "02421" "033" "0323" "033" "02421"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "033" "033" "033" "02422" "02422" "02422"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "033" "033" "033" "0131" "033" "02421"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "02421" "02421" "033" "0241" "02421" "0241"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "0241" "02421" "02213" "0323" "033" "033"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "033" "033" "033" "033" "033" "033"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "033" "033" "02421" "02421" "033" "033"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "0323" "033" "033" "02421" "033" "033"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "033" "033" "033" "02421" "02421" "033"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "02421" "02421" "033" "02213" "0241" "0241"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "0241" "0241" "0241" "033" "033" "02421"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "02421" "033" "02422" "02422" "033" "02421"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "033" "02421" "0241" "0241" "033" "02421"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "02213" "0241" "02421" "033" "033" "033"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "033" "02421" "0241" "02421" "02212" "02421"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "02421" "0241" "02421" "0241" "033" "033"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "0241" "02421" "033" "02421" "033" "0241"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "0241" "02421" "02421" "0241" "0241" "0241"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "02421" "0241" "02421" "0241" "02421" "0241"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "02421" "02213" "0241" "0241" "02421" "0241"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "0241" "0241" "0122" "0122" "0122" "0112"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "0122" "0122" "0122" "0122" "0122" "0122"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "0122" "0122" "0122" "0122" "0122" "0122"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "0122" "01131" "0122" "0122" "01112" "0121"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "014" "0122" "0132" "0122" "0122" "014"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "02212" "0122" "0122" "0122" "014" "0122"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "0133" "014" "0112" "0122" "014" "014"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "0133" "0122" "014" "0122" "0122" "0122"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "0122" "0122" "0122" "0122" "0122" "02212"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "0122" "02322" "0122" "0122" "0122" "0122"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "0313" "0122" "0313" "0122" "0122" "0121"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "0122" "02212" "0121" "014" "0121" "0121"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "0324" "0122" "0121" "0121" "014" "0121"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "0121" "014" "0112" "014" "014" "0122"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "0121" "0122" "0121" "0122" "0121" "0121"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "0121" "0121" "0122" "0121" "0121" "0121"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "0122" "0122" "0122" "0122" "0121" "0122"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "0122" "0122" "0122" "0122" "0122" "0122"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "0122" "0122" "0122" "0122" "0122" "0122"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "0122" "0122" "0122" "0241" "02212" "0122"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "0122" "0122" "0122" "0122" "0122" "0122"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "0324" "0122" "0122" "0122" "0122" "0122"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "0122" "0122" "0122" "014" "014" "014"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "014" "0122" "0121" "0121" "014" "0122"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "014" "0122" "0122" "0122" "0122" "0313"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "0121" "014" "014" "0122" "014" "0121"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "0122" "0121" "0121" "0324" "0122" "0122"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "014" "014" "0121" "014" "0122" "014"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "014" "014" "0122" "0121" "0121" "0121"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "0121" "0121" "014" "014" "014" "0121"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "0121" "0121" "0121" "014" "0121" "0121"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "0313" "02212" "0121" "0121" "014" "0121"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "0121" "0121" "014" "014" "014" "0121"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "0121" "0121" "014" "0122" "0121" "0121"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "0121" "0122" "0122" "014" "0122" "0122"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "0121" "0122" "0121" "0121" "0121" "0121"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "0122" "0121" "0122" "0121" "0121" "0121"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "0121" "0121" "0121" "0122" "0121" "0121"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "0122" "0122" "0122" "0121" "0122" "0121"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "0121" "0122" "0122" "02212" "0122" "0121"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "0122" "0122" "0122" "0122" "0122" "0121"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "0121" "0122" "0122" "0121" "0122" "0122"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "0121" "0122" "0122" "0122" "0122" "0121"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "0122" "0121" "0121" "0121" "0121" "0121"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "0122" "0122" "0121" "0122" "0121" "02212"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "014" "0122" "014" "033" "014" "014"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "0122" "0121" "0121" "0122" "0121" "0122"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "0121" "0121" "0121" "0121" "0121" "014"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "0122" "0122" "0122" "0121" "0121" "0121"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "0121" "0313" "0121" "0121" "0121" "0122"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "0122" "0122" "0121" "0122" "0313" "0121"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "0122" "0121" "0121" "0121" "0121" "0121"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "0122" "02212" "0122" "0121" "0121" "0121"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "0121" "014" "0121" "0121" "0121" "02212"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "0121" "0121" "0121" "0121" "0121" "0121"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "0121" "0121" "014" "0121" "0121" "0121"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "0121" "014" "014" "014" "0121" "0121"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "014" "0121" "014" "0121" "0313" "014"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "014" "0121" "0121" "0121" "014" "014"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "014" "014" "0121" "014" "014" "0313"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "014" "014" "014" "014" "014" "014"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "014" "014" "014" "014" "014" "014"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "014" "014" "014" "014" "0313" "0131"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "014" "0121" "014" "014" "014" "014"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "014" "014" "0121" "014" "014" "014"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "014" "014" "014" "0121" "014" "0121"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "014" "0121" "014" "014" "0121" "014"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "02212" "014" "014" "0121" "0133" "0133"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "0122" "014" "014" "0121" "02212" "014"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "02212" "0121" "014" "0121" "014" "0121"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "014" "014" "0121" "014" "014" "014"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "0121" "0121" "014" "014" "014" "0121"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "0121" "0122" "014" "014" "014" "014"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "014" "0313" "033" "014" "014" "014"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "014" "014" "0121" "014" "014" "0313"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "014" "014" "014" "014" "014" "0313"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "014" "014" "014" "0121" "014" "014"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "014" "0121" "0121" "014" "0122" "014"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "0121" "014" "014" "014" "0121" "014"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "014" "0121" "0121" "0121" "014" "014"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "0121" "02212" "0122" "0121" "0121" "014"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "014" "0122" "0121" "0121" "0121" "0121"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "014" "0121" "0122" "014" "0122" "014"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "0133" "0122" "0122" "014" "014" "014"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "014" "014" "0133" "014" "014" "014"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "014" "014" "0121" "014" "014" "014"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "014" "014" "014" "014" "014" "014"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "014" "014" "014" "014" "0131" "0121"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "014" "014" "014" "014" "014" "014"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "0112" "014" "014" "014" "014" "014"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "014" "014" "0131" "014" "014" "014"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "0121" "014" "014" "0313" "014" "014"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "014" "014" "0131" "0122" "014" "014"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "014" "014" "014" "0131" "014" "014"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "0131" "014" "014" "014" "0131" "0313"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "014" "014" "014" "014" "0121" "014"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "014" "0121" "014" "0133" "014" "0131"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "02212" "014" "014" "014" "014" "014"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "014" "014" "014" "014" "014" "014"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "014" "014" "014" "014" "014" "014"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "0121" "014" "014" "014" "014" "033"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "014" "014" "014" "014" "014" "014"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "0324" "0121" "014" "014" "0112" "014"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "014" "0313" "014" "0121" "014" "014"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "0121" "014" "014" "0121" "01111" "0121"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "0121" "014" "0121" "014" "014" "0121"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "014" "014" "014" "014" "014" "0112"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "014" "014" "0121" "014" "014" "01131"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "0121" "014" "01111" "014" "014" "014"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "014" "014" "033" "014" "014" "014"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "014" "0122" "014" "014" "014" "0121"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "0122" "014" "014" "0122" "0121" "0313"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "0122" "014" "014" "0121" "0313" "0122"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "014" "014" "0121" "0122" "014" "0122"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "0121" "014" "0121" "014" "0121" "014"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "014" "0121" "0121" "014" "0313" "014"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "0121" "0121" "0122" "0121" "0324" "033"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "0121" "0121" "0122" "0121" "0121" "0121"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "0121" "014" "014" "02212" "014" "0121"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "0324" "0324" "014" "0121" "0121" "0121"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "0121" "0122" "0121" "0121" "014" "014"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "0121" "0121" "0121" "0121" "0121" "0121"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "0121" "0121" "0121" "0121" "0122" "0121"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "0121" "0121" "0121" "0121" "0121" "0121"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "0122" "0121" "0122" "0121" "0122" "02212"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "0122" "0313" "0122" "0122" "0121" "0121"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "0121" "0121" "0121" "0121" "0122" "0122"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "0121" "0122" "0121" "0122" "0121" "0121"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "0122" "0121" "0121" "0122" "0121" "0121"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "0121" "0121" "0121" "014" "0122" "0122"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "0122" "0121" "0121" "0122" "0122" "0122"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "0122" "0122" "0121" "0122" "0122" "0121"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "0122" "0121" "0121" "0122" "0121" "0121"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "0121" "0121" "0121" "0121" "0122" "0122"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "0122" "0122" "0121" "0121" "0122" "0121"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "0121" "0121" "0121" "0122" "0122" "0122"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "0121" "0121" "0121" "0121" "014" "0313"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "01112" "01134" "01134" "01134" "01134" "01112"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "01134" "01113" "01113" "01112" "01112" "01134"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "01112" "0112" "01112" "01131" "01134" "0112"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "01112" "01112" "01112" "01112" "0133" "01134"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "01112" "01112" "01112" "01134" "01112" "01112"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "01112" "01112" "01112" "0112" "01112" "01112"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "01134" "01112" "01112" "01134" "01112" "01112"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "01112" "01112" "014" "01134" "01132" "0313"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "01112" "01134" "01134" "01112" "01112" "01112"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "01112" "01112" "01112" "01112" "01112" "01134"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "01134" "01112" "01112" "01113" "01134" "01112"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "014" "01134" "01112" "01134" "01132" "01112"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "01134" "0112" "0131" "01134" "01134" "01112"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "0313" "01134" "01132" "01112" "01112" "01112"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "01112" "01134" "01112" "01134" "01112" "01112"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "01112" "01112" "01134" "01112" "01112" "01112"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "01112" "01132" "01113" "01113" "01113" "01113"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "0133" "01111" "01113" "01113" "01111" "01111"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "01111" "01133" "01133" "01111" "01111" "01113"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "01111" "01113" "0313" "01113" "02212" "01131"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "01113" "0313" "01132" "01111" "0133" "01111"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "01113" "01111" "01111" "01113" "01113" "01113"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "01111" "01113" "01113" "01113" "01111" "01111"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "01113" "01111" "01111" "01113" "01131" "01133"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "01132" "01113" "01113" "01111" "01111" "01113"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "01113" "01113" "0313" "01113" "01113" "01113"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "01113" "01133" "01133" "01133" "01111" "01113"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "01113" "01133" "01133" "01113" "01113" "01133"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "01132" "01111" "01111" "01131" "01113" "01111"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "01113" "01111" "01133" "01111" "01131" "01111"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "01111" "01111" "01111" "01133" "0133" "01133"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "01113" "0133" "01111" "01113" "01113" "01113"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "01111" "01111" "01133" "01111" "01111" "01133"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "01111" "01133" "01111" "0131" "01111" "01132"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "01131" "01111" "033" "01131" "01132" "0131"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "01131" "01132" "01131" "01111" "0133" "0133"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "01113" "01113" "01113" "01133" "01133" "01113"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "01113" "01113" "01113" "01133" "01131" "01133"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "01111" "01133" "01111" "01113" "0133" "01111"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "01131" "01111" "01113" "01111" "01111" "01111"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "01113" "0133" "01133" "01113" "01113" "01113"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "01113" "01132" "01113" "01132" "01111" "01111"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "01131" "01111" "01131" "0133" "01111" "0131"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "01133" "01113" "01113" "01111" "01111" "01111"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "01131" "01131" "01111" "01111" "01111" "01111"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "01111" "01111" "01111" "0112" "0112" "0112"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "0112" "0112" "0313" "0112" "0112" "0132"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "0132" "0132" "0112" "0132" "0132" "0132"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "0112" "0132" "0112" "0132" "0313" "0112"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "0112" "0132" "0112" "0112" "0112" "0112"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "0132" "0132" "0132" "0132" "0132" "0132"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "0132" "0132" "0132" "0112" "0132" "0132"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "0112" "0112" "0132" "0132" "0132" "0112"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "0112" "0112" "0112" "0112" "0112" "01113"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "0112" "0132" "0132" "0313" "0112" "0112"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "0112" "0112" "0112" "0132" "0112" "01132"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "0112" "0112" "0132" "0112" "014" "0112"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "0112" "0112" "0112" "0112" "0122" "0112"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "0112" "0112" "0132" "0112" "0112" "0132"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "014" "014" "0112" "0112" "033" "0112"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "0122" "0132" "0112" "0112" "0112" "0112"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "0132" "0132" "014" "0112" "0112" "0112"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "0112" "014" "0112" "0112" "0112" "0112"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "0112" "0112" "0112" "01132" "0112" "0112"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "0132" "0112" "0112" "0112" "01113" "0112"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "0112" "0112" "0112" "0112" "01132" "0112"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "0112" "0112" "01132" "0112" "0112" "0112"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "0112" "0112" "0112" "0112" "0112" "0132"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "0112" "0322" "0132" "0112" "0112" "0132"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "0112" "0112" "0112" "0313" "0112" "0112"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "0112" "01132" "0112" "0112" "0112" "01111"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "01131" "0112" "01132" "0134" "0112" "01132"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "0112" "0112" "01132" "0112" "01131" "01131"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "014" "0112" "0112" "01132" "0112" "01113"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "0112" "0112" "0314" "0314" "0112" "014"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "0112" "0112" "01132" "01132" "0133" "0133"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "0112" "02321" "0133" "01132" "0112" "0133"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "0112" "0112" "0322" "0112" "0112" "01132"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "0112" "0112" "0133" "0133" "0133" "01132"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "0112" "0112" "0112" "0134" "0134" "01113"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "01111" "01131" "01111" "01113" "01131" "01111"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "01111" "0112" "01111" "01131" "01111" "01111"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "01131" "014" "01113" "01131" "01111" "01113"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "01112" "01111" "01131" "01111" "01113" "01131"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "01111" "01131" "01111" "0133" "01111" "01131"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "01131" "01113" "01111" "01131" "01111" "01131"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "01131" "01132" "01131" "01111" "0133" "0112"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "01111" "01132" "01111" "01131" "0134" "0112"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "01131" "01132" "01131" "0134" "0134" "01131"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "01131" "01111" "01131" "0112" "01111"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 805))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "02321" "02323" "02311" "02311" "02321" "02321"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "02321" "02321" "02321" "02321" "02323" "02311"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "02311" "02323" "02311" "02311" "02323" "02311"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "02132" "02323" "02323" "02221" "02321" "02323"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "02132" "02311" "02311" "02323" "02321" "02313"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "02131" "02321" "02321" "02221" "02311" "02321"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "02323" "02323" "02311" "02321" "02311" "02321"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "02321" "02221" "02321" "02221" "02221" "02311"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "02323" "02323" "0311" "02221" "0311" "02323"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "02311" "02323" "02121" "02312" "02311" "02312"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "02221" "02221" "02313" "02312" "02221" "02312"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "02313" "02313" "02323" "02323" "02321" "02221"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "02321" "02313" "02311" "02321" "02321" "02311"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "02321" "02323" "02321" "02321" "02221" "0311"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "02221" "02321" "02321" "02321" "02311" "02321"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "02321" "02311" "02321" "02314" "02311" "02221"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "02323" "02224" "02312" "02224" "02213" "02213"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "02312" "02212" "0134" "02213" "02213" "02213"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "02213" "02313" "02213" "02312" "02313" "02213"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "02224" "02212" "02323" "02213" "02314" "02212"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "02323" "02221" "02313" "02311" "02213" "02314"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "0312" "0134" "02312" "02224" "02221" "02224"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "02312" "02213" "02312" "02224" "02213" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "0134" "0311" "02212" "02221" "02224" "02224"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "02224" "02212" "02224" "02213" "02212" "02213"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "02312" "02213" "02213" "02224" "02224" "0311"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "0311" "0311" "02312" "02221" "02311" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "02313" "02313" "02313" "02312" "02312" "02312"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "02312" "02313" "02312" "02312" "02312" "02313"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "02213" "02313" "024" "02312" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "02313" "02323" "02213" "02213" "02213" "02313"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "02224" "02224" "02224" "02224" "02224" "02213"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "02224" "02213" "024" "02312" "024" "02312"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "02224" "0134" "0134" "02323" "0311" "0134"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "0134" "0134" "0311" "0134" "0311" "0134"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "0134" "0311" "0311" "0311" "0134" "0311"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "02224" "024" "0134" "02221" "0311" "0311"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "02221" "0311" "0311" "0311" "02221" "0311"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "0134" "02221" "02221" "02224" "02221" "02224"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "0134" "0311" "0311" "0311" "0134" "0324"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "0311" "02221" "0311" "0134" "0311" "0311"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "0311" "0313" "0311" "0134" "0311" "02221"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "0134" "0134" "0311" "0134" "02224" "0311"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "033" "0134" "0311" "01132" "0311" "0311"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "0311" "0311" "0134" "0311" "0311" "0311"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "0311" "0134" "02323" "02221" "0311" "0311"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "0134" "0311" "0134" "0134" "0134" "02221"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "02221" "0311" "0311" "02221" "02323" "0322"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "02221" "02221" "02322" "02123" "02132" "02322"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "02123" "02132" "02222" "02132" "02322" "02322"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "02132" "02322" "02132" "02123" "02132" "02322"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "02132" "02132" "02222" "02314" "02132" "02123"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "02322" "0314" "02123" "02132" "02322" "02132"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "02123" "02314" "02123" "02132" "0314" "0314"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "02322" "02132" "02132" "02132" "02123" "02123"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "02123" "02123" "02123" "02222" "02322" "02132"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "02123" "02322" "0211" "024" "02322" "02132"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "02222" "0313" "02222" "0314" "02123" "02123"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "02322" "02222" "02222" "02123" "02222" "02222"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "0314" "02322" "02132" "0312" "0131" "0131"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "0312" "0131" "02322" "0312" "02223" "02211"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "02223" "0314" "0314" "02222" "02222" "02222"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "0131" "0314" "02222" "0313" "02222" "0314"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "0314" "02222" "02322" "0312" "02222" "02132"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "02322" "02322" "02212" "0312" "0312" "02223"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "02222" "02223" "0312" "024" "02223" "02222"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "0314" "02211" "0131" "0312" "0312" "0314"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "02223" "02222" "0314" "02223" "02223" "0312"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "0314" "0312" "0312" "0131" "0131" "02223"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "0131" "02223" "02212" "0314" "0312" "02322"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "02222" "02223" "0312" "0314" "02222" "0312"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "02223" "02222" "02211" "0312" "0314" "0312"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "02322" "0312" "02211" "02211" "0312" "02223"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "02322" "024" "0314" "0312" "0313" "02222"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "0312" "0312" "0131" "02222" "0314" "0314"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "024" "02223" "0312" "0312" "0131" "0312"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "0131" "0314" "0312" "0312" "02222" "0312"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "0312" "0312" "0131" "0131" "0312" "0131"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "02132" "02311" "02132" "0314" "02322" "02322"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "02314" "02222" "0314" "0131" "0131" "02314"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "02222" "02213" "02213" "02322" "0314" "02222"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "02213" "0314" "02222" "02222" "02213" "02222"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "02314" "0312" "02132" "02132" "02322" "02222"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "02222" "02322" "02322" "02123" "02222" "02211"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "02132" "02132" "02222" "02322" "02123" "02123"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "0314" "0313" "0314" "02322" "02123" "02223"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "0314" "02123" "0323" "02123" "0314" "0131"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "0313" "0312" "0312" "0131" "033" "0131"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "0314" "0312" "0131" "0314" "0312" "0314"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "02223" "0131" "02222" "0312" "0312" "0314"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "0313" "02322" "0312" "02222" "0312" "02223"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "02224" "02211" "02211" "02223" "02313" "02132"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "02211" "02211" "02212" "02313" "02213" "02313"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "02211" "02212" "02211" "02314" "02314" "02212"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "02211" "02211" "02212" "02212" "02211" "0312"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "02213" "02223" "02314" "02314" "02212" "02213"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "02211" "02211" "02213" "02223" "02212" "0312"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "02211" "02211" "02211" "02223" "02211" "0312"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "02211" "02211" "02211" "0312" "02211" "02211"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "02211" "02211" "02211" "02211" "02211" "02212"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "02223" "02211" "0211" "02211" "02223" "02211"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "02211" "02314" "02211" "02211" "02314" "02314"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "02212" "02211" "0312" "02223" "02211" "02211"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "024" "02211" "02223" "02314" "02211" "02223"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "02222" "02211" "02222" "02212" "02223" "02223"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "0312" "02223" "0312" "0131" "02222" "0312"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "02222" "0312" "0131" "0131" "024" "0312"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "0312" "0131" "0312" "0312" "0312" "02211"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "02223" "02223" "0312" "0313" "0312" "0312"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "02211" "0312" "0131" "02213" "02212" "0131"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "0312" "02223" "02213" "02211" "0312" "0312"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "02212" "02223" "02223" "02211" "02211" "02211"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "02211" "02211" "02211" "02211" "02211" "02211"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "02211" "02212" "0322" "0322" "033" "0323"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "0323" "033" "0314" "0322" "0322" "0323"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "0322" "0321" "0322" "0323" "0322" "02132"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "0323" "0323" "0321" "0322" "0323" "0322"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "0323" "0324" "0324" "0323" "0322" "0324"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "024" "0314" "02123" "0323" "0321" "0314"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "0323" "0322" "0322" "0322" "0323" "0322"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "0314" "0323" "0314" "0321" "02121" "0321"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "0321" "0323" "02123" "0321" "02123" "02123"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "02123" "02123" "0314" "0322" "02322" "0323"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "0314" "0323" "0321" "0322" "02123" "0314"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "0314" "02123" "0321" "0322" "0322" "024"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "0322" "0321" "0322" "0323" "0322" "0322"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "0321" "0323" "0321" "0324" "0322" "0322"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "0321" "0322" "0321" "0322" "0322" "0321"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "0322" "0323" "0322" "0323" "0322" "033"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "0322" "0324" "0322" "0322" "024" "0321"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "0321" "0323" "0321" "0322" "0322" "0322"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "0321" "0321" "0322" "0323" "0322" "0321"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "024" "0322" "033" "0322" "0322" "024"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "033" "0323" "0322" "0324" "0324" "0322"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "0324" "024" "0323" "0324" "024" "033"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "0322" "0323" "0322" "0323" "0324" "0323"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "0322" "0322" "0322" "0322" "0321" "0324"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "0321" "0324" "0321" "0322" "02121" "0321"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "0321" "0323" "0321" "0321" "0321" "0321"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "0322" "0324" "0324" "0324" "0322" "0321"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "0322" "0324" "0324" "0322" "0324" "0324"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "0322" "0323" "033" "0321" "0322" "0321"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "0321" "0324" "0323" "0321" "0321" "0323"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "0322" "033" "0322" "0321" "0321" "02121"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "0321" "0321" "0322" "0321" "0321" "0322"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "0322" "0321" "0322" "0321" "0321" "024"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "02131" "024" "02121" "02121" "024" "02131"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "02131" "02131" "024" "02123" "02133" "024"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "02132" "02133" "0211" "02121" "02121" "02121"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "0323" "02121" "0323" "02122" "02121"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "02121" "02122" "024" "02121" "02121" "02121"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "0323" "02122" "02121" "02121" "02121" "02122"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "02133" "033" "024" "033" "02121" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "0323" "024" "02121" "02121" "02121" "024"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "02121" "02121" "02121" "02121" "02121" "024"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "02121" "02121" "02121" "02121" "02121" "02121"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "02121" "0211" "02121" "02133" "02131"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "02121" "02133" "0211" "0211" "0211" "02122"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "02131" "02131" "0211" "02131" "0211" "02133"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "02131" "02131" "02121" "02131" "02131"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "02131" "02131" "02131" "02133" "02133" "02133"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "02133" "02131" "02131" "02133" "02122" "02133"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "02131" "02131" "02131" "02133" "02133" "02131"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "02131" "0211" "02131" "02131" "02133" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "02131" "02133" "02122" "02133" "02131" "02131"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "02131" "0211" "02122" "02121" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "02122" "02122" "02122" "02121" "02122" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "02122" "02121" "0323" "02121" "02122" "02121"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "02122" "02133" "02121" "02122" "02122" "02122"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "02122" "02121" "02122" "0321" "0321" "02122"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "02122" "02122" "02122" "02122" "02133" "02122"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "02122" "0321" "0321" "0324" "02131" "02122"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "02122" "02131" "02121" "02121" "02122" "02122"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "02122" "0321" "02133" "0321" "0321" "02131"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "02122" "02122" "0321" "02133" "02122" "0321"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "02122" "02122" "02133" "02122" "02122" "02122"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "02122" "02122" "0321" "02122" "02121" "0323"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "02122" "02122" "02122" "02122" "0324" "02121"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "02131" "02122" "02122" "0321" "0323" "02122"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "02121" "0321" "02121" "0323" "0211" "02121"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "02121" "0211" "0211" "02121" "02121" "02121"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "02121" "0323" "024" "02121" "02121" "0323"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "0323" "024" "02121" "02121" "024" "0323"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "0323" "0323" "033" "0323" "0323" "024"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "024" "024" "024" "0323" "0324" "0323"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "024" "024" "024" "0323" "0323" "024"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "033" "0211" "024" "033" "024" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "024" "033" "024" "0211" "024" "0323"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "024" "024" "024" "024" "033" "033"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "024" "0211" "024" "024" "033" "024"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "024" "024" "024" "033" "024" "024"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "024" "033" "024" "024" "024" "024"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "033" "024" "024" "024" "024" "024"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "024" "024" "024" "024" "024" "024"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "024" "024" "024" "024" "024" "024"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "024" "024" "024" "024" "024" "024"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "024" "024" "024" "024" "0323" "024"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "024" "0211" "024" "024" "0211" "024"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "024" "024" "024" "024" "024"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "024" "024" "0211" "024" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "024" "0211" "024" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "024" "0211" "0211" "0211" "0211" "024"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "024" "0211" "0211" "024" "024" "024"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "024" "024" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "024" "024" "024" "024" "024"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "024" "024" "024" "024" "0211" "024"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "024" "024" "024" "024" "024" "024"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "024" "024" "024" "024" "024" "024"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "02314" "024" "024" "0211" "024"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "024" "0211" "024" "02121" "024" "024"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "024" "024" "0211" "024" "024" "024"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "024" "024" "0211" "0211" "024" "024"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "024" "024" "024" "024" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "02121" "024" "024" "0211" "024" "024"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "024" "024" "0211" "024" "024"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "024" "024" "024" "0211" "0211" "024"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "033" "033" "033" "033" "033"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "033" "033" "0323" "033" "0323" "033"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "033" "033" "033" "033" "033" "033"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "033" "033" "033" "033" "033" "033"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "033" "033" "033" "0131" "033" "033"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "033" "0323" "033" "033" "033" "033"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "033" "033" "033" "033" "033" "033"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "033" "033" "033" "033" "0314" "0131"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "033" "033" "033" "033" "033" "033"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "033" "033" "033" "033" "033" "033"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "033" "033" "033" "033" "033" "033"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "0131" "033" "033" "0322" "033" "033"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "033" "033" "0131" "033" "033" "033"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "033" "033" "033" "024" "024" "033"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "033" "033" "024" "033" "033" "033"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "033" "0131" "033" "033" "033" "033"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "033" "033" "024" "033" "033" "033"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "033" "033" "033" "033" "024" "0323"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "033" "024" "033" "033" "033" "0131"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "033" "033" "033" "033" "033" "033"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "033" "033" "033" "024" "033" "033"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "033" "033" "033" "033" "033" "033"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "024" "033" "033" "033" "033" "024"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "024" "024" "024" "033" "0131" "033"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "033" "033" "033" "033" "033" "033"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "033" "024" "033" "0323" "033" "024"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "033" "033" "033" "024" "024" "024"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "033" "033" "033" "0131" "033" "024"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "024" "024" "033" "024" "024" "024"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "024" "024" "02213" "0323" "033" "033"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "033" "033" "033" "033" "033" "033"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "033" "033" "024" "024" "033" "033"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "0323" "033" "033" "024" "033" "033"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "033" "033" "033" "024" "024" "033"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "024" "024" "033" "02213" "024" "024"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "024" "024" "024" "033" "033" "024"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "024" "033" "024" "024" "033" "024"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "033" "024" "024" "024" "033" "024"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "02213" "024" "024" "033" "033" "033"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "033" "024" "024" "024" "02212" "024"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "024" "024" "024" "024" "033" "033"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "024" "024" "033" "024" "033" "024"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "024" "024" "024" "024" "024" "024"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "024" "02213" "024" "024" "024" "024"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "024" "024" "0122" "0122" "0122" "0112"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "0122" "0122" "0122" "0122" "0122" "0122"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "0122" "0122" "0122" "0122" "0122" "0122"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "0122" "01131" "0122" "0122" "01112" "0121"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "014" "0122" "0132" "0122" "0122" "014"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "02212" "0122" "0122" "0122" "014" "0122"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "0133" "014" "0112" "0122" "014" "014"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "0133" "0122" "014" "0122" "0122" "0122"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "0122" "0122" "0122" "0122" "0122" "02212"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "0122" "02322" "0122" "0122" "0122" "0122"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "0313" "0122" "0313" "0122" "0122" "0121"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "0122" "02212" "0121" "014" "0121" "0121"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "0324" "0122" "0121" "0121" "014" "0121"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "0121" "014" "0112" "014" "014" "0122"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "0121" "0122" "0121" "0122" "0121" "0121"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "0121" "0121" "0122" "0121" "0121" "0121"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "0122" "0122" "0122" "0122" "0121" "0122"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "0122" "0122" "0122" "0122" "0122" "0122"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "0122" "0122" "0122" "0122" "0122" "0122"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "0122" "0122" "0122" "024" "02212" "0122"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "0122" "0122" "0122" "0122" "0122" "0122"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "0324" "0122" "0122" "0122" "0122" "0122"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "0122" "0122" "0122" "014" "014" "014"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "014" "0122" "0121" "0121" "014" "0122"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "014" "0122" "0122" "0122" "0122" "0313"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "0121" "014" "014" "0122" "014" "0121"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "0122" "0121" "0121" "0324" "0122" "0122"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "014" "014" "0121" "014" "0122" "014"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "014" "014" "0122" "0121" "0121" "0121"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "0121" "0121" "014" "014" "014" "0121"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "0121" "0121" "0121" "014" "0121" "0121"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "0313" "02212" "0121" "0121" "014" "0121"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "0121" "0121" "014" "014" "014" "0121"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "0121" "0121" "014" "0122" "0121" "0121"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "0121" "0122" "0122" "014" "0122" "0122"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "0121" "0122" "0121" "0121" "0121" "0121"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "0122" "0121" "0122" "0121" "0121" "0121"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "0121" "0121" "0121" "0122" "0121" "0121"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "0122" "0122" "0122" "0121" "0122" "0121"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "0121" "0122" "0122" "02212" "0122" "0121"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "0122" "0122" "0122" "0122" "0122" "0121"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "0121" "0122" "0122" "0121" "0122" "0122"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "0121" "0122" "0122" "0122" "0122" "0121"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "0122" "0121" "0121" "0121" "0121" "0121"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "0122" "0122" "0121" "0122" "0121" "02212"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "014" "0122" "014" "033" "014" "014"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "0122" "0121" "0121" "0122" "0121" "0122"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "0121" "0121" "0121" "0121" "0121" "014"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "0122" "0122" "0122" "0121" "0121" "0121"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "0121" "0313" "0121" "0121" "0121" "0122"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "0122" "0122" "0121" "0122" "0313" "0121"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "0122" "0121" "0121" "0121" "0121" "0121"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "0122" "02212" "0122" "0121" "0121" "0121"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "0121" "014" "0121" "0121" "0121" "02212"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "0121" "0121" "0121" "0121" "0121" "0121"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "0121" "0121" "014" "0121" "0121" "0121"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "0121" "014" "014" "014" "0121" "0121"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "014" "0121" "014" "0121" "0313" "014"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "014" "0121" "0121" "0121" "014" "014"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "014" "014" "0121" "014" "014" "0313"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "014" "014" "014" "014" "014" "014"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "014" "014" "014" "014" "014" "014"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "014" "014" "014" "014" "0313" "0131"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "014" "0121" "014" "014" "014" "014"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "014" "014" "0121" "014" "014" "014"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "014" "014" "014" "0121" "014" "0121"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "014" "0121" "014" "014" "0121" "014"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "02212" "014" "014" "0121" "0133" "0133"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "0122" "014" "014" "0121" "02212" "014"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "02212" "0121" "014" "0121" "014" "0121"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "014" "014" "0121" "014" "014" "014"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "0121" "0121" "014" "014" "014" "0121"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "0121" "0122" "014" "014" "014" "014"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "014" "0313" "033" "014" "014" "014"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "014" "014" "0121" "014" "014" "0313"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "014" "014" "014" "014" "014" "0313"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "014" "014" "014" "0121" "014" "014"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "014" "0121" "0121" "014" "0122" "014"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "0121" "014" "014" "014" "0121" "014"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "014" "0121" "0121" "0121" "014" "014"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "0121" "02212" "0122" "0121" "0121" "014"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "014" "0122" "0121" "0121" "0121" "0121"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "014" "0121" "0122" "014" "0122" "014"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "0133" "0122" "0122" "014" "014" "014"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "014" "014" "0133" "014" "014" "014"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "014" "014" "0121" "014" "014" "014"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "014" "014" "014" "014" "014" "014"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "014" "014" "014" "014" "0131" "0121"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "014" "014" "014" "014" "014" "014"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "0112" "014" "014" "014" "014" "014"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "014" "014" "0131" "014" "014" "014"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "0121" "014" "014" "0313" "014" "014"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "014" "014" "0131" "0122" "014" "014"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "014" "014" "014" "0131" "014" "014"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "0131" "014" "014" "014" "0131" "0313"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "014" "014" "014" "014" "0121" "014"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "014" "0121" "014" "0133" "014" "0131"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "02212" "014" "014" "014" "014" "014"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "014" "014" "014" "014" "014" "014"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "014" "014" "014" "014" "014" "014"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "0121" "014" "014" "014" "014" "033"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "014" "014" "014" "014" "014" "014"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "0324" "0121" "014" "014" "0112" "014"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "014" "0313" "014" "0121" "014" "014"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "0121" "014" "014" "0121" "01111" "0121"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "0121" "014" "0121" "014" "014" "0121"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "014" "014" "014" "014" "014" "0112"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "014" "014" "0121" "014" "014" "01131"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "0121" "014" "01111" "014" "014" "014"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "014" "014" "033" "014" "014" "014"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "014" "0122" "014" "014" "014" "0121"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "0122" "014" "014" "0122" "0121" "0313"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "0122" "014" "014" "0121" "0313" "0122"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "014" "014" "0121" "0122" "014" "0122"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "0121" "014" "0121" "014" "0121" "014"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "014" "0121" "0121" "014" "0313" "014"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "0121" "0121" "0122" "0121" "0324" "033"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "0121" "0121" "0122" "0121" "0121" "0121"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "0121" "014" "014" "02212" "014" "0121"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "0324" "0324" "014" "0121" "0121" "0121"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "0121" "0122" "0121" "0121" "014" "014"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "0121" "0121" "0121" "0121" "0121" "0121"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "0121" "0121" "0121" "0121" "0122" "0121"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "0121" "0121" "0121" "0121" "0121" "0121"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "0122" "0121" "0122" "0121" "0122" "02212"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "0122" "0313" "0122" "0122" "0121" "0121"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "0121" "0121" "0121" "0121" "0122" "0122"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "0121" "0122" "0121" "0122" "0121" "0121"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "0122" "0121" "0121" "0122" "0121" "0121"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "0121" "0121" "0121" "014" "0122" "0122"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "0122" "0121" "0121" "0122" "0122" "0122"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "0122" "0122" "0121" "0122" "0122" "0121"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "0122" "0121" "0121" "0122" "0121" "0121"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "0121" "0121" "0121" "0121" "0122" "0122"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "0122" "0122" "0121" "0121" "0122" "0121"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "0121" "0121" "0121" "0122" "0122" "0122"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "0121" "0121" "0121" "0121" "014" "0313"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "01112" "01134" "01134" "01134" "01134" "01112"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "01134" "01113" "01113" "01112" "01112" "01134"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "01112" "0112" "01112" "01131" "01134" "0112"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "01112" "01112" "01112" "01112" "0133" "01134"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "01112" "01112" "01112" "01134" "01112" "01112"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "01112" "01112" "01112" "0112" "01112" "01112"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "01134" "01112" "01112" "01134" "01112" "01112"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "01112" "01112" "014" "01134" "01132" "0313"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "01112" "01134" "01134" "01112" "01112" "01112"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "01112" "01112" "01112" "01112" "01112" "01134"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "01134" "01112" "01112" "01113" "01134" "01112"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "014" "01134" "01112" "01134" "01132" "01112"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "01134" "0112" "0131" "01134" "01134" "01112"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "0313" "01134" "01132" "01112" "01112" "01112"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "01112" "01134" "01112" "01134" "01112" "01112"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "01112" "01112" "01134" "01112" "01112" "01112"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "01112" "01132" "01113" "01113" "01113" "01113"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "0133" "01111" "01113" "01113" "01111" "01111"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "01111" "01133" "01133" "01111" "01111" "01113"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "01111" "01113" "0313" "01113" "02212" "01131"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "01113" "0313" "01132" "01111" "0133" "01111"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "01113" "01111" "01111" "01113" "01113" "01113"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "01111" "01113" "01113" "01113" "01111" "01111"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "01113" "01111" "01111" "01113" "01131" "01133"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "01132" "01113" "01113" "01111" "01111" "01113"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "01113" "01113" "0313" "01113" "01113" "01113"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "01113" "01133" "01133" "01133" "01111" "01113"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "01113" "01133" "01133" "01113" "01113" "01133"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "01132" "01111" "01111" "01131" "01113" "01111"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "01113" "01111" "01133" "01111" "01131" "01111"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "01111" "01111" "01111" "01133" "0133" "01133"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "01113" "0133" "01111" "01113" "01113" "01113"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "01111" "01111" "01133" "01111" "01111" "01133"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "01111" "01133" "01111" "0131" "01111" "01132"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "01131" "01111" "033" "01131" "01132" "0131"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "01131" "01132" "01131" "01111" "0133" "0133"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "01113" "01113" "01113" "01133" "01133" "01113"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "01113" "01113" "01113" "01133" "01131" "01133"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "01111" "01133" "01111" "01113" "0133" "01111"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "01131" "01111" "01113" "01111" "01111" "01111"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "01113" "0133" "01133" "01113" "01113" "01113"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "01113" "01132" "01113" "01132" "01111" "01111"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "01131" "01111" "01131" "0133" "01111" "0131"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "01133" "01113" "01113" "01111" "01111" "01111"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "01131" "01131" "01111" "01111" "01111" "01111"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "01111" "01111" "01111" "0112" "0112" "0112"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "0112" "0112" "0313" "0112" "0112" "0132"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "0132" "0132" "0112" "0132" "0132" "0132"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "0112" "0132" "0112" "0132" "0313" "0112"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "0112" "0132" "0112" "0112" "0112" "0112"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "0132" "0132" "0132" "0132" "0132" "0132"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "0132" "0132" "0132" "0112" "0132" "0132"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "0112" "0112" "0132" "0132" "0132" "0112"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "0112" "0112" "0112" "0112" "0112" "01113"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "0112" "0132" "0132" "0313" "0112" "0112"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "0112" "0112" "0112" "0132" "0112" "01132"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "0112" "0112" "0132" "0112" "014" "0112"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "0112" "0112" "0112" "0112" "0122" "0112"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "0112" "0112" "0132" "0112" "0112" "0132"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "014" "014" "0112" "0112" "033" "0112"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "0122" "0132" "0112" "0112" "0112" "0112"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "0132" "0132" "014" "0112" "0112" "0112"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "0112" "014" "0112" "0112" "0112" "0112"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "0112" "0112" "0112" "01132" "0112" "0112"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "0132" "0112" "0112" "0112" "01113" "0112"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "0112" "0112" "0112" "0112" "01132" "0112"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "0112" "0112" "01132" "0112" "0112" "0112"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "0112" "0112" "0112" "0112" "0112" "0132"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "0112" "0322" "0132" "0112" "0112" "0132"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "0112" "0112" "0112" "0313" "0112" "0112"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "0112" "01132" "0112" "0112" "0112" "01111"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "01131" "0112" "01132" "0134" "0112" "01132"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "0112" "0112" "01132" "0112" "01131" "01131"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "014" "0112" "0112" "01132" "0112" "01113"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "0112" "0112" "0314" "0314" "0112" "014"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "0112" "0112" "01132" "01132" "0133" "0133"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "0112" "02321" "0133" "01132" "0112" "0133"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "0112" "0112" "0322" "0112" "0112" "01132"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "0112" "0112" "0133" "0133" "0133" "01132"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "0112" "0112" "0112" "0134" "0134" "01113"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "01111" "01131" "01111" "01113" "01131" "01111"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "01111" "0112" "01111" "01131" "01111" "01111"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "01131" "014" "01113" "01131" "01111" "01113"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "01112" "01111" "01131" "01111" "01113" "01131"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "01111" "01131" "01111" "0133" "01111" "01131"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "01131" "01113" "01111" "01131" "01111" "01131"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "01131" "01132" "01131" "01111" "0133" "0112"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "01111" "01132" "01111" "01131" "0134" "0112"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "01131" "01132" "01131" "0134" "0134" "01131"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "01131" "01111" "01131" "0112" "01111"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1003))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "02321" "02323" "02311" "02311" "02321" "02321"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "02321" "02321" "02321" "02321" "02323" "02311"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "02311" "02323" "02311" "02311" "02323" "02311"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "02132" "02323" "02323" "02221" "02321" "02323"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "02132" "02311" "02311" "02323" "02321" "02313"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "02131" "02321" "02321" "02221" "02311" "02321"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "02323" "02323" "02311" "02321" "02311" "02321"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "02321" "02221" "02321" "02221" "02221" "02311"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "02323" "02323" "0311" "02221" "0311" "02323"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "02311" "02323" "02121" "02312" "02311" "02312"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "02221" "02221" "02313" "02312" "02221" "02312"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "02313" "02313" "02323" "02323" "02321" "02221"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "02321" "02313" "02311" "02321" "02321" "02311"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "02321" "02323" "02321" "02321" "02221" "0311"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "02221" "02321" "02321" "02321" "02311" "02321"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "02321" "02311" "02321" "02314" "02311" "02221"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "02323" "02224" "02312" "02224" "02213" "02213"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "02312" "02212" "0134" "02213" "02213" "02213"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "02213" "02313" "02213" "02312" "02313" "02213"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "02224" "02212" "02323" "02213" "02314" "02212"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "02323" "02221" "02313" "02311" "02213" "02314"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "0312" "0134" "02312" "02224" "02221" "02224"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "02312" "02213" "02312" "02224" "02213" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "0134" "0311" "02212" "02221" "02224" "02224"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "02224" "02212" "02224" "02213" "02212" "02213"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "02312" "02213" "02213" "02224" "02224" "0311"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "0311" "0311" "02312" "02221" "02311" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "02313" "02313" "02313" "02312" "02312" "02312"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "02312" "02313" "02312" "02312" "02312" "02313"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "02213" "02313" "024" "02312" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "02313" "02323" "02213" "02213" "02213" "02313"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "02224" "02224" "02224" "02224" "02224" "02213"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "02224" "02213" "024" "02312" "024" "02312"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "02224" "0134" "0134" "02323" "0311" "0134"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "0134" "0134" "0311" "0134" "0311" "0134"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "0134" "0311" "0311" "0311" "0134" "0311"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "02224" "024" "0134" "02221" "0311" "0311"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "02221" "0311" "0311" "0311" "02221" "0311"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "0134" "02221" "02221" "02224" "02221" "02224"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "0134" "0311" "0311" "0311" "0134" "0324"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "0311" "02221" "0311" "0134" "0311" "0311"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "0311" "0313" "0311" "0134" "0311" "02221"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "0134" "0134" "0311" "0134" "02224" "0311"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "033" "0134" "0311" "01132" "0311" "0311"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "0311" "0311" "0134" "0311" "0311" "0311"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "0311" "0134" "02323" "02221" "0311" "0311"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "0134" "0311" "0134" "0134" "0134" "02221"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "02221" "0311" "0311" "02221" "02323" "0322"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "02221" "02221" "02322" "02123" "02132" "02322"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "02123" "02132" "02222" "02132" "02322" "02322"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "02132" "02322" "02132" "02123" "02132" "02322"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "02132" "02132" "02222" "02314" "02132" "02123"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "02322" "0314" "02123" "02132" "02322" "02132"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "02123" "02314" "02123" "02132" "0314" "0314"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "02322" "02132" "02132" "02132" "02123" "02123"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "02123" "02123" "02123" "02222" "02322" "02132"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "02123" "02322" "0211" "024" "02322" "02132"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "02222" "0313" "02222" "0314" "02123" "02123"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "02322" "02222" "02222" "02123" "02222" "02222"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "0314" "02322" "02132" "0312" "0131" "0131"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "0312" "0131" "02322" "0312" "02223" "02211"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "02223" "0314" "0314" "02222" "02222" "02222"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "0131" "0314" "02222" "0313" "02222" "0314"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "0314" "02222" "02322" "0312" "02222" "02132"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "02322" "02322" "02212" "0312" "0312" "02223"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "02222" "02223" "0312" "024" "02223" "02222"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "0314" "02211" "0131" "0312" "0312" "0314"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "02223" "02222" "0314" "02223" "02223" "0312"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "0314" "0312" "0312" "0131" "0131" "02223"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "0131" "02223" "02212" "0314" "0312" "02322"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "02222" "02223" "0312" "0314" "02222" "0312"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "02223" "02222" "02211" "0312" "0314" "0312"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "02322" "0312" "02211" "02211" "0312" "02223"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "02322" "024" "0314" "0312" "0313" "02222"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "0312" "0312" "0131" "02222" "0314" "0314"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "024" "02223" "0312" "0312" "0131" "0312"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "0131" "0314" "0312" "0312" "02222" "0312"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "0312" "0312" "0131" "0131" "0312" "0131"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "02132" "02311" "02132" "0314" "02322" "02322"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "02314" "02222" "0314" "0131" "0131" "02314"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "02222" "02213" "02213" "02322" "0314" "02222"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "02213" "0314" "02222" "02222" "02213" "02222"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "02314" "0312" "02132" "02132" "02322" "02222"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "02222" "02322" "02322" "02123" "02222" "02211"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "02132" "02132" "02222" "02322" "02123" "02123"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "0314" "0313" "0314" "02322" "02123" "02223"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "0314" "02123" "0323" "02123" "0314" "0131"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "0313" "0312" "0312" "0131" "033" "0131"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "0314" "0312" "0131" "0314" "0312" "0314"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "02223" "0131" "02222" "0312" "0312" "0314"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "0313" "02322" "0312" "02222" "0312" "02223"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "02224" "02211" "02211" "02223" "02313" "02132"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "02211" "02211" "02212" "02313" "02213" "02313"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "02211" "02212" "02211" "02314" "02314" "02212"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "02211" "02211" "02212" "02212" "02211" "0312"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "02213" "02223" "02314" "02314" "02212" "02213"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "02211" "02211" "02213" "02223" "02212" "0312"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "02211" "02211" "02211" "02223" "02211" "0312"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "02211" "02211" "02211" "0312" "02211" "02211"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "02211" "02211" "02211" "02211" "02211" "02212"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "02223" "02211" "0211" "02211" "02223" "02211"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "02211" "02314" "02211" "02211" "02314" "02314"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "02212" "02211" "0312" "02223" "02211" "02211"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "024" "02211" "02223" "02314" "02211" "02223"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "02222" "02211" "02222" "02212" "02223" "02223"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "0312" "02223" "0312" "0131" "02222" "0312"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "02222" "0312" "0131" "0131" "024" "0312"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "0312" "0131" "0312" "0312" "0312" "02211"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "02223" "02223" "0312" "0313" "0312" "0312"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "02211" "0312" "0131" "02213" "02212" "0131"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "0312" "02223" "02213" "02211" "0312" "0312"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "02212" "02223" "02223" "02211" "02211" "02211"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "02211" "02211" "02211" "02211" "02211" "02211"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "02211" "02212" "0322" "0322" "033" "0323"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "0323" "033" "0314" "0322" "0322" "0323"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "0322" "0321" "0322" "0323" "0322" "02132"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "0323" "0323" "0321" "0322" "0323" "0322"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "0323" "0324" "0324" "0323" "0322" "0324"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "024" "0314" "02123" "0323" "0321" "0314"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "0323" "0322" "0322" "0322" "0323" "0322"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "0314" "0323" "0314" "0321" "02121" "0321"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "0321" "0323" "02123" "0321" "02123" "02123"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "02123" "02123" "0314" "0322" "02322" "0323"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "0314" "0323" "0321" "0322" "02123" "0314"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "0314" "02123" "0321" "0322" "0322" "024"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "0322" "0321" "0322" "0323" "0322" "0322"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "0321" "0323" "0321" "0324" "0322" "0322"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "0321" "0322" "0321" "0322" "0322" "0321"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "0322" "0323" "0322" "0323" "0322" "033"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "0322" "0324" "0322" "0322" "024" "0321"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "0321" "0323" "0321" "0322" "0322" "0322"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "0321" "0321" "0322" "0323" "0322" "0321"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "024" "0322" "033" "0322" "0322" "024"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "033" "0323" "0322" "0324" "0324" "0322"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "0324" "024" "0323" "0324" "024" "033"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "0322" "0323" "0322" "0323" "0324" "0323"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "0322" "0322" "0322" "0322" "0321" "0324"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "0321" "0324" "0321" "0322" "02121" "0321"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "0321" "0323" "0321" "0321" "0321" "0321"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "0322" "0324" "0324" "0324" "0322" "0321"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "0322" "0324" "0324" "0322" "0324" "0324"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "0322" "0323" "033" "0321" "0322" "0321"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "0321" "0324" "0323" "0321" "0321" "0323"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "0322" "033" "0322" "0321" "0321" "02121"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "0321" "0321" "0322" "0321" "0321" "0322"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "0322" "0321" "0322" "0321" "0321" "024"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "02131" "024" "02121" "02121" "024" "02131"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "02131" "02131" "024" "02123" "02133" "024"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "02132" "02133" "0211" "02121" "02121" "02121"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "0323" "02121" "0323" "02122" "02121"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "02121" "02122" "024" "02121" "02121" "02121"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "0323" "02122" "02121" "02121" "02121" "02122"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "02133" "033" "024" "033" "02121" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "0323" "024" "02121" "02121" "02121" "024"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "02121" "02121" "02121" "02121" "02121" "024"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "02121" "02121" "02121" "02121" "02121" "02121"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "02121" "0211" "02121" "02133" "02131"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "02121" "02133" "0211" "0211" "0211" "02122"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "02131" "02131" "0211" "02131" "0211" "02133"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "02131" "02131" "02121" "02131" "02131"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "02131" "02131" "02131" "02133" "02133" "02133"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "02133" "02131" "02131" "02133" "02122" "02133"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "02131" "02131" "02131" "02133" "02133" "02131"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "02131" "0211" "02131" "02131" "02133" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "02131" "02133" "02122" "02133" "02131" "02131"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "02131" "0211" "02122" "02121" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "02122" "02122" "02122" "02121" "02122" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "02122" "02121" "0323" "02121" "02122" "02121"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "02122" "02133" "02121" "02122" "02122" "02122"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "02122" "02121" "02122" "0321" "0321" "02122"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "02122" "02122" "02122" "02122" "02133" "02122"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "02122" "0321" "0321" "0324" "02131" "02122"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "02122" "02131" "02121" "02121" "02122" "02122"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "02122" "0321" "02133" "0321" "0321" "02131"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "02122" "02122" "0321" "02133" "02122" "0321"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "02122" "02122" "02133" "02122" "02122" "02122"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "02122" "02122" "0321" "02122" "02121" "0323"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "02122" "02122" "02122" "02122" "0324" "02121"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "02131" "02122" "02122" "0321" "0323" "02122"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "02121" "0321" "02121" "0323" "0211" "02121"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "02121" "0211" "0211" "02121" "02121" "02121"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "02121" "0323" "024" "02121" "02121" "0323"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "0323" "024" "02121" "02121" "024" "0323"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "0323" "0323" "033" "0323" "0323" "024"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "024" "024" "024" "0323" "0324" "0323"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "024" "024" "024" "0323" "0323" "024"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "033" "0211" "024" "033" "024" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "024" "033" "024" "0211" "024" "0323"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "024" "024" "024" "024" "033" "033"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "024" "0211" "024" "024" "033" "024"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "024" "024" "024" "033" "024" "024"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "024" "033" "024" "024" "024" "024"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "033" "024" "024" "024" "024" "024"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "024" "024" "024" "024" "024" "024"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "024" "024" "024" "024" "024" "024"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "024" "024" "024" "024" "024" "024"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "024" "024" "024" "024" "0323" "024"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "024" "0211" "024" "024" "0211" "024"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "024" "024" "024" "024" "024"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "024" "024" "0211" "024" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "024" "0211" "024" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "024" "0211" "0211" "0211" "0211" "024"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "024" "0211" "0211" "024" "024" "024"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "024" "024" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "024" "024" "024" "024" "024"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "024" "024" "024" "024" "0211" "024"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "024" "024" "024" "024" "024" "024"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "024" "024" "024" "024" "024" "024"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "02314" "024" "024" "0211" "024"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "024" "0211" "024" "02121" "024" "024"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "024" "024" "0211" "024" "024" "024"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "024" "024" "0211" "0211" "024" "024"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "024" "024" "024" "024" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "02121" "024" "024" "0211" "024" "024"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "024" "024" "0211" "024" "024"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "024" "024" "024" "0211" "0211" "024"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "033" "033" "033" "033" "033"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "033" "033" "0323" "033" "0323" "033"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "033" "033" "033" "033" "033" "033"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "033" "033" "033" "033" "033" "033"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "033" "033" "033" "0131" "033" "033"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "033" "0323" "033" "033" "033" "033"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "033" "033" "033" "033" "033" "033"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "033" "033" "033" "033" "0314" "0131"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "033" "033" "033" "033" "033" "033"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "033" "033" "033" "033" "033" "033"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "033" "033" "033" "033" "033" "033"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "0131" "033" "033" "0322" "033" "033"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "033" "033" "0131" "033" "033" "033"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "033" "033" "033" "024" "024" "033"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "033" "033" "024" "033" "033" "033"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "033" "0131" "033" "033" "033" "033"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "033" "033" "024" "033" "033" "033"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "033" "033" "033" "033" "024" "0323"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "033" "024" "033" "033" "033" "0131"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "033" "033" "033" "033" "033" "033"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "033" "033" "033" "024" "033" "033"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "033" "033" "033" "033" "033" "033"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "024" "033" "033" "033" "033" "024"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "024" "024" "024" "033" "0131" "033"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "033" "033" "033" "033" "033" "033"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "033" "024" "033" "0323" "033" "024"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "033" "033" "033" "024" "024" "024"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "033" "033" "033" "0131" "033" "024"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "024" "024" "033" "024" "024" "024"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "024" "024" "02213" "0323" "033" "033"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "033" "033" "033" "033" "033" "033"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "033" "033" "024" "024" "033" "033"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "0323" "033" "033" "024" "033" "033"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "033" "033" "033" "024" "024" "033"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "024" "024" "033" "02213" "024" "024"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "024" "024" "024" "033" "033" "024"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "024" "033" "024" "024" "033" "024"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "033" "024" "024" "024" "033" "024"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "02213" "024" "024" "033" "033" "033"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "033" "024" "024" "024" "02212" "024"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "024" "024" "024" "024" "033" "033"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "024" "024" "033" "024" "033" "024"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "024" "024" "024" "024" "024" "024"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "024" "02213" "024" "024" "024" "024"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "024" "024" "012" "012" "012" "0112"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "012" "012" "012" "012" "012" "012"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "012" "012" "012" "012" "012" "012"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "012" "01131" "012" "012" "01112" "012"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "014" "012" "0132" "012" "012" "014"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "02212" "012" "012" "012" "014" "012"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "0133" "014" "0112" "012" "014" "014"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "0133" "012" "014" "012" "012" "012"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "012" "012" "012" "012" "012" "02212"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "012" "02322" "012" "012" "012" "012"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "0313" "012" "0313" "012" "012" "012"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "012" "02212" "012" "014" "012" "012"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "0324" "012" "012" "012" "014" "012"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "012" "014" "0112" "014" "014" "012"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "012" "012" "012" "024" "02212" "012"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "012" "012" "012" "012" "012" "012"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "0324" "012" "012" "012" "012" "012"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "012" "012" "012" "014" "014" "014"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "014" "012" "012" "012" "014" "012"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "014" "012" "012" "012" "012" "0313"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "012" "014" "014" "012" "014" "012"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "012" "012" "012" "0324" "012" "012"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "014" "014" "012" "014" "012" "014"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "014" "014" "012" "012" "012" "012"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "012" "012" "014" "014" "014" "012"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "012" "012" "012" "014" "012" "012"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "0313" "02212" "012" "012" "014" "012"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "012" "012" "014" "014" "014" "012"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "012" "012" "014" "012" "012" "012"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "012" "012" "012" "014" "012" "012"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "012" "012" "012" "02212" "012" "012"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "012" "012" "012" "012" "012" "02212"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "014" "012" "014" "033" "014" "014"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "012" "012" "012" "012" "012" "014"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "012" "0313" "012" "012" "012" "012"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "012" "012" "012" "012" "0313" "012"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "012" "02212" "012" "012" "012" "012"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "012" "014" "012" "012" "012" "02212"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "012" "012" "012" "012" "012" "012"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "012" "012" "014" "012" "012" "012"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "012" "014" "014" "014" "012" "012"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "014" "012" "014" "012" "0313" "014"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "014" "012" "012" "012" "014" "014"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "014" "014" "012" "014" "014" "0313"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "014" "014" "014" "014" "014" "014"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "014" "014" "014" "014" "014" "014"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "014" "014" "014" "014" "0313" "0131"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "014" "012" "014" "014" "014" "014"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "014" "014" "012" "014" "014" "014"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "014" "014" "014" "012" "014" "012"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "014" "012" "014" "014" "012" "014"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "02212" "014" "014" "012" "0133" "0133"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "012" "014" "014" "012" "02212" "014"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "02212" "012" "014" "012" "014" "012"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "014" "014" "012" "014" "014" "014"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "012" "012" "014" "014" "014" "012"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "012" "012" "014" "014" "014" "014"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "014" "0313" "033" "014" "014" "014"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "014" "014" "012" "014" "014" "0313"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "014" "014" "014" "014" "014" "0313"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "014" "014" "014" "012" "014" "014"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "014" "012" "012" "014" "012" "014"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "012" "014" "014" "014" "012" "014"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "014" "012" "012" "012" "014" "014"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "012" "02212" "012" "012" "012" "014"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "014" "012" "012" "012" "012" "012"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "014" "012" "012" "014" "012" "014"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "0133" "012" "012" "014" "014" "014"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "014" "014" "0133" "014" "014" "014"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "014" "014" "012" "014" "014" "014"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "014" "014" "014" "014" "014" "014"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "014" "014" "014" "014" "0131" "012"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "014" "014" "014" "014" "014" "014"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "0112" "014" "014" "014" "014" "014"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "014" "014" "0131" "014" "014" "014"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "012" "014" "014" "0313" "014" "014"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "014" "014" "0131" "012" "014" "014"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "014" "014" "014" "0131" "014" "014"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "0131" "014" "014" "014" "0131" "0313"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "014" "014" "014" "014" "012" "014"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "014" "012" "014" "0133" "014" "0131"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "02212" "014" "014" "014" "014" "014"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "014" "014" "014" "014" "014" "014"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "014" "014" "014" "014" "014" "014"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "012" "014" "014" "014" "014" "033"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "014" "014" "014" "014" "014" "014"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "0324" "012" "014" "014" "0112" "014"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "014" "0313" "014" "012" "014" "014"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "012" "014" "014" "012" "01111" "012"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "012" "014" "012" "014" "014" "012"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "014" "014" "014" "014" "014" "0112"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "014" "014" "012" "014" "014" "01131"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "012" "014" "01111" "014" "014" "014"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "014" "014" "033" "014" "014" "014"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "014" "012" "014" "014" "014" "012"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "012" "014" "014" "012" "012" "0313"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "012" "014" "014" "012" "0313" "012"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "014" "014" "012" "012" "014" "012"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "012" "014" "012" "014" "012" "014"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "014" "012" "012" "014" "0313" "014"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "012" "012" "012" "012" "0324" "033"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "012" "012" "012" "012" "012" "012"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "012" "014" "014" "02212" "014" "012"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "0324" "0324" "014" "012" "012" "012"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "012" "012" "012" "012" "014" "014"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "012" "012" "012" "012" "012" "012"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "012" "012" "012" "012" "012" "02212"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "012" "0313" "012" "012" "012" "012"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "012" "012" "012" "014" "012" "012"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "012" "012" "012" "012" "014" "0313"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "01112" "01134" "01134" "01134" "01134" "01112"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "01134" "01113" "01113" "01112" "01112" "01134"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "01112" "0112" "01112" "01131" "01134" "0112"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "01112" "01112" "01112" "01112" "0133" "01134"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "01112" "01112" "01112" "01134" "01112" "01112"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "01112" "01112" "01112" "0112" "01112" "01112"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "01134" "01112" "01112" "01134" "01112" "01112"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "01112" "01112" "014" "01134" "01132" "0313"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "01112" "01134" "01134" "01112" "01112" "01112"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "01112" "01112" "01112" "01112" "01112" "01134"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "01134" "01112" "01112" "01113" "01134" "01112"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "014" "01134" "01112" "01134" "01132" "01112"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "01134" "0112" "0131" "01134" "01134" "01112"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "0313" "01134" "01132" "01112" "01112" "01112"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "01112" "01134" "01112" "01134" "01112" "01112"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "01112" "01112" "01134" "01112" "01112" "01112"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "01112" "01132" "01113" "01113" "01113" "01113"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "0133" "01111" "01113" "01113" "01111" "01111"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "01111" "01133" "01133" "01111" "01111" "01113"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "01111" "01113" "0313" "01113" "02212" "01131"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "01113" "0313" "01132" "01111" "0133" "01111"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "01113" "01111" "01111" "01113" "01113" "01113"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "01111" "01113" "01113" "01113" "01111" "01111"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "01113" "01111" "01111" "01113" "01131" "01133"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "01132" "01113" "01113" "01111" "01111" "01113"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "01113" "01113" "0313" "01113" "01113" "01113"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "01113" "01133" "01133" "01133" "01111" "01113"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "01113" "01133" "01133" "01113" "01113" "01133"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "01132" "01111" "01111" "01131" "01113" "01111"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "01113" "01111" "01133" "01111" "01131" "01111"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "01111" "01111" "01111" "01133" "0133" "01133"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "01113" "0133" "01111" "01113" "01113" "01113"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "01111" "01111" "01133" "01111" "01111" "01133"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "01111" "01133" "01111" "0131" "01111" "01132"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "01131" "01111" "033" "01131" "01132" "0131"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "01131" "01132" "01131" "01111" "0133" "0133"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "01113" "01113" "01113" "01133" "01133" "01113"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "01113" "01113" "01113" "01133" "01131" "01133"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "01111" "01133" "01111" "01113" "0133" "01111"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "01131" "01111" "01113" "01111" "01111" "01111"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "01113" "0133" "01133" "01113" "01113" "01113"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "01113" "01132" "01113" "01132" "01111" "01111"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "01131" "01111" "01131" "0133" "01111" "0131"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "01133" "01113" "01113" "01111" "01111" "01111"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "01131" "01131" "01111" "01111" "01111" "01111"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "01111" "01111" "01111" "0112" "0112" "0112"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "0112" "0112" "0313" "0112" "0112" "0132"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "0132" "0132" "0112" "0132" "0132" "0132"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "0112" "0132" "0112" "0132" "0313" "0112"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "0112" "0132" "0112" "0112" "0112" "0112"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "0132" "0132" "0132" "0132" "0132" "0132"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "0132" "0132" "0132" "0112" "0132" "0132"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "0112" "0112" "0132" "0132" "0132" "0112"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "0112" "0112" "0112" "0112" "0112" "01113"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "0112" "0132" "0132" "0313" "0112" "0112"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "0112" "0112" "0112" "0132" "0112" "01132"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "0112" "0112" "0132" "0112" "014" "0112"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "0112" "0112" "0112" "0112" "012" "0112"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "0112" "0112" "0132" "0112" "0112" "0132"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "014" "014" "0112" "0112" "033" "0112"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "012" "0132" "0112" "0112" "0112" "0112"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "0132" "0132" "014" "0112" "0112" "0112"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "0112" "014" "0112" "0112" "0112" "0112"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "0112" "0112" "0112" "01132" "0112" "0112"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "0132" "0112" "0112" "0112" "01113" "0112"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "0112" "0112" "0112" "0112" "01132" "0112"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "0112" "0112" "01132" "0112" "0112" "0112"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "0112" "0112" "0112" "0112" "0112" "0132"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "0112" "0322" "0132" "0112" "0112" "0132"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "0112" "0112" "0112" "0313" "0112" "0112"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "0112" "01132" "0112" "0112" "0112" "01111"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "01131" "0112" "01132" "0134" "0112" "01132"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "0112" "0112" "01132" "0112" "01131" "01131"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "014" "0112" "0112" "01132" "0112" "01113"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "0112" "0112" "0314" "0314" "0112" "014"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "0112" "0112" "01132" "01132" "0133" "0133"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "0112" "02321" "0133" "01132" "0112" "0133"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "0112" "0112" "0322" "0112" "0112" "01132"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "0112" "0112" "0133" "0133" "0133" "01132"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "0112" "0112" "0112" "0134" "0134" "01113"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "01111" "01131" "01111" "01113" "01131" "01111"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "01111" "0112" "01111" "01131" "01111" "01111"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "01131" "014" "01113" "01131" "01111" "01113"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "01112" "01111" "01131" "01111" "01113" "01131"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "01111" "01131" "01111" "0133" "01111" "01131"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "01131" "01113" "01111" "01131" "01111" "01131"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "01131" "01132" "01131" "01111" "0133" "0112"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "01111" "01132" "01111" "01131" "0134" "0112"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "01131" "01132" "01131" "0134" "0134" "01131"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "01131" "01111" "01131" "0112" "01111"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1028))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "02321" "02323" "02311" "02311" "02321" "02321"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "02321" "02321" "02321" "02321" "02323" "02311"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "02311" "02323" "02311" "02311" "02323" "02311"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "02132" "02323" "02323" "02221" "02321" "02323"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "02132" "02311" "02311" "02323" "02321" "02313"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "02131" "02321" "02321" "02221" "02311" "02321"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "02323" "02323" "02311" "02321" "02311" "02321"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "02321" "02221" "02321" "02221" "02221" "02311"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "02323" "02323" "0311" "02221" "0311" "02323"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "02311" "02323" "02121" "02312" "02311" "02312"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "02221" "02221" "02313" "02312" "02221" "02312"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "02313" "02313" "02323" "02323" "02321" "02221"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "02321" "02313" "02311" "02321" "02321" "02311"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "02321" "02323" "02321" "02321" "02221" "0311"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "02221" "02321" "02321" "02321" "02311" "02321"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "02321" "02311" "02321" "02314" "02311" "02221"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "02323" "02224" "02312" "02224" "02213" "02213"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "02312" "02212" "0134" "02213" "02213" "02213"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "02213" "02313" "02213" "02312" "02313" "02213"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "02224" "02212" "02323" "02213" "02314" "02212"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "02323" "02221" "02313" "02311" "02213" "02314"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "0312" "0134" "02312" "02224" "02221" "02224"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "02312" "02213" "02312" "02224" "02213" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "0134" "0311" "02212" "02221" "02224" "02224"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "02224" "02212" "02224" "02213" "02212" "02213"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "02312" "02213" "02213" "02224" "02224" "0311"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "0311" "0311" "02312" "02221" "02311" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "02313" "02313" "02313" "02312" "02312" "02312"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "02312" "02313" "02312" "02312" "02312" "02313"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "02213" "02313" "024" "02312" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "02313" "02323" "02213" "02213" "02213" "02313"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "02224" "02224" "02224" "02224" "02224" "02213"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "02224" "02213" "024" "02312" "024" "02312"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "02224" "0134" "0134" "02323" "0311" "0134"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "0134" "0134" "0311" "0134" "0311" "0134"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "0134" "0311" "0311" "0311" "0134" "0311"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "02224" "024" "0134" "02221" "0311" "0311"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "02221" "0311" "0311" "0311" "02221" "0311"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "0134" "02221" "02221" "02224" "02221" "02224"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "0134" "0311" "0311" "0311" "0134" "0324"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "0311" "02221" "0311" "0134" "0311" "0311"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "0311" "0313" "0311" "0134" "0311" "02221"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "0134" "0134" "0311" "0134" "02224" "0311"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "033" "0134" "0311" "01132" "0311" "0311"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "0311" "0311" "0134" "0311" "0311" "0311"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "0311" "0134" "02323" "02221" "0311" "0311"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "0134" "0311" "0134" "0134" "0134" "02221"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "02221" "0311" "0311" "02221" "02323" "0322"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "02221" "02221" "02322" "02123" "02132" "02322"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "02123" "02132" "02222" "02132" "02322" "02322"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "02132" "02322" "02132" "02123" "02132" "02322"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "02132" "02132" "02222" "02314" "02132" "02123"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "02322" "0314" "02123" "02132" "02322" "02132"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "02123" "02314" "02123" "02132" "0314" "0314"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "02322" "02132" "02132" "02132" "02123" "02123"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "02123" "02123" "02123" "02222" "02322" "02132"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "02123" "02322" "0211" "024" "02322" "02132"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "02222" "0313" "02222" "0314" "02123" "02123"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "02322" "02222" "02222" "02123" "02222" "02222"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "0314" "02322" "02132" "0312" "0131" "0131"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "0312" "0131" "02322" "0312" "02223" "02211"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "02223" "0314" "0314" "02222" "02222" "02222"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "0131" "0314" "02222" "0313" "02222" "0314"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "0314" "02222" "02322" "0312" "02222" "02132"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "02322" "02322" "02212" "0312" "0312" "02223"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "02222" "02223" "0312" "024" "02223" "02222"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "0314" "02211" "0131" "0312" "0312" "0314"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "02223" "02222" "0314" "02223" "02223" "0312"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "0314" "0312" "0312" "0131" "0131" "02223"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "0131" "02223" "02212" "0314" "0312" "02322"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "02222" "02223" "0312" "0314" "02222" "0312"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "02223" "02222" "02211" "0312" "0314" "0312"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "02322" "0312" "02211" "02211" "0312" "02223"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "02322" "024" "0314" "0312" "0313" "02222"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "0312" "0312" "0131" "02222" "0314" "0314"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "024" "02223" "0312" "0312" "0131" "0312"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "0131" "0314" "0312" "0312" "02222" "0312"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "0312" "0312" "0131" "0131" "0312" "0131"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "02132" "02311" "02132" "0314" "02322" "02322"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "02314" "02222" "0314" "0131" "0131" "02314"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "02222" "02213" "02213" "02322" "0314" "02222"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "02213" "0314" "02222" "02222" "02213" "02222"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "02314" "0312" "02132" "02132" "02322" "02222"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "02222" "02322" "02322" "02123" "02222" "02211"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "02132" "02132" "02222" "02322" "02123" "02123"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "0314" "0313" "0314" "02322" "02123" "02223"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "0314" "02123" "0323" "02123" "0314" "0131"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "0313" "0312" "0312" "0131" "033" "0131"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "0314" "0312" "0131" "0314" "0312" "0314"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "02223" "0131" "02222" "0312" "0312" "0314"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "0313" "02322" "0312" "02222" "0312" "02223"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "02224" "02211" "02211" "02223" "02313" "02132"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "02211" "02211" "02212" "02313" "02213" "02313"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "02211" "02212" "02211" "02314" "02314" "02212"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "02211" "02211" "02212" "02212" "02211" "0312"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "02213" "02223" "02314" "02314" "02212" "02213"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "02211" "02211" "02213" "02223" "02212" "0312"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "02211" "02211" "02211" "02223" "02211" "0312"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "02211" "02211" "02211" "0312" "02211" "02211"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "02211" "02211" "02211" "02211" "02211" "02212"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "02223" "02211" "0211" "02211" "02223" "02211"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "02211" "02314" "02211" "02211" "02314" "02314"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "02212" "02211" "0312" "02223" "02211" "02211"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "024" "02211" "02223" "02314" "02211" "02223"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "02222" "02211" "02222" "02212" "02223" "02223"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "0312" "02223" "0312" "0131" "02222" "0312"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "02222" "0312" "0131" "0131" "024" "0312"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "0312" "0131" "0312" "0312" "0312" "02211"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "02223" "02223" "0312" "0313" "0312" "0312"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "02211" "0312" "0131" "02213" "02212" "0131"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "0312" "02223" "02213" "02211" "0312" "0312"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "02212" "02223" "02223" "02211" "02211" "02211"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "02211" "02211" "02211" "02211" "02211" "02211"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "02211" "02212" "0322" "0322" "033" "0323"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "0323" "033" "0314" "0322" "0322" "0323"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "0322" "0321" "0322" "0323" "0322" "02132"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "0323" "0323" "0321" "0322" "0323" "0322"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "0323" "0324" "0324" "0323" "0322" "0324"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "024" "0314" "02123" "0323" "0321" "0314"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "0323" "0322" "0322" "0322" "0323" "0322"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "0314" "0323" "0314" "0321" "02121" "0321"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "0321" "0323" "02123" "0321" "02123" "02123"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "02123" "02123" "0314" "0322" "02322" "0323"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "0314" "0323" "0321" "0322" "02123" "0314"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "0314" "02123" "0321" "0322" "0322" "024"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "0322" "0321" "0322" "0323" "0322" "0322"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "0321" "0323" "0321" "0324" "0322" "0322"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "0321" "0322" "0321" "0322" "0322" "0321"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "0322" "0323" "0322" "0323" "0322" "033"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "0322" "0324" "0322" "0322" "024" "0321"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "0321" "0323" "0321" "0322" "0322" "0322"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "0321" "0321" "0322" "0323" "0322" "0321"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "024" "0322" "033" "0322" "0322" "024"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "033" "0323" "0322" "0324" "0324" "0322"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "0324" "024" "0323" "0324" "024" "033"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "0322" "0323" "0322" "0323" "0324" "0323"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "0322" "0322" "0322" "0322" "0321" "0324"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "0321" "0324" "0321" "0322" "02121" "0321"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "0321" "0323" "0321" "0321" "0321" "0321"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "0322" "0324" "0324" "0324" "0322" "0321"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "0322" "0324" "0324" "0322" "0324" "0324"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "0322" "0323" "033" "0321" "0322" "0321"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "0321" "0324" "0323" "0321" "0321" "0323"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "0322" "033" "0322" "0321" "0321" "02121"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "0321" "0321" "0322" "0321" "0321" "0322"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "0322" "0321" "0322" "0321" "0321" "024"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "02131" "024" "02121" "02121" "024" "02131"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "02131" "02131" "024" "02123" "02133" "024"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "02132" "02133" "0211" "02121" "02121" "02121"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "0323" "02121" "0323" "02122" "02121"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "02121" "02122" "024" "02121" "02121" "02121"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "0323" "02122" "02121" "02121" "02121" "02122"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "02133" "033" "024" "033" "02121" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "0323" "024" "02121" "02121" "02121" "024"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "02121" "02121" "02121" "02121" "02121" "024"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "02121" "02121" "02121" "02121" "02121" "02121"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "02121" "0211" "02121" "02133" "02131"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "02121" "02133" "0211" "0211" "0211" "02122"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "02131" "02131" "0211" "02131" "0211" "02133"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "02131" "02131" "02121" "02131" "02131"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "02131" "02131" "02131" "02133" "02133" "02133"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "02133" "02131" "02131" "02133" "02122" "02133"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "02131" "02131" "02131" "02133" "02133" "02131"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "02131" "0211" "02131" "02131" "02133" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "02131" "02133" "02122" "02133" "02131" "02131"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "02131" "0211" "02122" "02121" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "02122" "02122" "02122" "02121" "02122" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "02122" "02121" "0323" "02121" "02122" "02121"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "02122" "02133" "02121" "02122" "02122" "02122"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "02122" "02121" "02122" "0321" "0321" "02122"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "02122" "02122" "02122" "02122" "02133" "02122"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "02122" "0321" "0321" "0324" "02131" "02122"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "02122" "02131" "02121" "02121" "02122" "02122"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "02122" "0321" "02133" "0321" "0321" "02131"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "02122" "02122" "0321" "02133" "02122" "0321"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "02122" "02122" "02133" "02122" "02122" "02122"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "02122" "02122" "0321" "02122" "02121" "0323"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "02122" "02122" "02122" "02122" "0324" "02121"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "02131" "02122" "02122" "0321" "0323" "02122"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "02121" "0321" "02121" "0323" "0211" "02121"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "02121" "0211" "0211" "02121" "02121" "02121"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "02121" "0323" "024" "02121" "02121" "0323"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "0323" "024" "02121" "02121" "024" "0323"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "0323" "0323" "033" "0323" "0323" "024"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "024" "024" "024" "0323" "0324" "0323"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "024" "024" "024" "0323" "0323" "024"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "033" "0211" "024" "033" "024" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "024" "033" "024" "0211" "024" "0323"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "024" "024" "024" "024" "033" "033"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "024" "0211" "024" "024" "033" "024"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "024" "024" "024" "033" "024" "024"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "024" "033" "024" "024" "024" "024"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "033" "024" "024" "024" "024" "024"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "024" "024" "024" "024" "024" "024"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "024" "024" "024" "024" "024" "024"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "024" "024" "024" "024" "024" "024"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "024" "024" "024" "024" "0323" "024"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "024" "0211" "024" "024" "0211" "024"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "024" "024" "024" "024" "024"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "024" "024" "0211" "024" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "024" "0211" "024" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "024" "0211" "0211" "0211" "0211" "024"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "024" "0211" "0211" "024" "024" "024"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "024" "024" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "024" "024" "024" "024" "024"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "024" "024" "024" "024" "0211" "024"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "024" "024" "024" "024" "024" "024"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "024" "024" "024" "024" "024" "024"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "02314" "024" "024" "0211" "024"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "024" "0211" "024" "02121" "024" "024"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "024" "024" "0211" "024" "024" "024"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "024" "024" "0211" "0211" "024" "024"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "024" "024" "024" "024" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "02121" "024" "024" "0211" "024" "024"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "024" "024" "0211" "024" "024"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "024" "024" "024" "0211" "0211" "024"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "033" "033" "033" "033" "033"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "033" "033" "0323" "033" "0323" "033"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "033" "033" "033" "033" "033" "033"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "033" "033" "033" "033" "033" "033"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "033" "033" "033" "0131" "033" "033"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "033" "0323" "033" "033" "033" "033"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "033" "033" "033" "033" "033" "033"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "033" "033" "033" "033" "0314" "0131"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "033" "033" "033" "033" "033" "033"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "033" "033" "033" "033" "033" "033"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "033" "033" "033" "033" "033" "033"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "0131" "033" "033" "0322" "033" "033"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "033" "033" "0131" "033" "033" "033"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "033" "033" "033" "024" "024" "033"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "033" "033" "024" "033" "033" "033"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "033" "0131" "033" "033" "033" "033"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "033" "033" "024" "033" "033" "033"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "033" "033" "033" "033" "024" "0323"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "033" "024" "033" "033" "033" "0131"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "033" "033" "033" "033" "033" "033"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "033" "033" "033" "024" "033" "033"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "033" "033" "033" "033" "033" "033"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "024" "033" "033" "033" "033" "024"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "024" "024" "024" "033" "0131" "033"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "033" "033" "033" "033" "033" "033"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "033" "024" "033" "0323" "033" "024"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "033" "033" "033" "024" "024" "024"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "033" "033" "033" "0131" "033" "024"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "024" "024" "033" "024" "024" "024"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "024" "024" "02213" "0323" "033" "033"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "033" "033" "033" "033" "033" "033"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "033" "033" "024" "024" "033" "033"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "0323" "033" "033" "024" "033" "033"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "033" "033" "033" "024" "024" "033"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "024" "024" "033" "02213" "024" "024"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "024" "024" "024" "033" "033" "024"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "024" "033" "024" "024" "033" "024"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "033" "024" "024" "024" "033" "024"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "02213" "024" "024" "033" "033" "033"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "033" "024" "024" "024" "02212" "024"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "024" "024" "024" "024" "033" "033"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "024" "024" "033" "024" "033" "024"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "024" "024" "024" "024" "024" "024"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "024" "02213" "024" "024" "024" "024"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "024" "024" "012" "012" "012" "0112"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "012" "012" "012" "012" "012" "012"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "012" "012" "012" "012" "012" "012"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "012" "01131" "012" "012" "0111" "012"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "014" "012" "0132" "012" "012" "014"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "02212" "012" "012" "012" "014" "012"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "0133" "014" "0112" "012" "014" "014"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "0133" "012" "014" "012" "012" "012"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "012" "012" "012" "012" "012" "02212"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "012" "02322" "012" "012" "012" "012"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "0313" "012" "0313" "012" "012" "012"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "012" "02212" "012" "014" "012" "012"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "0324" "012" "012" "012" "014" "012"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "012" "014" "0112" "014" "014" "012"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "012" "012" "012" "024" "02212" "012"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "012" "012" "012" "012" "012" "012"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "0324" "012" "012" "012" "012" "012"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "012" "012" "012" "014" "014" "014"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "014" "012" "012" "012" "014" "012"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "014" "012" "012" "012" "012" "0313"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "012" "014" "014" "012" "014" "012"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "012" "012" "012" "0324" "012" "012"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "014" "014" "012" "014" "012" "014"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "014" "014" "012" "012" "012" "012"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "012" "012" "014" "014" "014" "012"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "012" "012" "012" "014" "012" "012"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "0313" "02212" "012" "012" "014" "012"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "012" "012" "014" "014" "014" "012"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "012" "012" "014" "012" "012" "012"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "012" "012" "012" "014" "012" "012"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "012" "012" "012" "02212" "012" "012"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "012" "012" "012" "012" "012" "02212"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "014" "012" "014" "033" "014" "014"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "012" "012" "012" "012" "012" "014"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "012" "0313" "012" "012" "012" "012"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "012" "012" "012" "012" "0313" "012"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "012" "02212" "012" "012" "012" "012"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "012" "014" "012" "012" "012" "02212"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "012" "012" "012" "012" "012" "012"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "012" "012" "014" "012" "012" "012"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "012" "014" "014" "014" "012" "012"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "014" "012" "014" "012" "0313" "014"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "014" "012" "012" "012" "014" "014"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "014" "014" "012" "014" "014" "0313"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "014" "014" "014" "014" "014" "014"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "014" "014" "014" "014" "014" "014"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "014" "014" "014" "014" "0313" "0131"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "014" "012" "014" "014" "014" "014"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "014" "014" "012" "014" "014" "014"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "014" "014" "014" "012" "014" "012"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "014" "012" "014" "014" "012" "014"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "02212" "014" "014" "012" "0133" "0133"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "012" "014" "014" "012" "02212" "014"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "02212" "012" "014" "012" "014" "012"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "014" "014" "012" "014" "014" "014"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "012" "012" "014" "014" "014" "012"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "012" "012" "014" "014" "014" "014"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "014" "0313" "033" "014" "014" "014"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "014" "014" "012" "014" "014" "0313"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "014" "014" "014" "014" "014" "0313"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "014" "014" "014" "012" "014" "014"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "014" "012" "012" "014" "012" "014"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "012" "014" "014" "014" "012" "014"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "014" "012" "012" "012" "014" "014"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "012" "02212" "012" "012" "012" "014"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "014" "012" "012" "012" "012" "012"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "014" "012" "012" "014" "012" "014"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "0133" "012" "012" "014" "014" "014"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "014" "014" "0133" "014" "014" "014"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "014" "014" "012" "014" "014" "014"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "014" "014" "014" "014" "014" "014"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "014" "014" "014" "014" "0131" "012"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "014" "014" "014" "014" "014" "014"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "0112" "014" "014" "014" "014" "014"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "014" "014" "0131" "014" "014" "014"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "012" "014" "014" "0313" "014" "014"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "014" "014" "0131" "012" "014" "014"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "014" "014" "014" "0131" "014" "014"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "0131" "014" "014" "014" "0131" "0313"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "014" "014" "014" "014" "012" "014"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "014" "012" "014" "0133" "014" "0131"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "02212" "014" "014" "014" "014" "014"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "014" "014" "014" "014" "014" "014"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "014" "014" "014" "014" "014" "014"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "012" "014" "014" "014" "014" "033"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "014" "014" "014" "014" "014" "014"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "0324" "012" "014" "014" "0112" "014"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "014" "0313" "014" "012" "014" "014"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "012" "014" "014" "012" "0111" "012"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "012" "014" "012" "014" "014" "012"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "014" "014" "014" "014" "014" "0112"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "014" "014" "012" "014" "014" "01131"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "012" "014" "0111" "014" "014" "014"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "014" "014" "033" "014" "014" "014"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "014" "012" "014" "014" "014" "012"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "012" "014" "014" "012" "012" "0313"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "012" "014" "014" "012" "0313" "012"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "014" "014" "012" "012" "014" "012"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "012" "014" "012" "014" "012" "014"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "014" "012" "012" "014" "0313" "014"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "012" "012" "012" "012" "0324" "033"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "012" "012" "012" "012" "012" "012"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "012" "014" "014" "02212" "014" "012"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "0324" "0324" "014" "012" "012" "012"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "012" "012" "012" "012" "014" "014"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "012" "012" "012" "012" "012" "012"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "012" "012" "012" "012" "012" "02212"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "012" "0313" "012" "012" "012" "012"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "012" "012" "012" "014" "012" "012"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "012" "012" "012" "012" "014" "0313"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "0111" "01134" "01134" "01134" "01134" "0111"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "01134" "0111" "0111" "0111" "0111" "01134"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "0111" "0112" "0111" "01131" "01134" "0112"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "0111" "0111" "0111" "0111" "0133" "01134"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "0111" "0111" "0111" "01134" "0111" "0111"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "0111" "0111" "0111" "0112" "0111" "0111"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "01134" "0111" "0111" "01134" "0111" "0111"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "0111" "0111" "014" "01134" "01132" "0313"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "0111" "01134" "01134" "0111" "0111" "0111"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "0111" "0111" "0111" "0111" "0111" "01134"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "01134" "0111" "0111" "0111" "01134" "0111"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "014" "01134" "0111" "01134" "01132" "0111"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "01134" "0112" "0131" "01134" "01134" "0111"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "0313" "01134" "01132" "0111" "0111" "0111"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "0111" "01134" "0111" "01134" "0111" "0111"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "0111" "0111" "01134" "0111" "0111" "0111"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "0111" "01132" "0111" "0111" "0111" "0111"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "0133" "0111" "0111" "0111" "0111" "0111"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "0111" "01133" "01133" "0111" "0111" "0111"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "0111" "0111" "0313" "0111" "02212" "01131"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "0111" "0313" "01132" "0111" "0133" "0111"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "0111" "0111" "0111" "0111" "0111" "0111"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "0111" "0111" "0111" "0111" "0111" "0111"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "0111" "0111" "0111" "0111" "01131" "01133"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "01132" "0111" "0111" "0111" "0111" "0111"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "0111" "0111" "0313" "0111" "0111" "0111"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "0111" "01133" "01133" "01133" "0111" "0111"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "0111" "01133" "01133" "0111" "0111" "01133"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "01132" "0111" "0111" "01131" "0111" "0111"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "0111" "0111" "01133" "0111" "01131" "0111"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "0111" "0111" "0111" "01133" "0133" "01133"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "0111" "0133" "0111" "0111" "0111" "0111"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "0111" "0111" "01133" "0111" "0111" "01133"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "0111" "01133" "0111" "0131" "0111" "01132"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "01131" "0111" "033" "01131" "01132" "0131"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "01131" "01132" "01131" "0111" "0133" "0133"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "0111" "0111" "0111" "01133" "01133" "0111"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "0111" "0111" "0111" "01133" "01131" "01133"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "0111" "01133" "0111" "0111" "0133" "0111"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "01131" "0111" "0111" "0111" "0111" "0111"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "0111" "0133" "01133" "0111" "0111" "0111"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "0111" "01132" "0111" "01132" "0111" "0111"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "01131" "0111" "01131" "0133" "0111" "0131"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "01133" "0111" "0111" "0111" "0111" "0111"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "01131" "01131" "0111" "0111" "0111" "0111"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "0111" "0111" "0111" "0112" "0112" "0112"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "0112" "0112" "0313" "0112" "0112" "0132"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "0132" "0132" "0112" "0132" "0132" "0132"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "0112" "0132" "0112" "0132" "0313" "0112"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "0112" "0132" "0112" "0112" "0112" "0112"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "0132" "0132" "0132" "0132" "0132" "0132"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "0132" "0132" "0132" "0112" "0132" "0132"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "0112" "0112" "0132" "0132" "0132" "0112"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "0112" "0112" "0112" "0112" "0112" "0111"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "0112" "0132" "0132" "0313" "0112" "0112"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "0112" "0112" "0112" "0132" "0112" "01132"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "0112" "0112" "0132" "0112" "014" "0112"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "0112" "0112" "0112" "0112" "012" "0112"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "0112" "0112" "0132" "0112" "0112" "0132"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "014" "014" "0112" "0112" "033" "0112"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "012" "0132" "0112" "0112" "0112" "0112"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "0132" "0132" "014" "0112" "0112" "0112"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "0112" "014" "0112" "0112" "0112" "0112"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "0112" "0112" "0112" "01132" "0112" "0112"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "0132" "0112" "0112" "0112" "0111" "0112"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "0112" "0112" "0112" "0112" "01132" "0112"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "0112" "0112" "01132" "0112" "0112" "0112"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "0112" "0112" "0112" "0112" "0112" "0132"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "0112" "0322" "0132" "0112" "0112" "0132"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "0112" "0112" "0112" "0313" "0112" "0112"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "0112" "01132" "0112" "0112" "0112" "0111"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "01131" "0112" "01132" "0134" "0112" "01132"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "0112" "0112" "01132" "0112" "01131" "01131"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "014" "0112" "0112" "01132" "0112" "0111"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "0112" "0112" "0314" "0314" "0112" "014"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "0112" "0112" "01132" "01132" "0133" "0133"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "0112" "02321" "0133" "01132" "0112" "0133"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "0112" "0112" "0322" "0112" "0112" "01132"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "0112" "0112" "0133" "0133" "0133" "01132"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "0112" "0112" "0112" "0134" "0134" "0111"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "0111" "01131" "0111" "0111" "01131" "0111"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "0111" "0112" "0111" "01131" "0111" "0111"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "01131" "014" "0111" "01131" "0111" "0111"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "0111" "0111" "01131" "0111" "0111" "01131"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "0111" "01131" "0111" "0133" "0111" "01131"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "01131" "0111" "0111" "01131" "0111" "01131"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "01131" "01132" "01131" "0111" "0133" "0112"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "0111" "01132" "0111" "01131" "0134" "0112"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "01131" "01132" "01131" "0134" "0134" "01131"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "01131" "0111" "01131" "0112" "0111"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1035))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "02321" "02323" "02311" "02311" "02321" "02321"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "02321" "02321" "02321" "02321" "02323" "02311"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "02311" "02323" "02311" "02311" "02323" "02311"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "02132" "02323" "02323" "022" "02321" "02323"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "02132" "02311" "02311" "02323" "02321" "02313"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "02131" "02321" "02321" "022" "02311" "02321"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "02323" "02323" "02311" "02321" "02311" "02321"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "02321" "022" "02321" "022" "022" "02311"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "02323" "02323" "0311" "022" "0311" "02323"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "02311" "02323" "02121" "02312" "02311" "02312"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "022" "022" "02313" "02312" "022" "02312"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "02313" "02313" "02323" "02323" "02321" "022"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "02321" "02313" "02311" "02321" "02321" "02311"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "02321" "02323" "02321" "02321" "022" "0311"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "022" "02321" "02321" "02321" "02311" "02321"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "02321" "02311" "02321" "02314" "02311" "022"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "02323" "022" "02312" "022" "022" "022"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "02312" "022" "0134" "022" "022" "022"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "022" "02313" "022" "02312" "02313" "022"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "022" "022" "02323" "022" "02314" "022"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "02323" "022" "02313" "02311" "022" "02314"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "0312" "0134" "02312" "022" "022" "022"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "02312" "022" "02312" "022" "022" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "0134" "0311" "022" "022" "022" "022"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "022" "022" "022" "022" "022" "022"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "02312" "022" "022" "022" "022" "0311"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "0311" "0311" "02312" "022" "02311" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "02313" "02313" "02313" "02312" "02312" "02312"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "02312" "02313" "02312" "02312" "02312" "02313"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "022" "02313" "024" "02312" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "02313" "02323" "022" "022" "022" "02313"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "022" "022" "022" "022" "022" "022"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "022" "022" "024" "02312" "024" "02312"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "022" "0134" "0134" "02323" "0311" "0134"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "0134" "0134" "0311" "0134" "0311" "0134"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "0134" "0311" "0311" "0311" "0134" "0311"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "022" "024" "0134" "022" "0311" "0311"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "022" "0311" "0311" "0311" "022" "0311"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "0134" "022" "022" "022" "022" "022"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "0134" "0311" "0311" "0311" "0134" "0324"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "0311" "022" "0311" "0134" "0311" "0311"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "0311" "0313" "0311" "0134" "0311" "022"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "0134" "0134" "0311" "0134" "022" "0311"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "033" "0134" "0311" "01132" "0311" "0311"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "0311" "0311" "0134" "0311" "0311" "0311"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "0311" "0134" "02323" "022" "0311" "0311"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "0134" "0311" "0134" "0134" "0134" "022"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "022" "0311" "0311" "022" "02323" "0322"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "022" "022" "02322" "02123" "02132" "02322"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "02123" "02132" "022" "02132" "02322" "02322"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "02132" "02322" "02132" "02123" "02132" "02322"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "02132" "02132" "022" "02314" "02132" "02123"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "02322" "0314" "02123" "02132" "02322" "02132"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "02123" "02314" "02123" "02132" "0314" "0314"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "02322" "02132" "02132" "02132" "02123" "02123"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "02123" "02123" "02123" "022" "02322" "02132"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "02123" "02322" "0211" "024" "02322" "02132"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "022" "0313" "022" "0314" "02123" "02123"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "02322" "022" "022" "02123" "022" "022"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "0314" "02322" "02132" "0312" "0131" "0131"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "0312" "0131" "02322" "0312" "022" "022"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "022" "0314" "0314" "022" "022" "022"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "0131" "0314" "022" "0313" "022" "0314"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "0314" "022" "02322" "0312" "022" "02132"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "02322" "02322" "022" "0312" "0312" "022"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "022" "022" "0312" "024" "022" "022"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "0314" "022" "0131" "0312" "0312" "0314"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "022" "022" "0314" "022" "022" "0312"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "0314" "0312" "0312" "0131" "0131" "022"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "0131" "022" "022" "0314" "0312" "02322"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "022" "022" "0312" "0314" "022" "0312"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "022" "022" "022" "0312" "0314" "0312"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "02322" "0312" "022" "022" "0312" "022"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "02322" "024" "0314" "0312" "0313" "022"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "0312" "0312" "0131" "022" "0314" "0314"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "024" "022" "0312" "0312" "0131" "0312"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "0131" "0314" "0312" "0312" "022" "0312"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "0312" "0312" "0131" "0131" "0312" "0131"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "02132" "02311" "02132" "0314" "02322" "02322"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "02314" "022" "0314" "0131" "0131" "02314"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "022" "022" "022" "02322" "0314" "022"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "022" "0314" "022" "022" "022" "022"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "02314" "0312" "02132" "02132" "02322" "022"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "022" "02322" "02322" "02123" "022" "022"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "02132" "02132" "022" "02322" "02123" "02123"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "0314" "0313" "0314" "02322" "02123" "022"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "0314" "02123" "0323" "02123" "0314" "0131"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "0313" "0312" "0312" "0131" "033" "0131"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "0314" "0312" "0131" "0314" "0312" "0314"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "022" "0131" "022" "0312" "0312" "0314"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "0313" "02322" "0312" "022" "0312" "022"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "022" "022" "022" "022" "02313" "02132"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "022" "022" "022" "02313" "022" "02313"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "022" "022" "022" "02314" "02314" "022"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "022" "022" "022" "022" "022" "0312"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "022" "022" "02314" "02314" "022" "022"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "022" "022" "022" "022" "022" "0312"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "022" "022" "022" "022" "022" "0312"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "022" "022" "022" "0312" "022" "022"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "022" "022" "022" "022" "022" "022"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "022" "022" "0211" "022" "022" "022"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "022" "02314" "022" "022" "02314" "02314"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "022" "022" "0312" "022" "022" "022"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "024" "022" "022" "02314" "022" "022"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "022" "022" "022" "022" "022" "022"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "0312" "022" "0312" "0131" "022" "0312"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "022" "0312" "0131" "0131" "024" "0312"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "0312" "0131" "0312" "0312" "0312" "022"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "022" "022" "0312" "0313" "0312" "0312"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "022" "0312" "0131" "022" "022" "0131"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "0312" "022" "022" "022" "0312" "0312"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "022" "022" "022" "022" "022" "022"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "022" "022" "022" "022" "022" "022"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "022" "022" "0322" "0322" "033" "0323"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "0323" "033" "0314" "0322" "0322" "0323"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "0322" "0321" "0322" "0323" "0322" "02132"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "0323" "0323" "0321" "0322" "0323" "0322"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "0323" "0324" "0324" "0323" "0322" "0324"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "024" "0314" "02123" "0323" "0321" "0314"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "0323" "0322" "0322" "0322" "0323" "0322"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "0314" "0323" "0314" "0321" "02121" "0321"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "0321" "0323" "02123" "0321" "02123" "02123"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "02123" "02123" "0314" "0322" "02322" "0323"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "0314" "0323" "0321" "0322" "02123" "0314"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "0314" "02123" "0321" "0322" "0322" "024"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "0322" "0321" "0322" "0323" "0322" "0322"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "0321" "0323" "0321" "0324" "0322" "0322"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "0321" "0322" "0321" "0322" "0322" "0321"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "0322" "0323" "0322" "0323" "0322" "033"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "0322" "0324" "0322" "0322" "024" "0321"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "0321" "0323" "0321" "0322" "0322" "0322"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "0321" "0321" "0322" "0323" "0322" "0321"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "024" "0322" "033" "0322" "0322" "024"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "033" "0323" "0322" "0324" "0324" "0322"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "0324" "024" "0323" "0324" "024" "033"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "0322" "0323" "0322" "0323" "0324" "0323"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "0322" "0322" "0322" "0322" "0321" "0324"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "0321" "0324" "0321" "0322" "02121" "0321"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "0321" "0323" "0321" "0321" "0321" "0321"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "0322" "0324" "0324" "0324" "0322" "0321"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "0322" "0324" "0324" "0322" "0324" "0324"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "0322" "0323" "033" "0321" "0322" "0321"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "0321" "0324" "0323" "0321" "0321" "0323"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "0322" "033" "0322" "0321" "0321" "02121"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "0321" "0321" "0322" "0321" "0321" "0322"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "0322" "0321" "0322" "0321" "0321" "024"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "02131" "024" "02121" "02121" "024" "02131"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "02131" "02131" "024" "02123" "02133" "024"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "02132" "02133" "0211" "02121" "02121" "02121"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "0323" "02121" "0323" "02122" "02121"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "02121" "02122" "024" "02121" "02121" "02121"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "0323" "02122" "02121" "02121" "02121" "02122"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "02133" "033" "024" "033" "02121" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "0323" "024" "02121" "02121" "02121" "024"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "02121" "02121" "02121" "02121" "02121" "024"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "02121" "02121" "02121" "02121" "02121" "02121"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "02121" "0211" "02121" "02133" "02131"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "02121" "02133" "0211" "0211" "0211" "02122"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "02131" "02131" "0211" "02131" "0211" "02133"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "02131" "02131" "02121" "02131" "02131"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "02131" "02131" "02131" "02133" "02133" "02133"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "02133" "02131" "02131" "02133" "02122" "02133"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "02131" "02131" "02131" "02133" "02133" "02131"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "02131" "0211" "02131" "02131" "02133" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "02131" "02133" "02122" "02133" "02131" "02131"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "02131" "0211" "02122" "02121" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "02122" "02122" "02122" "02121" "02122" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "02122" "02121" "0323" "02121" "02122" "02121"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "02122" "02133" "02121" "02122" "02122" "02122"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "02122" "02121" "02122" "0321" "0321" "02122"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "02122" "02122" "02122" "02122" "02133" "02122"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "02122" "0321" "0321" "0324" "02131" "02122"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "02122" "02131" "02121" "02121" "02122" "02122"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "02122" "0321" "02133" "0321" "0321" "02131"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "02122" "02122" "0321" "02133" "02122" "0321"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "02122" "02122" "02133" "02122" "02122" "02122"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "02122" "02122" "0321" "02122" "02121" "0323"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "02122" "02122" "02122" "02122" "0324" "02121"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "02131" "02122" "02122" "0321" "0323" "02122"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "02121" "0321" "02121" "0323" "0211" "02121"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "02121" "0211" "0211" "02121" "02121" "02121"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "02121" "0323" "024" "02121" "02121" "0323"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "0323" "024" "02121" "02121" "024" "0323"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "0323" "0323" "033" "0323" "0323" "024"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "024" "024" "024" "0323" "0324" "0323"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "024" "024" "024" "0323" "0323" "024"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "033" "0211" "024" "033" "024" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "024" "033" "024" "0211" "024" "0323"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "024" "024" "024" "024" "033" "033"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "024" "0211" "024" "024" "033" "024"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "024" "024" "024" "033" "024" "024"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "024" "033" "024" "024" "024" "024"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "033" "024" "024" "024" "024" "024"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "024" "024" "024" "024" "024" "024"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "024" "024" "024" "024" "024" "024"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "024" "024" "024" "024" "024" "024"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "024" "024" "024" "024" "0323" "024"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "024" "0211" "024" "024" "0211" "024"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "024" "024" "024" "024" "024"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "024" "024" "0211" "024" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "024" "0211" "024" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "024" "0211" "0211" "0211" "0211" "024"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "024" "0211" "0211" "024" "024" "024"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "024" "024" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "024" "024" "024" "024" "024"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "024" "024" "024" "024" "0211" "024"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "024" "024" "024" "024" "024" "024"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "024" "024" "024" "024" "024" "024"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "02314" "024" "024" "0211" "024"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "024" "0211" "024" "02121" "024" "024"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "024" "024" "0211" "024" "024" "024"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "024" "024" "0211" "0211" "024" "024"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "024" "024" "024" "024" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "02121" "024" "024" "0211" "024" "024"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "024" "024" "0211" "024" "024"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "024" "024" "024" "0211" "0211" "024"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "033" "033" "033" "033" "033"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "033" "033" "0323" "033" "0323" "033"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "033" "033" "033" "033" "033" "033"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "033" "033" "033" "033" "033" "033"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "033" "033" "033" "0131" "033" "033"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "033" "0323" "033" "033" "033" "033"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "033" "033" "033" "033" "033" "033"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "033" "033" "033" "033" "0314" "0131"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "033" "033" "033" "033" "033" "033"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "033" "033" "033" "033" "033" "033"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "033" "033" "033" "033" "033" "033"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "0131" "033" "033" "0322" "033" "033"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "033" "033" "0131" "033" "033" "033"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "033" "033" "033" "024" "024" "033"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "033" "033" "024" "033" "033" "033"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "033" "0131" "033" "033" "033" "033"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "033" "033" "024" "033" "033" "033"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "033" "033" "033" "033" "024" "0323"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "033" "024" "033" "033" "033" "0131"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "033" "033" "033" "033" "033" "033"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "033" "033" "033" "024" "033" "033"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "033" "033" "033" "033" "033" "033"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "024" "033" "033" "033" "033" "024"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "024" "024" "024" "033" "0131" "033"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "033" "033" "033" "033" "033" "033"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "033" "024" "033" "0323" "033" "024"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "033" "033" "033" "024" "024" "024"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "033" "033" "033" "0131" "033" "024"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "024" "024" "033" "024" "024" "024"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "024" "024" "022" "0323" "033" "033"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "033" "033" "033" "033" "033" "033"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "033" "033" "024" "024" "033" "033"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "0323" "033" "033" "024" "033" "033"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "033" "033" "033" "024" "024" "033"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "024" "024" "033" "022" "024" "024"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "024" "024" "024" "033" "033" "024"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "024" "033" "024" "024" "033" "024"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "033" "024" "024" "024" "033" "024"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "022" "024" "024" "033" "033" "033"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "033" "024" "024" "024" "022" "024"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "024" "024" "024" "024" "033" "033"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "024" "024" "033" "024" "033" "024"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "024" "024" "024" "024" "024" "024"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "024" "022" "024" "024" "024" "024"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "024" "024" "012" "012" "012" "0112"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "012" "012" "012" "012" "012" "012"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "012" "012" "012" "012" "012" "012"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "012" "01131" "012" "012" "0111" "012"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "014" "012" "0132" "012" "012" "014"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "022" "012" "012" "012" "014" "012"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "0133" "014" "0112" "012" "014" "014"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "0133" "012" "014" "012" "012" "012"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "012" "012" "012" "012" "012" "022"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "012" "02322" "012" "012" "012" "012"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "0313" "012" "0313" "012" "012" "012"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "012" "022" "012" "014" "012" "012"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "0324" "012" "012" "012" "014" "012"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "012" "014" "0112" "014" "014" "012"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "012" "012" "012" "024" "022" "012"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "012" "012" "012" "012" "012" "012"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "0324" "012" "012" "012" "012" "012"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "012" "012" "012" "014" "014" "014"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "014" "012" "012" "012" "014" "012"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "014" "012" "012" "012" "012" "0313"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "012" "014" "014" "012" "014" "012"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "012" "012" "012" "0324" "012" "012"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "014" "014" "012" "014" "012" "014"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "014" "014" "012" "012" "012" "012"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "012" "012" "014" "014" "014" "012"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "012" "012" "012" "014" "012" "012"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "0313" "022" "012" "012" "014" "012"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "012" "012" "014" "014" "014" "012"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "012" "012" "014" "012" "012" "012"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "012" "012" "012" "014" "012" "012"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "012" "012" "012" "022" "012" "012"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "012" "012" "012" "012" "012" "022"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "014" "012" "014" "033" "014" "014"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "012" "012" "012" "012" "012" "014"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "012" "0313" "012" "012" "012" "012"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "012" "012" "012" "012" "0313" "012"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "012" "022" "012" "012" "012" "012"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "012" "014" "012" "012" "012" "022"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "012" "012" "012" "012" "012" "012"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "012" "012" "014" "012" "012" "012"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "012" "014" "014" "014" "012" "012"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "014" "012" "014" "012" "0313" "014"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "014" "012" "012" "012" "014" "014"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "014" "014" "012" "014" "014" "0313"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "014" "014" "014" "014" "014" "014"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "014" "014" "014" "014" "014" "014"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "014" "014" "014" "014" "0313" "0131"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "014" "012" "014" "014" "014" "014"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "014" "014" "012" "014" "014" "014"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "014" "014" "014" "012" "014" "012"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "014" "012" "014" "014" "012" "014"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "022" "014" "014" "012" "0133" "0133"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "012" "014" "014" "012" "022" "014"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "022" "012" "014" "012" "014" "012"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "014" "014" "012" "014" "014" "014"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "012" "012" "014" "014" "014" "012"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "012" "012" "014" "014" "014" "014"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "014" "0313" "033" "014" "014" "014"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "014" "014" "012" "014" "014" "0313"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "014" "014" "014" "014" "014" "0313"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "014" "014" "014" "012" "014" "014"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "014" "012" "012" "014" "012" "014"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "012" "014" "014" "014" "012" "014"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "014" "012" "012" "012" "014" "014"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "012" "022" "012" "012" "012" "014"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "014" "012" "012" "012" "012" "012"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "014" "012" "012" "014" "012" "014"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "0133" "012" "012" "014" "014" "014"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "014" "014" "0133" "014" "014" "014"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "014" "014" "012" "014" "014" "014"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "014" "014" "014" "014" "014" "014"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "014" "014" "014" "014" "0131" "012"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "014" "014" "014" "014" "014" "014"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "0112" "014" "014" "014" "014" "014"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "014" "014" "0131" "014" "014" "014"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "012" "014" "014" "0313" "014" "014"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "014" "014" "0131" "012" "014" "014"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "014" "014" "014" "0131" "014" "014"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "0131" "014" "014" "014" "0131" "0313"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "014" "014" "014" "014" "012" "014"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "014" "012" "014" "0133" "014" "0131"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "022" "014" "014" "014" "014" "014"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "014" "014" "014" "014" "014" "014"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "014" "014" "014" "014" "014" "014"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "012" "014" "014" "014" "014" "033"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "014" "014" "014" "014" "014" "014"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "0324" "012" "014" "014" "0112" "014"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "014" "0313" "014" "012" "014" "014"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "012" "014" "014" "012" "0111" "012"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "012" "014" "012" "014" "014" "012"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "014" "014" "014" "014" "014" "0112"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "014" "014" "012" "014" "014" "01131"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "012" "014" "0111" "014" "014" "014"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "014" "014" "033" "014" "014" "014"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "014" "012" "014" "014" "014" "012"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "012" "014" "014" "012" "012" "0313"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "012" "014" "014" "012" "0313" "012"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "014" "014" "012" "012" "014" "012"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "012" "014" "012" "014" "012" "014"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "014" "012" "012" "014" "0313" "014"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "012" "012" "012" "012" "0324" "033"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "012" "012" "012" "012" "012" "012"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "012" "014" "014" "022" "014" "012"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "0324" "0324" "014" "012" "012" "012"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "012" "012" "012" "012" "014" "014"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "012" "012" "012" "012" "012" "012"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "012" "012" "012" "012" "012" "022"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "012" "0313" "012" "012" "012" "012"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "012" "012" "012" "014" "012" "012"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "012" "012" "012" "012" "014" "0313"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "0111" "01134" "01134" "01134" "01134" "0111"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "01134" "0111" "0111" "0111" "0111" "01134"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "0111" "0112" "0111" "01131" "01134" "0112"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "0111" "0111" "0111" "0111" "0133" "01134"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "0111" "0111" "0111" "01134" "0111" "0111"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "0111" "0111" "0111" "0112" "0111" "0111"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "01134" "0111" "0111" "01134" "0111" "0111"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "0111" "0111" "014" "01134" "01132" "0313"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "0111" "01134" "01134" "0111" "0111" "0111"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "0111" "0111" "0111" "0111" "0111" "01134"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "01134" "0111" "0111" "0111" "01134" "0111"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "014" "01134" "0111" "01134" "01132" "0111"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "01134" "0112" "0131" "01134" "01134" "0111"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "0313" "01134" "01132" "0111" "0111" "0111"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "0111" "01134" "0111" "01134" "0111" "0111"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "0111" "0111" "01134" "0111" "0111" "0111"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "0111" "01132" "0111" "0111" "0111" "0111"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "0133" "0111" "0111" "0111" "0111" "0111"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "0111" "01133" "01133" "0111" "0111" "0111"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "0111" "0111" "0313" "0111" "022" "01131"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "0111" "0313" "01132" "0111" "0133" "0111"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "0111" "0111" "0111" "0111" "0111" "0111"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "0111" "0111" "0111" "0111" "0111" "0111"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "0111" "0111" "0111" "0111" "01131" "01133"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "01132" "0111" "0111" "0111" "0111" "0111"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "0111" "0111" "0313" "0111" "0111" "0111"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "0111" "01133" "01133" "01133" "0111" "0111"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "0111" "01133" "01133" "0111" "0111" "01133"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "01132" "0111" "0111" "01131" "0111" "0111"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "0111" "0111" "01133" "0111" "01131" "0111"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "0111" "0111" "0111" "01133" "0133" "01133"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "0111" "0133" "0111" "0111" "0111" "0111"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "0111" "0111" "01133" "0111" "0111" "01133"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "0111" "01133" "0111" "0131" "0111" "01132"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "01131" "0111" "033" "01131" "01132" "0131"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "01131" "01132" "01131" "0111" "0133" "0133"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "0111" "0111" "0111" "01133" "01133" "0111"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "0111" "0111" "0111" "01133" "01131" "01133"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "0111" "01133" "0111" "0111" "0133" "0111"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "01131" "0111" "0111" "0111" "0111" "0111"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "0111" "0133" "01133" "0111" "0111" "0111"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "0111" "01132" "0111" "01132" "0111" "0111"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "01131" "0111" "01131" "0133" "0111" "0131"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "01133" "0111" "0111" "0111" "0111" "0111"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "01131" "01131" "0111" "0111" "0111" "0111"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "0111" "0111" "0111" "0112" "0112" "0112"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "0112" "0112" "0313" "0112" "0112" "0132"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "0132" "0132" "0112" "0132" "0132" "0132"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "0112" "0132" "0112" "0132" "0313" "0112"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "0112" "0132" "0112" "0112" "0112" "0112"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "0132" "0132" "0132" "0132" "0132" "0132"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "0132" "0132" "0132" "0112" "0132" "0132"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "0112" "0112" "0132" "0132" "0132" "0112"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "0112" "0112" "0112" "0112" "0112" "0111"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "0112" "0132" "0132" "0313" "0112" "0112"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "0112" "0112" "0112" "0132" "0112" "01132"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "0112" "0112" "0132" "0112" "014" "0112"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "0112" "0112" "0112" "0112" "012" "0112"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "0112" "0112" "0132" "0112" "0112" "0132"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "014" "014" "0112" "0112" "033" "0112"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "012" "0132" "0112" "0112" "0112" "0112"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "0132" "0132" "014" "0112" "0112" "0112"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "0112" "014" "0112" "0112" "0112" "0112"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "0112" "0112" "0112" "01132" "0112" "0112"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "0132" "0112" "0112" "0112" "0111" "0112"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "0112" "0112" "0112" "0112" "01132" "0112"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "0112" "0112" "01132" "0112" "0112" "0112"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "0112" "0112" "0112" "0112" "0112" "0132"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "0112" "0322" "0132" "0112" "0112" "0132"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "0112" "0112" "0112" "0313" "0112" "0112"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "0112" "01132" "0112" "0112" "0112" "0111"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "01131" "0112" "01132" "0134" "0112" "01132"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "0112" "0112" "01132" "0112" "01131" "01131"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "014" "0112" "0112" "01132" "0112" "0111"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "0112" "0112" "0314" "0314" "0112" "014"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "0112" "0112" "01132" "01132" "0133" "0133"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "0112" "02321" "0133" "01132" "0112" "0133"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "0112" "0112" "0322" "0112" "0112" "01132"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "0112" "0112" "0133" "0133" "0133" "01132"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "0112" "0112" "0112" "0134" "0134" "0111"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "0111" "01131" "0111" "0111" "01131" "0111"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "0111" "0112" "0111" "01131" "0111" "0111"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "01131" "014" "0111" "01131" "0111" "0111"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "0111" "0111" "01131" "0111" "0111" "01131"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "0111" "01131" "0111" "0133" "0111" "01131"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "01131" "0111" "0111" "01131" "0111" "01131"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "01131" "01132" "01131" "0111" "0133" "0112"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "0111" "01132" "0111" "01131" "0134" "0112"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "01131" "01132" "01131" "0134" "0134" "01131"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "01131" "0111" "01131" "0112" "0111"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1221))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "02321" "02323" "02311" "02311" "02321" "02321"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "02321" "02321" "02321" "02321" "02323" "02311"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "02311" "02323" "02311" "02311" "02323" "02311"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "02132" "02323" "02323" "022" "02321" "02323"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "02132" "02311" "02311" "02323" "02321" "02313"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "02131" "02321" "02321" "022" "02311" "02321"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "02323" "02323" "02311" "02321" "02311" "02321"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "02321" "022" "02321" "022" "022" "02311"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "02323" "02323" "0311" "022" "0311" "02323"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "02311" "02323" "02121" "02312" "02311" "02312"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "022" "022" "02313" "02312" "022" "02312"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "02313" "02313" "02323" "02323" "02321" "022"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "02321" "02313" "02311" "02321" "02321" "02311"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "02321" "02323" "02321" "02321" "022" "0311"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "022" "02321" "02321" "02321" "02311" "02321"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "02321" "02311" "02321" "02314" "02311" "022"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "02323" "022" "02312" "022" "022" "022"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "02312" "022" "0134" "022" "022" "022"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "022" "02313" "022" "02312" "02313" "022"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "022" "022" "02323" "022" "02314" "022"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "02323" "022" "02313" "02311" "022" "02314"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "0312" "0134" "02312" "022" "022" "022"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "02312" "022" "02312" "022" "022" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "0134" "0311" "022" "022" "022" "022"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "022" "022" "022" "022" "022" "022"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "02312" "022" "022" "022" "022" "0311"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "0311" "0311" "02312" "022" "02311" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "02313" "02313" "02313" "02312" "02312" "02312"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "02312" "02313" "02312" "02312" "02312" "02313"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "022" "02313" "024" "02312" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "02313" "02323" "022" "022" "022" "02313"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "022" "022" "022" "022" "022" "022"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "022" "022" "024" "02312" "024" "02312"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "022" "0134" "0134" "02323" "0311" "0134"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "0134" "0134" "0311" "0134" "0311" "0134"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "0134" "0311" "0311" "0311" "0134" "0311"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "022" "024" "0134" "022" "0311" "0311"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "022" "0311" "0311" "0311" "022" "0311"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "0134" "022" "022" "022" "022" "022"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "0134" "0311" "0311" "0311" "0134" "0324"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "0311" "022" "0311" "0134" "0311" "0311"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "0311" "0313" "0311" "0134" "0311" "022"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "0134" "0134" "0311" "0134" "022" "0311"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "033" "0134" "0311" "01132" "0311" "0311"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "0311" "0311" "0134" "0311" "0311" "0311"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "0311" "0134" "02323" "022" "0311" "0311"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "0134" "0311" "0134" "0134" "0134" "022"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "022" "0311" "0311" "022" "02323" "0322"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "022" "022" "02322" "02123" "02132" "02322"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "02123" "02132" "022" "02132" "02322" "02322"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "02132" "02322" "02132" "02123" "02132" "02322"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "02132" "02132" "022" "02314" "02132" "02123"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "02322" "0314" "02123" "02132" "02322" "02132"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "02123" "02314" "02123" "02132" "0314" "0314"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "02322" "02132" "02132" "02132" "02123" "02123"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "02123" "02123" "02123" "022" "02322" "02132"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "02123" "02322" "0211" "024" "02322" "02132"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "022" "0313" "022" "0314" "02123" "02123"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "02322" "022" "022" "02123" "022" "022"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "0314" "02322" "02132" "0312" "0131" "0131"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "0312" "0131" "02322" "0312" "022" "022"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "022" "0314" "0314" "022" "022" "022"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "0131" "0314" "022" "0313" "022" "0314"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "0314" "022" "02322" "0312" "022" "02132"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "02322" "02322" "022" "0312" "0312" "022"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "022" "022" "0312" "024" "022" "022"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "0314" "022" "0131" "0312" "0312" "0314"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "022" "022" "0314" "022" "022" "0312"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "0314" "0312" "0312" "0131" "0131" "022"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "0131" "022" "022" "0314" "0312" "02322"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "022" "022" "0312" "0314" "022" "0312"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "022" "022" "022" "0312" "0314" "0312"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "02322" "0312" "022" "022" "0312" "022"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "02322" "024" "0314" "0312" "0313" "022"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "0312" "0312" "0131" "022" "0314" "0314"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "024" "022" "0312" "0312" "0131" "0312"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "0131" "0314" "0312" "0312" "022" "0312"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "0312" "0312" "0131" "0131" "0312" "0131"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "02132" "02311" "02132" "0314" "02322" "02322"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "02314" "022" "0314" "0131" "0131" "02314"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "022" "022" "022" "02322" "0314" "022"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "022" "0314" "022" "022" "022" "022"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "02314" "0312" "02132" "02132" "02322" "022"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "022" "02322" "02322" "02123" "022" "022"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "02132" "02132" "022" "02322" "02123" "02123"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "0314" "0313" "0314" "02322" "02123" "022"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "0314" "02123" "0323" "02123" "0314" "0131"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "0313" "0312" "0312" "0131" "033" "0131"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "0314" "0312" "0131" "0314" "0312" "0314"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "022" "0131" "022" "0312" "0312" "0314"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "0313" "02322" "0312" "022" "0312" "022"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "022" "022" "022" "022" "02313" "02132"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "022" "022" "022" "02313" "022" "02313"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "022" "022" "022" "02314" "02314" "022"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "022" "022" "022" "022" "022" "0312"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "022" "022" "02314" "02314" "022" "022"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "022" "022" "022" "022" "022" "0312"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "022" "022" "022" "022" "022" "0312"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "022" "022" "022" "0312" "022" "022"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "022" "022" "022" "022" "022" "022"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "022" "022" "0211" "022" "022" "022"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "022" "02314" "022" "022" "02314" "02314"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "022" "022" "0312" "022" "022" "022"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "024" "022" "022" "02314" "022" "022"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "022" "022" "022" "022" "022" "022"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "0312" "022" "0312" "0131" "022" "0312"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "022" "0312" "0131" "0131" "024" "0312"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "0312" "0131" "0312" "0312" "0312" "022"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "022" "022" "0312" "0313" "0312" "0312"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "022" "0312" "0131" "022" "022" "0131"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "0312" "022" "022" "022" "0312" "0312"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "022" "022" "022" "022" "022" "022"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "022" "022" "022" "022" "022" "022"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "022" "022" "0322" "0322" "033" "0323"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "0323" "033" "0314" "0322" "0322" "0323"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "0322" "0321" "0322" "0323" "0322" "02132"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "0323" "0323" "0321" "0322" "0323" "0322"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "0323" "0324" "0324" "0323" "0322" "0324"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "024" "0314" "02123" "0323" "0321" "0314"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "0323" "0322" "0322" "0322" "0323" "0322"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "0314" "0323" "0314" "0321" "02121" "0321"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "0321" "0323" "02123" "0321" "02123" "02123"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "02123" "02123" "0314" "0322" "02322" "0323"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "0314" "0323" "0321" "0322" "02123" "0314"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "0314" "02123" "0321" "0322" "0322" "024"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "0322" "0321" "0322" "0323" "0322" "0322"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "0321" "0323" "0321" "0324" "0322" "0322"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "0321" "0322" "0321" "0322" "0322" "0321"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "0322" "0323" "0322" "0323" "0322" "033"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "0322" "0324" "0322" "0322" "024" "0321"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "0321" "0323" "0321" "0322" "0322" "0322"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "0321" "0321" "0322" "0323" "0322" "0321"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "024" "0322" "033" "0322" "0322" "024"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "033" "0323" "0322" "0324" "0324" "0322"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "0324" "024" "0323" "0324" "024" "033"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "0322" "0323" "0322" "0323" "0324" "0323"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "0322" "0322" "0322" "0322" "0321" "0324"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "0321" "0324" "0321" "0322" "02121" "0321"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "0321" "0323" "0321" "0321" "0321" "0321"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "0322" "0324" "0324" "0324" "0322" "0321"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "0322" "0324" "0324" "0322" "0324" "0324"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "0322" "0323" "033" "0321" "0322" "0321"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "0321" "0324" "0323" "0321" "0321" "0323"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "0322" "033" "0322" "0321" "0321" "02121"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "0321" "0321" "0322" "0321" "0321" "0322"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "0322" "0321" "0322" "0321" "0321" "024"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "02131" "024" "02121" "02121" "024" "02131"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "02131" "02131" "024" "02123" "02133" "024"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "02132" "02133" "0211" "02121" "02121" "02121"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "0323" "02121" "0323" "02122" "02121"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "02121" "02122" "024" "02121" "02121" "02121"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "0323" "02122" "02121" "02121" "02121" "02122"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "02133" "033" "024" "033" "02121" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "0323" "024" "02121" "02121" "02121" "024"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "02121" "02121" "02121" "02121" "02121" "024"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "02121" "02121" "02121" "02121" "02121" "02121"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "02121" "0211" "02121" "02133" "02131"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "02121" "02133" "0211" "0211" "0211" "02122"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "02131" "02131" "0211" "02131" "0211" "02133"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "02131" "02131" "02121" "02131" "02131"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "02131" "02131" "02131" "02133" "02133" "02133"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "02133" "02131" "02131" "02133" "02122" "02133"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "02131" "02131" "02131" "02133" "02133" "02131"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "02131" "0211" "02131" "02131" "02133" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "02131" "02133" "02122" "02133" "02131" "02131"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "02131" "0211" "02122" "02121" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "02122" "02122" "02122" "02121" "02122" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "02122" "02121" "0323" "02121" "02122" "02121"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "02122" "02133" "02121" "02122" "02122" "02122"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "02122" "02121" "02122" "0321" "0321" "02122"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "02122" "02122" "02122" "02122" "02133" "02122"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "02122" "0321" "0321" "0324" "02131" "02122"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "02122" "02131" "02121" "02121" "02122" "02122"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "02122" "0321" "02133" "0321" "0321" "02131"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "02122" "02122" "0321" "02133" "02122" "0321"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "02122" "02122" "02133" "02122" "02122" "02122"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "02122" "02122" "0321" "02122" "02121" "0323"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "02122" "02122" "02122" "02122" "0324" "02121"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "02131" "02122" "02122" "0321" "0323" "02122"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "02121" "0321" "02121" "0323" "0211" "02121"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "02121" "0211" "0211" "02121" "02121" "02121"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "02121" "0323" "024" "02121" "02121" "0323"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "0323" "024" "02121" "02121" "024" "0323"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "0323" "0323" "033" "0323" "0323" "024"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "024" "024" "024" "0323" "0324" "0323"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "024" "024" "024" "0323" "0323" "024"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "033" "0211" "024" "033" "024" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "024" "033" "024" "0211" "024" "0323"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "024" "024" "024" "024" "033" "033"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "024" "0211" "024" "024" "033" "024"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "024" "024" "024" "033" "024" "024"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "024" "033" "024" "024" "024" "024"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "033" "024" "024" "024" "024" "024"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "024" "024" "024" "024" "024" "024"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "024" "024" "024" "024" "024" "024"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "024" "024" "024" "024" "024" "024"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "024" "024" "024" "024" "0323" "024"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "024" "0211" "024" "024" "0211" "024"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "024" "024" "024" "024" "024"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "024" "024" "0211" "024" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "024" "0211" "024" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "024" "0211" "0211" "0211" "0211" "024"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "024" "0211" "0211" "024" "024" "024"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "024" "024" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "024" "024" "024" "024" "024"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "024" "024" "024" "024" "0211" "024"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "024" "024" "024" "024" "024" "024"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "024" "024" "024" "024" "024" "024"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "02314" "024" "024" "0211" "024"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "024" "0211" "024" "02121" "024" "024"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "024" "024" "0211" "024" "024" "024"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "024" "024" "0211" "0211" "024" "024"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "024" "024" "024" "024" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "02121" "024" "024" "0211" "024" "024"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "024" "024" "0211" "024" "024"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "024" "024" "024" "0211" "0211" "024"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "033" "033" "033" "033" "033"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "033" "033" "0323" "033" "0323" "033"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "033" "033" "033" "033" "033" "033"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "033" "033" "033" "033" "033" "033"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "033" "033" "033" "0131" "033" "033"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "033" "0323" "033" "033" "033" "033"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "033" "033" "033" "033" "033" "033"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "033" "033" "033" "033" "0314" "0131"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "033" "033" "033" "033" "033" "033"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "033" "033" "033" "033" "033" "033"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "033" "033" "033" "033" "033" "033"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "0131" "033" "033" "0322" "033" "033"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "033" "033" "0131" "033" "033" "033"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "033" "033" "033" "024" "024" "033"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "033" "033" "024" "033" "033" "033"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "033" "0131" "033" "033" "033" "033"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "033" "033" "024" "033" "033" "033"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "033" "033" "033" "033" "024" "0323"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "033" "024" "033" "033" "033" "0131"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "033" "033" "033" "033" "033" "033"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "033" "033" "033" "024" "033" "033"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "033" "033" "033" "033" "033" "033"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "024" "033" "033" "033" "033" "024"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "024" "024" "024" "033" "0131" "033"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "033" "033" "033" "033" "033" "033"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "033" "024" "033" "0323" "033" "024"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "033" "033" "033" "024" "024" "024"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "033" "033" "033" "0131" "033" "024"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "024" "024" "033" "024" "024" "024"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "024" "024" "022" "0323" "033" "033"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "033" "033" "033" "033" "033" "033"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "033" "033" "024" "024" "033" "033"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "0323" "033" "033" "024" "033" "033"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "033" "033" "033" "024" "024" "033"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "024" "024" "033" "022" "024" "024"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "024" "024" "024" "033" "033" "024"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "024" "033" "024" "024" "033" "024"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "033" "024" "024" "024" "033" "024"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "022" "024" "024" "033" "033" "033"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "033" "024" "024" "024" "022" "024"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "024" "024" "024" "024" "033" "033"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "024" "024" "033" "024" "033" "024"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "024" "024" "024" "024" "024" "024"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "024" "022" "024" "024" "024" "024"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "024" "024" "012" "012" "012" "0112"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "012" "012" "012" "012" "012" "012"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "012" "012" "012" "012" "012" "012"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "012" "01131" "012" "012" "0111" "012"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "014" "012" "0132" "012" "012" "014"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "022" "012" "012" "012" "014" "012"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "0133" "014" "0112" "012" "014" "014"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "0133" "012" "014" "012" "012" "012"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "012" "012" "012" "012" "012" "022"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "012" "02322" "012" "012" "012" "012"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "0313" "012" "0313" "012" "012" "012"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "012" "022" "012" "014" "012" "012"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "0324" "012" "012" "012" "014" "012"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "012" "014" "0112" "014" "014" "012"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "012" "012" "012" "024" "022" "012"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "012" "012" "012" "012" "012" "012"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "0324" "012" "012" "012" "012" "012"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "012" "012" "012" "014" "014" "014"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "014" "012" "012" "012" "014" "012"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "014" "012" "012" "012" "012" "0313"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "012" "014" "014" "012" "014" "012"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "012" "012" "012" "0324" "012" "012"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "014" "014" "012" "014" "012" "014"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "014" "014" "012" "012" "012" "012"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "012" "012" "014" "014" "014" "012"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "012" "012" "012" "014" "012" "012"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "0313" "022" "012" "012" "014" "012"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "012" "012" "014" "014" "014" "012"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "012" "012" "014" "012" "012" "012"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "012" "012" "012" "014" "012" "012"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "012" "012" "012" "022" "012" "012"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "012" "012" "012" "012" "012" "022"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "014" "012" "014" "033" "014" "014"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "012" "012" "012" "012" "012" "014"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "012" "0313" "012" "012" "012" "012"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "012" "012" "012" "012" "0313" "012"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "012" "022" "012" "012" "012" "012"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "012" "014" "012" "012" "012" "022"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "012" "012" "012" "012" "012" "012"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "012" "012" "014" "012" "012" "012"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "012" "014" "014" "014" "012" "012"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "014" "012" "014" "012" "0313" "014"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "014" "012" "012" "012" "014" "014"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "014" "014" "012" "014" "014" "0313"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "014" "014" "014" "014" "014" "014"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "014" "014" "014" "014" "014" "014"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "014" "014" "014" "014" "0313" "0131"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "014" "012" "014" "014" "014" "014"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "014" "014" "012" "014" "014" "014"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "014" "014" "014" "012" "014" "012"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "014" "012" "014" "014" "012" "014"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "022" "014" "014" "012" "0133" "0133"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "012" "014" "014" "012" "022" "014"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "022" "012" "014" "012" "014" "012"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "014" "014" "012" "014" "014" "014"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "012" "012" "014" "014" "014" "012"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "012" "012" "014" "014" "014" "014"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "014" "0313" "033" "014" "014" "014"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "014" "014" "012" "014" "014" "0313"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "014" "014" "014" "014" "014" "0313"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "014" "014" "014" "012" "014" "014"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "014" "012" "012" "014" "012" "014"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "012" "014" "014" "014" "012" "014"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "014" "012" "012" "012" "014" "014"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "012" "022" "012" "012" "012" "014"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "014" "012" "012" "012" "012" "012"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "014" "012" "012" "014" "012" "014"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "0133" "012" "012" "014" "014" "014"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "014" "014" "0133" "014" "014" "014"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "014" "014" "012" "014" "014" "014"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "014" "014" "014" "014" "014" "014"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "014" "014" "014" "014" "0131" "012"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "014" "014" "014" "014" "014" "014"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "0112" "014" "014" "014" "014" "014"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "014" "014" "0131" "014" "014" "014"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "012" "014" "014" "0313" "014" "014"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "014" "014" "0131" "012" "014" "014"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "014" "014" "014" "0131" "014" "014"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "0131" "014" "014" "014" "0131" "0313"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "014" "014" "014" "014" "012" "014"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "014" "012" "014" "0133" "014" "0131"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "022" "014" "014" "014" "014" "014"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "014" "014" "014" "014" "014" "014"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "014" "014" "014" "014" "014" "014"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "012" "014" "014" "014" "014" "033"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "014" "014" "014" "014" "014" "014"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "0324" "012" "014" "014" "0112" "014"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "014" "0313" "014" "012" "014" "014"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "012" "014" "014" "012" "0111" "012"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "012" "014" "012" "014" "014" "012"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "014" "014" "014" "014" "014" "0112"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "014" "014" "012" "014" "014" "01131"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "012" "014" "0111" "014" "014" "014"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "014" "014" "033" "014" "014" "014"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "014" "012" "014" "014" "014" "012"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "012" "014" "014" "012" "012" "0313"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "012" "014" "014" "012" "0313" "012"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "014" "014" "012" "012" "014" "012"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "012" "014" "012" "014" "012" "014"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "014" "012" "012" "014" "0313" "014"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "012" "012" "012" "012" "0324" "033"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "012" "012" "012" "012" "012" "012"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "012" "014" "014" "022" "014" "012"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "0324" "0324" "014" "012" "012" "012"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "012" "012" "012" "012" "014" "014"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "012" "012" "012" "012" "012" "012"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "012" "012" "012" "012" "012" "022"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "012" "0313" "012" "012" "012" "012"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "012" "012" "012" "014" "012" "012"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "012" "012" "012" "012" "014" "0313"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "0111" "01134" "01134" "01134" "01134" "0111"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "01134" "0111" "0111" "0111" "0111" "01134"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "0111" "0112" "0111" "01131" "01134" "0112"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "0111" "0111" "0111" "0111" "0133" "01134"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "0111" "0111" "0111" "01134" "0111" "0111"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "0111" "0111" "0111" "0112" "0111" "0111"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "01134" "0111" "0111" "01134" "0111" "0111"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "0111" "0111" "014" "01134" "01132" "0313"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "0111" "01134" "01134" "0111" "0111" "0111"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "0111" "0111" "0111" "0111" "0111" "01134"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "01134" "0111" "0111" "0111" "01134" "0111"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "014" "01134" "0111" "01134" "01132" "0111"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "01134" "0112" "0131" "01134" "01134" "0111"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "0313" "01134" "01132" "0111" "0111" "0111"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "0111" "01134" "0111" "01134" "0111" "0111"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "0111" "0111" "01134" "0111" "0111" "0111"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "0111" "01132" "0111" "0111" "0111" "0111"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "0133" "0111" "0111" "0111" "0111" "0111"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "0111" "01133" "01133" "0111" "0111" "0111"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "0111" "0111" "0313" "0111" "022" "01131"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "0111" "0313" "01132" "0111" "0133" "0111"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "0111" "0111" "0111" "0111" "0111" "0111"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "0111" "0111" "0111" "0111" "0111" "0111"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "0111" "0111" "0111" "0111" "01131" "01133"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "01132" "0111" "0111" "0111" "0111" "0111"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "0111" "0111" "0313" "0111" "0111" "0111"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "0111" "01133" "01133" "01133" "0111" "0111"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "0111" "01133" "01133" "0111" "0111" "01133"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "01132" "0111" "0111" "01131" "0111" "0111"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "0111" "0111" "01133" "0111" "01131" "0111"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "0111" "0111" "0111" "01133" "0133" "01133"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "0111" "0133" "0111" "0111" "0111" "0111"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "0111" "0111" "01133" "0111" "0111" "01133"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "0111" "01133" "0111" "0131" "0111" "01132"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "01131" "0111" "033" "01131" "01132" "0131"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "01131" "01132" "01131" "0111" "0133" "0133"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "0111" "0111" "0111" "01133" "01133" "0111"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "0111" "0111" "0111" "01133" "01131" "01133"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "0111" "01133" "0111" "0111" "0133" "0111"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "01131" "0111" "0111" "0111" "0111" "0111"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "0111" "0133" "01133" "0111" "0111" "0111"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "0111" "01132" "0111" "01132" "0111" "0111"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "01131" "0111" "01131" "0133" "0111" "0131"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "01133" "0111" "0111" "0111" "0111" "0111"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "01131" "01131" "0111" "0111" "0111" "0111"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "0111" "0111" "0111" "0112" "0112" "0112"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "0112" "0112" "0313" "0112" "0112" "0132"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "0132" "0132" "0112" "0132" "0132" "0132"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "0112" "0132" "0112" "0132" "0313" "0112"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "0112" "0132" "0112" "0112" "0112" "0112"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "0132" "0132" "0132" "0132" "0132" "0132"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "0132" "0132" "0132" "0112" "0132" "0132"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "0112" "0112" "0132" "0132" "0132" "0112"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "0112" "0112" "0112" "0112" "0112" "0111"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "0112" "0132" "0132" "0313" "0112" "0112"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "0112" "0112" "0112" "0132" "0112" "01132"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "0112" "0112" "0132" "0112" "014" "0112"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "0112" "0112" "0112" "0112" "012" "0112"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "0112" "0112" "0132" "0112" "0112" "0132"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "014" "014" "0112" "0112" "033" "0112"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "012" "0132" "0112" "0112" "0112" "0112"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "0132" "0132" "014" "0112" "0112" "0112"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "0112" "0112" "0112" "0112" "0112" "0112"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "0112" "014" "0112" "0112" "0112" "0112"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "0112" "0112" "0112" "01132" "0112" "0112"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "0132" "0112" "0112" "0112" "0111" "0112"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "0112" "0112" "0112" "0112" "01132" "0112"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "0112" "0112" "01132" "0112" "0112" "0112"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "0112" "0112" "0112" "0112" "0112" "0132"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "0112" "0322" "0132" "0112" "0112" "0132"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "0112" "0112" "0112" "0313" "0112" "0112"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "0112" "01132" "0112" "0112" "0112" "0111"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "01131" "0112" "01132" "0134" "0112" "01132"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "0112" "0112" "01132" "0112" "01131" "01131"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "014" "0112" "0112" "01132" "0112" "0111"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "0112" "0112" "0314" "0314" "0112" "014"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "0112" "0112" "01132" "01132" "0133" "0133"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "0112" "02321" "0133" "01132" "0112" "0133"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "0112" "0112" "0322" "0112" "0112" "01132"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "0112" "0112" "0133" "0133" "0133" "01132"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "0112" "0112" "0112" "0134" "0134" "0111"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "0111" "01131" "0111" "0111" "01131" "0111"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "0111" "0112" "0111" "01131" "0111" "0111"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "01131" "014" "0111" "01131" "0111" "0111"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "0111" "0111" "01131" "0111" "0111" "01131"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "0111" "01131" "0111" "0133" "0111" "01131"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "01131" "0111" "0111" "01131" "0111" "01131"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "01131" "01132" "01131" "0111" "0133" "0112"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "0111" "01132" "0111" "01131" "0134" "0112"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "01131" "01132" "01131" "0134" "0134" "01131"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "01131" "0111" "01131" "0112" "0111"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1237))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "02321" "02323" "02311" "02311" "02321" "02321"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "02321" "02321" "02321" "02321" "02323" "02311"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "02311" "02323" "02311" "02311" "02323" "02311"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "02132" "02323" "02323" "022" "02321" "02323"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "02132" "02311" "02311" "02323" "02321" "02313"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "02131" "02321" "02321" "022" "02311" "02321"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "02323" "02323" "02311" "02321" "02311" "02321"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "02321" "022" "02321" "022" "022" "02311"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "02323" "02323" "0311" "022" "0311" "02323"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "02311" "02323" "02121" "02312" "02311" "02312"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "022" "022" "02313" "02312" "022" "02312"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "02313" "02313" "02323" "02323" "02321" "022"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "02321" "02313" "02311" "02321" "02321" "02311"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "02321" "02323" "02321" "02321" "022" "0311"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "022" "02321" "02321" "02321" "02311" "02321"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "02321" "02311" "02321" "02314" "02311" "022"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "02323" "022" "02312" "022" "022" "022"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "02312" "022" "0134" "022" "022" "022"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "022" "02313" "022" "02312" "02313" "022"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "022" "022" "02323" "022" "02314" "022"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "02323" "022" "02313" "02311" "022" "02314"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "0312" "0134" "02312" "022" "022" "022"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "02312" "022" "02312" "022" "022" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "0134" "0311" "022" "022" "022" "022"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "022" "022" "022" "022" "022" "022"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "02312" "022" "022" "022" "022" "0311"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "0311" "0311" "02312" "022" "02311" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "02313" "02313" "02313" "02312" "02312" "02312"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "02312" "02313" "02312" "02312" "02312" "02313"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "022" "02313" "024" "02312" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "02313" "02323" "022" "022" "022" "02313"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "022" "022" "022" "022" "022" "022"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "022" "022" "024" "02312" "024" "02312"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "022" "0134" "0134" "02323" "0311" "0134"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "0134" "0134" "0311" "0134" "0311" "0134"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "0134" "0311" "0311" "0311" "0134" "0311"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "022" "024" "0134" "022" "0311" "0311"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "022" "0311" "0311" "0311" "022" "0311"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "0134" "022" "022" "022" "022" "022"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "0134" "0311" "0311" "0311" "0134" "0324"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "0311" "022" "0311" "0134" "0311" "0311"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "0311" "0313" "0311" "0134" "0311" "022"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "0134" "0134" "0311" "0134" "022" "0311"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "033" "0134" "0311" "011" "0311" "0311"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "0311" "0311" "0134" "0311" "0311" "0311"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "0311" "0134" "02323" "022" "0311" "0311"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "0134" "0311" "0134" "0134" "0134" "022"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "022" "0311" "0311" "022" "02323" "0322"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "022" "022" "02322" "02123" "02132" "02322"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "02123" "02132" "022" "02132" "02322" "02322"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "02132" "02322" "02132" "02123" "02132" "02322"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "02132" "02132" "022" "02314" "02132" "02123"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "02322" "0314" "02123" "02132" "02322" "02132"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "02123" "02314" "02123" "02132" "0314" "0314"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "02322" "02132" "02132" "02132" "02123" "02123"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "02123" "02123" "02123" "022" "02322" "02132"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "02123" "02322" "0211" "024" "02322" "02132"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "022" "0313" "022" "0314" "02123" "02123"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "02322" "022" "022" "02123" "022" "022"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "0314" "02322" "02132" "0312" "0131" "0131"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "0312" "0131" "02322" "0312" "022" "022"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "022" "0314" "0314" "022" "022" "022"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "0131" "0314" "022" "0313" "022" "0314"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "0314" "022" "02322" "0312" "022" "02132"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "02322" "02322" "022" "0312" "0312" "022"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "022" "022" "0312" "024" "022" "022"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "0314" "022" "0131" "0312" "0312" "0314"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "022" "022" "0314" "022" "022" "0312"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "0314" "0312" "0312" "0131" "0131" "022"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "0131" "022" "022" "0314" "0312" "02322"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "022" "022" "0312" "0314" "022" "0312"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "022" "022" "022" "0312" "0314" "0312"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "02322" "0312" "022" "022" "0312" "022"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "02322" "024" "0314" "0312" "0313" "022"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "0312" "0312" "0131" "022" "0314" "0314"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "024" "022" "0312" "0312" "0131" "0312"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "0131" "0314" "0312" "0312" "022" "0312"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "0312" "0312" "0131" "0131" "0312" "0131"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "02132" "02311" "02132" "0314" "02322" "02322"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "02314" "022" "0314" "0131" "0131" "02314"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "022" "022" "022" "02322" "0314" "022"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "022" "0314" "022" "022" "022" "022"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "02314" "0312" "02132" "02132" "02322" "022"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "022" "02322" "02322" "02123" "022" "022"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "02132" "02132" "022" "02322" "02123" "02123"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "0314" "0313" "0314" "02322" "02123" "022"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "0314" "02123" "0323" "02123" "0314" "0131"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "0313" "0312" "0312" "0131" "033" "0131"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "0314" "0312" "0131" "0314" "0312" "0314"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "022" "0131" "022" "0312" "0312" "0314"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "0313" "02322" "0312" "022" "0312" "022"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "022" "022" "022" "022" "02313" "02132"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "022" "022" "022" "02313" "022" "02313"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "022" "022" "022" "02314" "02314" "022"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "022" "022" "022" "022" "022" "0312"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "022" "022" "02314" "02314" "022" "022"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "022" "022" "022" "022" "022" "0312"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "022" "022" "022" "022" "022" "0312"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "022" "022" "022" "0312" "022" "022"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "022" "022" "022" "022" "022" "022"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "022" "022" "0211" "022" "022" "022"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "022" "02314" "022" "022" "02314" "02314"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "022" "022" "0312" "022" "022" "022"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "024" "022" "022" "02314" "022" "022"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "022" "022" "022" "022" "022" "022"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "0312" "022" "0312" "0131" "022" "0312"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "022" "0312" "0131" "0131" "024" "0312"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "0312" "0131" "0312" "0312" "0312" "022"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "022" "022" "0312" "0313" "0312" "0312"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "022" "0312" "0131" "022" "022" "0131"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "0312" "022" "022" "022" "0312" "0312"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "022" "022" "022" "022" "022" "022"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "022" "022" "022" "022" "022" "022"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "022" "022" "0322" "0322" "033" "0323"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "0323" "033" "0314" "0322" "0322" "0323"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "0322" "0321" "0322" "0323" "0322" "02132"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "0323" "0323" "0321" "0322" "0323" "0322"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "0323" "0324" "0324" "0323" "0322" "0324"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "024" "0314" "02123" "0323" "0321" "0314"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "0323" "0322" "0322" "0322" "0323" "0322"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "0314" "0323" "0314" "0321" "02121" "0321"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "0321" "0323" "02123" "0321" "02123" "02123"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "02123" "02123" "0314" "0322" "02322" "0323"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "0314" "0323" "0321" "0322" "02123" "0314"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "0314" "02123" "0321" "0322" "0322" "024"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "0322" "0321" "0322" "0323" "0322" "0322"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "0321" "0323" "0321" "0324" "0322" "0322"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "0321" "0322" "0321" "0322" "0322" "0321"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "0322" "0323" "0322" "0323" "0322" "033"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "0322" "0324" "0322" "0322" "024" "0321"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "0321" "0323" "0321" "0322" "0322" "0322"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "0321" "0321" "0322" "0323" "0322" "0321"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "024" "0322" "033" "0322" "0322" "024"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "033" "0323" "0322" "0324" "0324" "0322"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "0324" "024" "0323" "0324" "024" "033"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "0322" "0323" "0322" "0323" "0324" "0323"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "0322" "0322" "0322" "0322" "0321" "0324"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "0321" "0324" "0321" "0322" "02121" "0321"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "0321" "0323" "0321" "0321" "0321" "0321"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "0322" "0324" "0324" "0324" "0322" "0321"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "0322" "0324" "0324" "0322" "0324" "0324"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "0322" "0323" "033" "0321" "0322" "0321"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "0321" "0324" "0323" "0321" "0321" "0323"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "0322" "033" "0322" "0321" "0321" "02121"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "0321" "0321" "0322" "0321" "0321" "0322"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "0322" "0321" "0322" "0321" "0321" "024"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "02131" "024" "02121" "02121" "024" "02131"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "02131" "02131" "024" "02123" "02133" "024"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "02132" "02133" "0211" "02121" "02121" "02121"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "0323" "02121" "0323" "02122" "02121"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "02121" "02122" "024" "02121" "02121" "02121"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "0323" "02122" "02121" "02121" "02121" "02122"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "02133" "033" "024" "033" "02121" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "0323" "024" "02121" "02121" "02121" "024"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "02121" "02121" "02121" "02121" "02121" "024"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "02121" "02121" "02121" "02121" "02121" "02121"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "02121" "0211" "02121" "02133" "02131"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "02121" "02133" "0211" "0211" "0211" "02122"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "02131" "02131" "0211" "02131" "0211" "02133"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "02131" "02131" "02121" "02131" "02131"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "02131" "02131" "02131" "02133" "02133" "02133"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "02133" "02131" "02131" "02133" "02122" "02133"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "02131" "02131" "02131" "02133" "02133" "02131"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "02131" "0211" "02131" "02131" "02133" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "02131" "02133" "02122" "02133" "02131" "02131"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "02131" "0211" "02122" "02121" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "02122" "02122" "02122" "02121" "02122" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "02122" "02121" "0323" "02121" "02122" "02121"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "02122" "02133" "02121" "02122" "02122" "02122"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "02122" "02121" "02122" "0321" "0321" "02122"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "02122" "02122" "02122" "02122" "02133" "02122"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "02122" "0321" "0321" "0324" "02131" "02122"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "02122" "02131" "02121" "02121" "02122" "02122"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "02122" "0321" "02133" "0321" "0321" "02131"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "02122" "02122" "0321" "02133" "02122" "0321"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "02122" "02122" "02133" "02122" "02122" "02122"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "02122" "02122" "0321" "02122" "02121" "0323"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "02122" "02122" "02122" "02122" "0324" "02121"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "02131" "02122" "02122" "0321" "0323" "02122"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "02121" "0321" "02121" "0323" "0211" "02121"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "02121" "0211" "0211" "02121" "02121" "02121"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "02121" "0323" "024" "02121" "02121" "0323"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "0323" "024" "02121" "02121" "024" "0323"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "0323" "0323" "033" "0323" "0323" "024"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "024" "024" "024" "0323" "0324" "0323"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "024" "024" "024" "0323" "0323" "024"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "033" "0211" "024" "033" "024" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "024" "033" "024" "0211" "024" "0323"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "024" "024" "024" "024" "033" "033"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "024" "0211" "024" "024" "033" "024"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "024" "024" "024" "033" "024" "024"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "024" "033" "024" "024" "024" "024"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "033" "024" "024" "024" "024" "024"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "024" "024" "024" "024" "024" "024"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "024" "024" "024" "024" "024" "024"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "024" "024" "024" "024" "024" "024"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "024" "024" "024" "024" "0323" "024"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "024" "0211" "024" "024" "0211" "024"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "024" "024" "024" "024" "024"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "024" "024" "0211" "024" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "024" "0211" "024" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "024" "0211" "0211" "0211" "0211" "024"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "024" "0211" "0211" "024" "024" "024"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "024" "024" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "024" "024" "024" "024" "024"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "024" "024" "024" "024" "0211" "024"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "024" "024" "024" "024" "024" "024"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "024" "024" "024" "024" "024" "024"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "02314" "024" "024" "0211" "024"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "024" "0211" "024" "02121" "024" "024"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "024" "024" "0211" "024" "024" "024"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "024" "024" "0211" "0211" "024" "024"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "024" "024" "024" "024" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "02121" "024" "024" "0211" "024" "024"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "024" "024" "0211" "024" "024"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "024" "024" "024" "0211" "0211" "024"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "033" "033" "033" "033" "033"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "033" "033" "0323" "033" "0323" "033"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "033" "033" "033" "033" "033" "033"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "033" "033" "033" "033" "033" "033"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "033" "033" "033" "0131" "033" "033"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "033" "0323" "033" "033" "033" "033"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "033" "033" "033" "033" "033" "033"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "033" "033" "033" "033" "0314" "0131"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "033" "033" "033" "033" "033" "033"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "033" "033" "033" "033" "033" "033"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "033" "033" "033" "033" "033" "033"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "0131" "033" "033" "0322" "033" "033"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "033" "033" "0131" "033" "033" "033"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "033" "033" "033" "024" "024" "033"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "033" "033" "024" "033" "033" "033"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "033" "0131" "033" "033" "033" "033"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "033" "033" "024" "033" "033" "033"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "033" "033" "033" "033" "024" "0323"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "033" "024" "033" "033" "033" "0131"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "033" "033" "033" "033" "033" "033"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "033" "033" "033" "024" "033" "033"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "033" "033" "033" "033" "033" "033"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "024" "033" "033" "033" "033" "024"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "024" "024" "024" "033" "0131" "033"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "033" "033" "033" "033" "033" "033"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "033" "024" "033" "0323" "033" "024"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "033" "033" "033" "024" "024" "024"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "033" "033" "033" "0131" "033" "024"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "024" "024" "033" "024" "024" "024"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "024" "024" "022" "0323" "033" "033"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "033" "033" "033" "033" "033" "033"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "033" "033" "024" "024" "033" "033"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "0323" "033" "033" "024" "033" "033"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "033" "033" "033" "024" "024" "033"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "024" "024" "033" "022" "024" "024"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "024" "024" "024" "033" "033" "024"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "024" "033" "024" "024" "033" "024"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "033" "024" "024" "024" "033" "024"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "022" "024" "024" "033" "033" "033"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "033" "024" "024" "024" "022" "024"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "024" "024" "024" "024" "033" "033"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "024" "024" "033" "024" "033" "024"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "024" "024" "024" "024" "024" "024"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "024" "022" "024" "024" "024" "024"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "024" "024" "012" "012" "012" "011"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "012" "012" "012" "012" "012" "012"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "012" "012" "012" "012" "012" "012"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "012" "011" "012" "012" "011" "012"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "014" "012" "0132" "012" "012" "014"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "022" "012" "012" "012" "014" "012"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "0133" "014" "011" "012" "014" "014"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "0133" "012" "014" "012" "012" "012"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "012" "012" "012" "012" "012" "022"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "012" "02322" "012" "012" "012" "012"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "0313" "012" "0313" "012" "012" "012"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "012" "022" "012" "014" "012" "012"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "0324" "012" "012" "012" "014" "012"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "012" "014" "011" "014" "014" "012"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "012" "012" "012" "024" "022" "012"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "012" "012" "012" "012" "012" "012"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "0324" "012" "012" "012" "012" "012"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "012" "012" "012" "014" "014" "014"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "014" "012" "012" "012" "014" "012"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "014" "012" "012" "012" "012" "0313"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "012" "014" "014" "012" "014" "012"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "012" "012" "012" "0324" "012" "012"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "014" "014" "012" "014" "012" "014"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "014" "014" "012" "012" "012" "012"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "012" "012" "014" "014" "014" "012"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "012" "012" "012" "014" "012" "012"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "0313" "022" "012" "012" "014" "012"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "012" "012" "014" "014" "014" "012"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "012" "012" "014" "012" "012" "012"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "012" "012" "012" "014" "012" "012"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "012" "012" "012" "022" "012" "012"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "012" "012" "012" "012" "012" "022"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "014" "012" "014" "033" "014" "014"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "012" "012" "012" "012" "012" "014"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "012" "0313" "012" "012" "012" "012"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "012" "012" "012" "012" "0313" "012"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "012" "022" "012" "012" "012" "012"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "012" "014" "012" "012" "012" "022"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "012" "012" "012" "012" "012" "012"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "012" "012" "014" "012" "012" "012"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "012" "014" "014" "014" "012" "012"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "014" "012" "014" "012" "0313" "014"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "014" "012" "012" "012" "014" "014"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "014" "014" "012" "014" "014" "0313"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "014" "014" "014" "014" "014" "014"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "014" "014" "014" "014" "014" "014"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "014" "014" "014" "014" "0313" "0131"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "014" "012" "014" "014" "014" "014"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "014" "014" "012" "014" "014" "014"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "014" "014" "014" "012" "014" "012"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "014" "012" "014" "014" "012" "014"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "022" "014" "014" "012" "0133" "0133"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "012" "014" "014" "012" "022" "014"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "022" "012" "014" "012" "014" "012"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "014" "014" "012" "014" "014" "014"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "012" "012" "014" "014" "014" "012"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "012" "012" "014" "014" "014" "014"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "014" "0313" "033" "014" "014" "014"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "014" "014" "012" "014" "014" "0313"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "014" "014" "014" "014" "014" "0313"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "014" "014" "014" "012" "014" "014"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "014" "012" "012" "014" "012" "014"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "012" "014" "014" "014" "012" "014"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "014" "012" "012" "012" "014" "014"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "012" "022" "012" "012" "012" "014"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "014" "012" "012" "012" "012" "012"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "014" "012" "012" "014" "012" "014"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "0133" "012" "012" "014" "014" "014"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "014" "014" "0133" "014" "014" "014"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "014" "014" "012" "014" "014" "014"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "014" "014" "014" "014" "014" "014"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "014" "014" "014" "014" "0131" "012"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "014" "014" "014" "014" "014" "014"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "011" "014" "014" "014" "014" "014"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "014" "014" "0131" "014" "014" "014"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "012" "014" "014" "0313" "014" "014"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "014" "014" "0131" "012" "014" "014"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "014" "014" "014" "0131" "014" "014"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "0131" "014" "014" "014" "0131" "0313"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "014" "014" "014" "014" "012" "014"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "014" "012" "014" "0133" "014" "0131"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "022" "014" "014" "014" "014" "014"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "014" "014" "014" "014" "014" "014"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "014" "014" "014" "014" "014" "014"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "012" "014" "014" "014" "014" "033"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "014" "014" "014" "014" "014" "014"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "0324" "012" "014" "014" "011" "014"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "014" "0313" "014" "012" "014" "014"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "012" "014" "014" "012" "011" "012"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "012" "014" "012" "014" "014" "012"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "014" "014" "014" "014" "014" "011"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "014" "014" "012" "014" "014" "011"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "012" "014" "011" "014" "014" "014"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "014" "014" "033" "014" "014" "014"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "014" "012" "014" "014" "014" "012"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "012" "014" "014" "012" "012" "0313"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "012" "014" "014" "012" "0313" "012"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "014" "014" "012" "012" "014" "012"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "012" "014" "012" "014" "012" "014"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "014" "012" "012" "014" "0313" "014"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "012" "012" "012" "012" "0324" "033"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "012" "012" "012" "012" "012" "012"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "012" "014" "014" "022" "014" "012"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "0324" "0324" "014" "012" "012" "012"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "012" "012" "012" "012" "014" "014"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "012" "012" "012" "012" "012" "012"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "012" "012" "012" "012" "012" "022"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "012" "0313" "012" "012" "012" "012"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "012" "012" "012" "014" "012" "012"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "012" "012" "012" "012" "014" "0313"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "011" "011" "011" "011" "0133" "011"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "011" "011" "011" "011" "011" "011"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "011" "011" "011" "011" "011" "011"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "011" "011" "014" "011" "011" "0313"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "011" "011" "011" "011" "011" "011"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "011" "011" "011" "011" "011" "011"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "014" "011" "011" "011" "011" "011"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "011" "011" "0131" "011" "011" "011"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "0313" "011" "011" "011" "011" "011"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "011" "011" "011" "011" "011" "011"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "011" "011" "011" "011" "011" "011"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "0133" "011" "011" "011" "011" "011"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "011" "011" "011" "011" "011" "011"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "011" "011" "0313" "011" "022" "011"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "011" "0313" "011" "011" "0133" "011"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "011" "011" "011" "011" "011" "011"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "011" "011" "011" "011" "011" "011"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "011" "011" "0313" "011" "011" "011"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "011" "011" "011" "011" "011" "011"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "011" "011" "011" "011" "011" "011"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "011" "011" "011" "011" "0133" "011"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "011" "0133" "011" "011" "011" "011"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "011" "011" "011" "011" "011" "011"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "011" "011" "011" "0131" "011" "011"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "011" "011" "033" "011" "011" "0131"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "011" "011" "011" "011" "0133" "0133"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "011" "011" "011" "011" "011" "011"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "011" "011" "011" "011" "0133" "011"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "011" "011" "011" "011" "011" "011"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "011" "0133" "011" "011" "011" "011"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "011" "011" "011" "011" "011" "011"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "011" "011" "011" "0133" "011" "0131"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "011" "011" "011" "011" "011" "011"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "011" "011" "011" "011" "011" "011"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "011" "011" "011" "011" "011" "011"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "011" "011" "011" "011" "011" "011"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "011" "011" "0313" "011" "011" "0132"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "0132" "0132" "011" "0132" "0132" "0132"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "011" "0132" "011" "0132" "0313" "011"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "011" "0132" "011" "011" "011" "011"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "0132" "0132" "0132" "0132" "0132" "0132"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "0132" "0132" "0132" "011" "0132" "0132"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "011" "011" "0132" "0132" "0132" "011"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "011" "011" "011" "011" "011" "011"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "011" "0132" "0132" "0313" "011" "011"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "011" "011" "011" "0132" "011" "011"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "011" "011" "011" "011" "011" "011"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "011" "011" "0132" "011" "014" "011"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "011" "011" "011" "011" "012" "011"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "011" "011" "0132" "011" "011" "0132"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "014" "014" "011" "011" "033" "011"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "012" "0132" "011" "011" "011" "011"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "0132" "0132" "014" "011" "011" "011"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "011" "011" "011" "011" "011" "011"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "011" "014" "011" "011" "011" "011"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "011" "011" "011" "011" "011" "011"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "0132" "011" "011" "011" "011" "011"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "011" "011" "011" "011" "011" "011"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "011" "011" "011" "011" "011" "0132"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "011" "0322" "0132" "011" "011" "0132"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "011" "011" "011" "0313" "011" "011"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "011" "011" "011" "011" "011" "011"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "011" "011" "011" "0134" "011" "011"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "011" "011" "011" "011" "011" "011"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "014" "011" "011" "011" "011" "011"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "011" "011" "0314" "0314" "011" "014"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "011" "011" "011" "011" "0133" "0133"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "011" "02321" "0133" "011" "011" "0133"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "011" "011" "0322" "011" "011" "011"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "011" "011" "0133" "0133" "0133" "011"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "011" "011" "011" "0134" "0134" "011"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "011" "011" "011" "011" "011" "011"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "011" "014" "011" "011" "011" "011"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "011" "011" "011" "011" "011" "011"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "011" "011" "011" "0133" "011" "011"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "011" "011" "011" "011" "011" "011"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "011" "011" "011" "011" "0133" "011"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "011" "011" "011" "011" "0134" "011"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "011" "011" "011" "0134" "0134" "011"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "011" "011" "011" "011" "011"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1470))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "02321" "02323" "02311" "02311" "02321" "02321"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "02321" "02321" "02321" "02321" "02323" "02311"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "02311" "02323" "02311" "02311" "02323" "02311"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "02132" "02323" "02323" "022" "02321" "02323"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "02132" "02311" "02311" "02323" "02321" "02313"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "02131" "02321" "02321" "022" "02311" "02321"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "02323" "02323" "02311" "02321" "02311" "02321"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "02321" "022" "02321" "022" "022" "02311"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "02323" "02323" "0311" "022" "0311" "02323"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "02311" "02323" "02121" "02312" "02311" "02312"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "022" "022" "02313" "02312" "022" "02312"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "02313" "02313" "02323" "02323" "02321" "022"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "02321" "02313" "02311" "02321" "02321" "02311"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "02321" "02323" "02321" "02321" "022" "0311"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "022" "02321" "02321" "02321" "02311" "02321"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "02321" "02311" "02321" "02314" "02311" "022"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "02323" "022" "02312" "022" "022" "022"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "02312" "022" "0134" "022" "022" "022"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "022" "02313" "022" "02312" "02313" "022"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "022" "022" "02323" "022" "02314" "022"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "02323" "022" "02313" "02311" "022" "02314"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "0312" "0134" "02312" "022" "022" "022"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "02312" "022" "02312" "022" "022" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "0134" "0311" "022" "022" "022" "022"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "022" "022" "022" "022" "022" "022"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "02312" "022" "022" "022" "022" "0311"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "0311" "0311" "02312" "022" "02311" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "02313" "02313" "02313" "02312" "02312" "02312"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "02312" "02313" "02312" "02312" "02312" "02313"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "022" "02313" "024" "02312" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "02313" "02323" "022" "022" "022" "02313"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "022" "022" "022" "022" "022" "022"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "022" "022" "024" "02312" "024" "02312"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "022" "0134" "0134" "02323" "0311" "0134"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "0134" "0134" "0311" "0134" "0311" "0134"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "0134" "0311" "0311" "0311" "0134" "0311"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "022" "024" "0134" "022" "0311" "0311"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "022" "0311" "0311" "0311" "022" "0311"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "0134" "022" "022" "022" "022" "022"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "0134" "0311" "0311" "0311" "0134" "0324"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "0311" "022" "0311" "0134" "0311" "0311"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "0311" "0313" "0311" "0134" "0311" "022"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "0134" "0134" "0311" "0134" "022" "0311"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "033" "0134" "0311" "011" "0311" "0311"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "0311" "0311" "0134" "0311" "0311" "0311"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "0311" "0134" "02323" "022" "0311" "0311"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "0134" "0311" "0134" "0134" "0134" "022"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "022" "0311" "0311" "022" "02323" "0322"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "022" "022" "02322" "02123" "02132" "02322"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "02123" "02132" "022" "02132" "02322" "02322"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "02132" "02322" "02132" "02123" "02132" "02322"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "02132" "02132" "022" "02314" "02132" "02123"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "02322" "0314" "02123" "02132" "02322" "02132"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "02123" "02314" "02123" "02132" "0314" "0314"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "02322" "02132" "02132" "02132" "02123" "02123"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "02123" "02123" "02123" "022" "02322" "02132"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "02123" "02322" "0211" "024" "02322" "02132"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "022" "0313" "022" "0314" "02123" "02123"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "02322" "022" "022" "02123" "022" "022"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "0314" "02322" "02132" "0312" "0131" "0131"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "0312" "0131" "02322" "0312" "022" "022"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "022" "0314" "0314" "022" "022" "022"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "0131" "0314" "022" "0313" "022" "0314"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "0314" "022" "02322" "0312" "022" "02132"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "02322" "02322" "022" "0312" "0312" "022"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "022" "022" "0312" "024" "022" "022"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "0314" "022" "0131" "0312" "0312" "0314"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "022" "022" "0314" "022" "022" "0312"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "0314" "0312" "0312" "0131" "0131" "022"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "0131" "022" "022" "0314" "0312" "02322"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "022" "022" "0312" "0314" "022" "0312"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "022" "022" "022" "0312" "0314" "0312"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "02322" "0312" "022" "022" "0312" "022"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "02322" "024" "0314" "0312" "0313" "022"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "0312" "0312" "0131" "022" "0314" "0314"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "024" "022" "0312" "0312" "0131" "0312"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "0131" "0314" "0312" "0312" "022" "0312"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "0312" "0312" "0131" "0131" "0312" "0131"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "02132" "02311" "02132" "0314" "02322" "02322"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "02314" "022" "0314" "0131" "0131" "02314"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "022" "022" "022" "02322" "0314" "022"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "022" "0314" "022" "022" "022" "022"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "02314" "0312" "02132" "02132" "02322" "022"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "022" "02322" "02322" "02123" "022" "022"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "02132" "02132" "022" "02322" "02123" "02123"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "0314" "0313" "0314" "02322" "02123" "022"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "0314" "02123" "0323" "02123" "0314" "0131"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "0313" "0312" "0312" "0131" "033" "0131"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "0314" "0312" "0131" "0314" "0312" "0314"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "022" "0131" "022" "0312" "0312" "0314"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "0313" "02322" "0312" "022" "0312" "022"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "022" "022" "022" "022" "02313" "02132"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "022" "022" "022" "02313" "022" "02313"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "022" "022" "022" "02314" "02314" "022"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "022" "022" "022" "022" "022" "0312"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "022" "022" "02314" "02314" "022" "022"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "022" "022" "022" "022" "022" "0312"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "022" "022" "022" "022" "022" "0312"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "022" "022" "022" "0312" "022" "022"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "022" "022" "022" "022" "022" "022"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "022" "022" "0211" "022" "022" "022"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "022" "02314" "022" "022" "02314" "02314"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "022" "022" "0312" "022" "022" "022"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "024" "022" "022" "02314" "022" "022"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "022" "022" "022" "022" "022" "022"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "0312" "022" "0312" "0131" "022" "0312"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "022" "0312" "0131" "0131" "024" "0312"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "0312" "0131" "0312" "0312" "0312" "022"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "022" "022" "0312" "0313" "0312" "0312"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "022" "0312" "0131" "022" "022" "0131"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "0312" "022" "022" "022" "0312" "0312"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "022" "022" "022" "022" "022" "022"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "022" "022" "022" "022" "022" "022"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "022" "022" "0322" "0322" "033" "0323"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "0323" "033" "0314" "0322" "0322" "0323"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "0322" "0321" "0322" "0323" "0322" "02132"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "0323" "0323" "0321" "0322" "0323" "0322"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "0323" "0324" "0324" "0323" "0322" "0324"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "024" "0314" "02123" "0323" "0321" "0314"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "0323" "0322" "0322" "0322" "0323" "0322"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "0314" "0323" "0314" "0321" "02121" "0321"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "0321" "0323" "02123" "0321" "02123" "02123"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "02123" "02123" "0314" "0322" "02322" "0323"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "0314" "0323" "0321" "0322" "02123" "0314"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "0314" "02123" "0321" "0322" "0322" "024"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "0322" "0321" "0322" "0323" "0322" "0322"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "0321" "0323" "0321" "0324" "0322" "0322"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "0321" "0322" "0321" "0322" "0322" "0321"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "0322" "0323" "0322" "0323" "0322" "033"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "0322" "0324" "0322" "0322" "024" "0321"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "0321" "0323" "0321" "0322" "0322" "0322"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "0321" "0321" "0322" "0323" "0322" "0321"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "024" "0322" "033" "0322" "0322" "024"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "033" "0323" "0322" "0324" "0324" "0322"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "0324" "024" "0323" "0324" "024" "033"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "0322" "0323" "0322" "0323" "0324" "0323"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "0322" "0322" "0322" "0322" "0321" "0324"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "0321" "0324" "0321" "0322" "02121" "0321"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "0321" "0323" "0321" "0321" "0321" "0321"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "0322" "0324" "0324" "0324" "0322" "0321"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "0322" "0324" "0324" "0322" "0324" "0324"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "0322" "0323" "033" "0321" "0322" "0321"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "0321" "0324" "0323" "0321" "0321" "0323"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "0322" "033" "0322" "0321" "0321" "02121"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "0321" "0321" "0322" "0321" "0321" "0322"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "0322" "0321" "0322" "0321" "0321" "024"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "02131" "024" "02121" "02121" "024" "02131"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "02131" "02131" "024" "02123" "02133" "024"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "02132" "02133" "0211" "02121" "02121" "02121"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "0323" "02121" "0323" "02122" "02121"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "02121" "02122" "024" "02121" "02121" "02121"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "0323" "02122" "02121" "02121" "02121" "02122"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "02133" "033" "024" "033" "02121" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "0323" "024" "02121" "02121" "02121" "024"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "02121" "02121" "02121" "02121" "02121" "024"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "02121" "02121" "02121" "02121" "02121" "02121"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "02121" "0211" "02121" "02133" "02131"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "02121" "02133" "0211" "0211" "0211" "02122"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "02131" "02131" "0211" "02131" "0211" "02133"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "02131" "02131" "02121" "02131" "02131"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "02131" "02131" "02131" "02133" "02133" "02133"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "02133" "02131" "02131" "02133" "02122" "02133"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "02131" "02131" "02131" "02133" "02133" "02131"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "02131" "0211" "02131" "02131" "02133" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "02131" "02133" "02122" "02133" "02131" "02131"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "02131" "0211" "02122" "02121" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "02122" "02122" "02122" "02121" "02122" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "02122" "02121" "0323" "02121" "02122" "02121"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "02122" "02133" "02121" "02122" "02122" "02122"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "02122" "02121" "02122" "0321" "0321" "02122"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "02122" "02122" "02122" "02122" "02133" "02122"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "02122" "0321" "0321" "0324" "02131" "02122"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "02122" "02131" "02121" "02121" "02122" "02122"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "02122" "0321" "02133" "0321" "0321" "02131"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "02122" "02122" "0321" "02133" "02122" "0321"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "02122" "02122" "02133" "02122" "02122" "02122"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "02122" "02122" "0321" "02122" "02121" "0323"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "02122" "02122" "02122" "02122" "0324" "02121"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "02131" "02122" "02122" "0321" "0323" "02122"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "02121" "0321" "02121" "0323" "0211" "02121"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "02121" "0211" "0211" "02121" "02121" "02121"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "02121" "0323" "024" "02121" "02121" "0323"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "0323" "024" "02121" "02121" "024" "0323"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "0323" "0323" "033" "0323" "0323" "024"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "024" "024" "024" "0323" "0324" "0323"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "024" "024" "024" "0323" "0323" "024"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "033" "0211" "024" "033" "024" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "024" "033" "024" "0211" "024" "0323"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "024" "024" "024" "024" "033" "033"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "024" "0211" "024" "024" "033" "024"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "024" "024" "024" "033" "024" "024"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "024" "033" "024" "024" "024" "024"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "033" "024" "024" "024" "024" "024"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "024" "024" "024" "024" "024" "024"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "024" "024" "024" "024" "024" "024"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "024" "024" "024" "024" "024" "024"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "024" "024" "024" "024" "0323" "024"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "024" "0211" "024" "024" "0211" "024"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "024" "024" "024" "024" "024"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "024" "024" "0211" "024" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "024" "0211" "024" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "024" "0211" "0211" "0211" "0211" "024"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "024" "0211" "0211" "024" "024" "024"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "024" "024" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "024" "024" "024" "024" "024"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "024" "024" "024" "024" "0211" "024"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "024" "024" "024" "024" "024" "024"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "024" "024" "024" "024" "024" "024"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "02314" "024" "024" "0211" "024"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "024" "0211" "024" "02121" "024" "024"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "024" "024" "0211" "024" "024" "024"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "024" "024" "0211" "0211" "024" "024"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "024" "024" "024" "024" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "02121" "024" "024" "0211" "024" "024"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "024" "024" "0211" "024" "024"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "024" "024" "024" "0211" "0211" "024"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "033" "033" "033" "033" "033"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "033" "033" "0323" "033" "0323" "033"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "033" "033" "033" "033" "033" "033"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "033" "033" "033" "033" "033" "033"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "033" "033" "033" "0131" "033" "033"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "033" "0323" "033" "033" "033" "033"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "033" "033" "033" "033" "033" "033"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "033" "033" "033" "033" "0314" "0131"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "033" "033" "033" "033" "033" "033"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "033" "033" "033" "033" "033" "033"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "033" "033" "033" "033" "033" "033"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "0131" "033" "033" "0322" "033" "033"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "033" "033" "0131" "033" "033" "033"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "033" "033" "033" "024" "024" "033"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "033" "033" "024" "033" "033" "033"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "033" "0131" "033" "033" "033" "033"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "033" "033" "024" "033" "033" "033"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "033" "033" "033" "033" "024" "0323"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "033" "024" "033" "033" "033" "0131"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "033" "033" "033" "033" "033" "033"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "033" "033" "033" "024" "033" "033"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "033" "033" "033" "033" "033" "033"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "024" "033" "033" "033" "033" "024"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "024" "024" "024" "033" "0131" "033"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "033" "033" "033" "033" "033" "033"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "033" "024" "033" "0323" "033" "024"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "033" "033" "033" "024" "024" "024"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "033" "033" "033" "0131" "033" "024"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "024" "024" "033" "024" "024" "024"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "024" "024" "022" "0323" "033" "033"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "033" "033" "033" "033" "033" "033"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "033" "033" "024" "024" "033" "033"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "0323" "033" "033" "024" "033" "033"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "033" "033" "033" "024" "024" "033"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "024" "024" "033" "022" "024" "024"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "024" "024" "024" "033" "033" "024"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "024" "033" "024" "024" "033" "024"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "033" "024" "024" "024" "033" "024"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "022" "024" "024" "033" "033" "033"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "033" "024" "024" "024" "022" "024"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "024" "024" "024" "024" "033" "033"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "024" "024" "033" "024" "033" "024"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "024" "024" "024" "024" "024" "024"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "024" "022" "024" "024" "024" "024"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "024" "024" "012" "012" "012" "011"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "012" "012" "012" "012" "012" "012"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "012" "012" "012" "012" "012" "012"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "012" "011" "012" "012" "011" "012"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "014" "012" "0132" "012" "012" "014"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "022" "012" "012" "012" "014" "012"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "0133" "014" "011" "012" "014" "014"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "0133" "012" "014" "012" "012" "012"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "012" "012" "012" "012" "012" "022"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "012" "02322" "012" "012" "012" "012"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "0313" "012" "0313" "012" "012" "012"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "012" "022" "012" "014" "012" "012"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "0324" "012" "012" "012" "014" "012"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "012" "014" "011" "014" "014" "012"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "012" "012" "012" "024" "022" "012"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "012" "012" "012" "012" "012" "012"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "0324" "012" "012" "012" "012" "012"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "012" "012" "012" "014" "014" "014"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "014" "012" "012" "012" "014" "012"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "014" "012" "012" "012" "012" "0313"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "012" "014" "014" "012" "014" "012"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "012" "012" "012" "0324" "012" "012"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "014" "014" "012" "014" "012" "014"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "014" "014" "012" "012" "012" "012"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "012" "012" "014" "014" "014" "012"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "012" "012" "012" "014" "012" "012"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "0313" "022" "012" "012" "014" "012"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "012" "012" "014" "014" "014" "012"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "012" "012" "014" "012" "012" "012"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "012" "012" "012" "014" "012" "012"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "012" "012" "012" "022" "012" "012"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "012" "012" "012" "012" "012" "022"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "014" "012" "014" "033" "014" "014"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "012" "012" "012" "012" "012" "014"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "012" "0313" "012" "012" "012" "012"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "012" "012" "012" "012" "0313" "012"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "012" "022" "012" "012" "012" "012"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "012" "014" "012" "012" "012" "022"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "012" "012" "012" "012" "012" "012"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "012" "012" "014" "012" "012" "012"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "012" "014" "014" "014" "012" "012"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "014" "012" "014" "012" "0313" "014"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "014" "012" "012" "012" "014" "014"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "014" "014" "012" "014" "014" "0313"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "014" "014" "014" "014" "014" "014"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "014" "014" "014" "014" "014" "014"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "014" "014" "014" "014" "0313" "0131"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "014" "012" "014" "014" "014" "014"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "014" "014" "012" "014" "014" "014"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "014" "014" "014" "012" "014" "012"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "014" "012" "014" "014" "012" "014"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "022" "014" "014" "012" "0133" "0133"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "012" "014" "014" "012" "022" "014"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "022" "012" "014" "012" "014" "012"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "014" "014" "012" "014" "014" "014"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "012" "012" "014" "014" "014" "012"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "012" "012" "014" "014" "014" "014"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "014" "0313" "033" "014" "014" "014"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "014" "014" "012" "014" "014" "0313"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "014" "014" "014" "014" "014" "0313"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "014" "014" "014" "012" "014" "014"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "014" "012" "012" "014" "012" "014"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "012" "014" "014" "014" "012" "014"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "014" "012" "012" "012" "014" "014"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "012" "022" "012" "012" "012" "014"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "014" "012" "012" "012" "012" "012"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "014" "012" "012" "014" "012" "014"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "0133" "012" "012" "014" "014" "014"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "014" "014" "0133" "014" "014" "014"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "014" "014" "012" "014" "014" "014"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "014" "014" "014" "014" "014" "014"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "014" "014" "014" "014" "0131" "012"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "014" "014" "014" "014" "014" "014"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "011" "014" "014" "014" "014" "014"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "014" "014" "0131" "014" "014" "014"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "012" "014" "014" "0313" "014" "014"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "014" "014" "0131" "012" "014" "014"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "014" "014" "014" "0131" "014" "014"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "0131" "014" "014" "014" "0131" "0313"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "014" "014" "014" "014" "012" "014"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "014" "012" "014" "0133" "014" "0131"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "022" "014" "014" "014" "014" "014"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "014" "014" "014" "014" "014" "014"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "014" "014" "014" "014" "014" "014"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "012" "014" "014" "014" "014" "033"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "014" "014" "014" "014" "014" "014"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "0324" "012" "014" "014" "011" "014"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "014" "0313" "014" "012" "014" "014"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "012" "014" "014" "012" "011" "012"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "012" "014" "012" "014" "014" "012"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "014" "014" "014" "014" "014" "011"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "014" "014" "012" "014" "014" "011"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "012" "014" "011" "014" "014" "014"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "014" "014" "033" "014" "014" "014"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "014" "012" "014" "014" "014" "012"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "012" "014" "014" "012" "012" "0313"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "012" "014" "014" "012" "0313" "012"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "014" "014" "012" "012" "014" "012"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "012" "014" "012" "014" "012" "014"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "014" "012" "012" "014" "0313" "014"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "012" "012" "012" "012" "0324" "033"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "012" "012" "012" "012" "012" "012"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "012" "014" "014" "022" "014" "012"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "0324" "0324" "014" "012" "012" "012"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "012" "012" "012" "012" "014" "014"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "012" "012" "012" "012" "012" "012"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "012" "012" "012" "012" "012" "022"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "012" "0313" "012" "012" "012" "012"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "012" "012" "012" "014" "012" "012"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "012" "012" "012" "012" "014" "0313"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "011" "011" "011" "011" "0133" "011"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "011" "011" "011" "011" "011" "011"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "011" "011" "011" "011" "011" "011"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "011" "011" "014" "011" "011" "0313"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "011" "011" "011" "011" "011" "011"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "011" "011" "011" "011" "011" "011"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "014" "011" "011" "011" "011" "011"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "011" "011" "0131" "011" "011" "011"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "0313" "011" "011" "011" "011" "011"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "011" "011" "011" "011" "011" "011"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "011" "011" "011" "011" "011" "011"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "0133" "011" "011" "011" "011" "011"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "011" "011" "011" "011" "011" "011"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "011" "011" "0313" "011" "022" "011"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "011" "0313" "011" "011" "0133" "011"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "011" "011" "011" "011" "011" "011"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "011" "011" "011" "011" "011" "011"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "011" "011" "0313" "011" "011" "011"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "011" "011" "011" "011" "011" "011"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "011" "011" "011" "011" "011" "011"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "011" "011" "011" "011" "0133" "011"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "011" "0133" "011" "011" "011" "011"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "011" "011" "011" "011" "011" "011"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "011" "011" "011" "0131" "011" "011"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "011" "011" "033" "011" "011" "0131"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "011" "011" "011" "011" "0133" "0133"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "011" "011" "011" "011" "011" "011"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "011" "011" "011" "011" "0133" "011"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "011" "011" "011" "011" "011" "011"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "011" "0133" "011" "011" "011" "011"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "011" "011" "011" "011" "011" "011"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "011" "011" "011" "0133" "011" "0131"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "011" "011" "011" "011" "011" "011"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "011" "011" "011" "011" "011" "011"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "011" "011" "011" "011" "011" "011"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "011" "011" "011" "011" "011" "011"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "011" "011" "0313" "011" "011" "0132"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "0132" "0132" "011" "0132" "0132" "0132"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "011" "0132" "011" "0132" "0313" "011"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "011" "0132" "011" "011" "011" "011"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "0132" "0132" "0132" "0132" "0132" "0132"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "0132" "0132" "0132" "011" "0132" "0132"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "011" "011" "0132" "0132" "0132" "011"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "011" "011" "011" "011" "011" "011"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "011" "0132" "0132" "0313" "011" "011"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "011" "011" "011" "0132" "011" "011"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "011" "011" "011" "011" "011" "011"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "011" "011" "0132" "011" "014" "011"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "011" "011" "011" "011" "012" "011"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "011" "011" "0132" "011" "011" "0132"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "014" "014" "011" "011" "033" "011"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "012" "0132" "011" "011" "011" "011"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "0132" "0132" "014" "011" "011" "011"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "011" "011" "011" "011" "011" "011"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "011" "014" "011" "011" "011" "011"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "011" "011" "011" "011" "011" "011"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "0132" "011" "011" "011" "011" "011"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "011" "011" "011" "011" "011" "011"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "011" "011" "011" "011" "011" "0132"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "011" "0322" "0132" "011" "011" "0132"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "011" "011" "011" "0313" "011" "011"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "011" "011" "011" "011" "011" "011"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "011" "011" "011" "0134" "011" "011"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "011" "011" "011" "011" "011" "011"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "014" "011" "011" "011" "011" "011"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "011" "011" "0314" "0314" "011" "014"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "011" "011" "011" "011" "0133" "0133"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "011" "02321" "0133" "011" "011" "0133"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "011" "011" "0322" "011" "011" "011"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "011" "011" "0133" "0133" "0133" "011"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "011" "011" "011" "0134" "0134" "011"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "011" "011" "011" "011" "011" "011"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "011" "014" "011" "011" "011" "011"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "011" "011" "011" "011" "011" "011"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "011" "011" "011" "0133" "011" "011"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "011" "011" "011" "011" "011" "011"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "011" "011" "011" "011" "0133" "011"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "011" "011" "011" "011" "0134" "011"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "011" "011" "011" "0134" "0134" "011"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "011" "011" "011" "011" "011"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1471))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "0232" "0232" "02311" "02311" "0232" "0232"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "0232" "0232" "0232" "0232" "0232" "02311"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "02311" "0232" "02311" "02311" "0232" "02311"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "02132" "0232" "0232" "022" "0232" "0232"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "02132" "02311" "02311" "0232" "0232" "02313"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "02131" "0232" "0232" "022" "02311" "0232"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "0232" "0232" "02311" "0232" "02311" "0232"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "0232" "022" "0232" "022" "022" "02311"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "0232" "0232" "0311" "022" "0311" "0232"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "02311" "0232" "02121" "02312" "02311" "02312"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "022" "022" "02313" "02312" "022" "02312"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "02313" "02313" "0232" "0232" "0232" "022"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "0232" "02313" "02311" "0232" "0232" "02311"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "0232" "0232" "0232" "0232" "022" "0311"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "022" "0232" "0232" "0232" "02311" "0232"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "0232" "02311" "0232" "02314" "02311" "022"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "0232" "022" "02312" "022" "022" "022"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "02312" "022" "0134" "022" "022" "022"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "022" "02313" "022" "02312" "02313" "022"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "022" "022" "0232" "022" "02314" "022"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "0232" "022" "02313" "02311" "022" "02314"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "0312" "0134" "02312" "022" "022" "022"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "02312" "022" "02312" "022" "022" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "0134" "0311" "022" "022" "022" "022"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "022" "022" "022" "022" "022" "022"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "02312" "022" "022" "022" "022" "0311"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "0311" "0311" "02312" "022" "02311" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "02313" "02313" "02313" "02312" "02312" "02312"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "02312" "02313" "02312" "02312" "02312" "02313"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "022" "02313" "024" "02312" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "02313" "0232" "022" "022" "022" "02313"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "022" "022" "022" "022" "022" "022"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "022" "022" "024" "02312" "024" "02312"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "022" "0134" "0134" "0232" "0311" "0134"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "0134" "0134" "0311" "0134" "0311" "0134"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "0134" "0311" "0311" "0311" "0134" "0311"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "022" "024" "0134" "022" "0311" "0311"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "022" "0311" "0311" "0311" "022" "0311"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "0134" "022" "022" "022" "022" "022"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "0134" "0311" "0311" "0311" "0134" "0324"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "0311" "022" "0311" "0134" "0311" "0311"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "0311" "0313" "0311" "0134" "0311" "022"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "0134" "0134" "0311" "0134" "022" "0311"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "033" "0134" "0311" "011" "0311" "0311"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "0311" "0311" "0134" "0311" "0311" "0311"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "0311" "0134" "0232" "022" "0311" "0311"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "0134" "0311" "0134" "0134" "0134" "022"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "022" "0311" "0311" "022" "0232" "0322"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "022" "022" "0232" "02123" "02132" "0232"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "02123" "02132" "022" "02132" "0232" "0232"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "02132" "0232" "02132" "02123" "02132" "0232"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "02132" "02132" "022" "02314" "02132" "02123"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "0232" "0314" "02123" "02132" "0232" "02132"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "02123" "02314" "02123" "02132" "0314" "0314"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "0232" "02132" "02132" "02132" "02123" "02123"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "02123" "02123" "02123" "022" "0232" "02132"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "02123" "0232" "0211" "024" "0232" "02132"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "022" "0313" "022" "0314" "02123" "02123"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "0232" "022" "022" "02123" "022" "022"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "0314" "0232" "02132" "0312" "0131" "0131"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "0312" "0131" "0232" "0312" "022" "022"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "022" "0314" "0314" "022" "022" "022"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "0131" "0314" "022" "0313" "022" "0314"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "0314" "022" "0232" "0312" "022" "02132"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "0232" "0232" "022" "0312" "0312" "022"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "022" "022" "0312" "024" "022" "022"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "0314" "022" "0131" "0312" "0312" "0314"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "022" "022" "0314" "022" "022" "0312"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "0314" "0312" "0312" "0131" "0131" "022"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "0131" "022" "022" "0314" "0312" "0232"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "022" "022" "0312" "0314" "022" "0312"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "022" "022" "022" "0312" "0314" "0312"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "0232" "0312" "022" "022" "0312" "022"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "0232" "024" "0314" "0312" "0313" "022"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "0312" "0312" "0131" "022" "0314" "0314"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "024" "022" "0312" "0312" "0131" "0312"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "0131" "0314" "0312" "0312" "022" "0312"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "0312" "0312" "0131" "0131" "0312" "0131"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "02132" "02311" "02132" "0314" "0232" "0232"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "02314" "022" "0314" "0131" "0131" "02314"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "022" "022" "022" "0232" "0314" "022"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "022" "0314" "022" "022" "022" "022"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "02314" "0312" "02132" "02132" "0232" "022"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "022" "0232" "0232" "02123" "022" "022"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "02132" "02132" "022" "0232" "02123" "02123"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "0314" "0313" "0314" "0232" "02123" "022"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "0314" "02123" "0323" "02123" "0314" "0131"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "0313" "0312" "0312" "0131" "033" "0131"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "0314" "0312" "0131" "0314" "0312" "0314"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "022" "0131" "022" "0312" "0312" "0314"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "0313" "0232" "0312" "022" "0312" "022"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "022" "022" "022" "022" "02313" "02132"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "022" "022" "022" "02313" "022" "02313"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "022" "022" "022" "02314" "02314" "022"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "022" "022" "022" "022" "022" "0312"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "022" "022" "02314" "02314" "022" "022"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "022" "022" "022" "022" "022" "0312"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "022" "022" "022" "022" "022" "0312"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "022" "022" "022" "0312" "022" "022"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "022" "022" "022" "022" "022" "022"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "022" "022" "0211" "022" "022" "022"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "022" "02314" "022" "022" "02314" "02314"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "022" "022" "0312" "022" "022" "022"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "024" "022" "022" "02314" "022" "022"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "022" "022" "022" "022" "022" "022"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "0312" "022" "0312" "0131" "022" "0312"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "022" "0312" "0131" "0131" "024" "0312"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "0312" "0131" "0312" "0312" "0312" "022"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "022" "022" "0312" "0313" "0312" "0312"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "022" "0312" "0131" "022" "022" "0131"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "0312" "022" "022" "022" "0312" "0312"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "022" "022" "022" "022" "022" "022"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "022" "022" "022" "022" "022" "022"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "022" "022" "0322" "0322" "033" "0323"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "0323" "033" "0314" "0322" "0322" "0323"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "0322" "0321" "0322" "0323" "0322" "02132"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "0323" "0323" "0321" "0322" "0323" "0322"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "0323" "0324" "0324" "0323" "0322" "0324"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "024" "0314" "02123" "0323" "0321" "0314"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "0323" "0322" "0322" "0322" "0323" "0322"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "0314" "0323" "0314" "0321" "02121" "0321"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "0321" "0323" "02123" "0321" "02123" "02123"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "02123" "02123" "0314" "0322" "0232" "0323"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "0314" "0323" "0321" "0322" "02123" "0314"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "0314" "02123" "0321" "0322" "0322" "024"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "0322" "0321" "0322" "0323" "0322" "0322"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "0321" "0323" "0321" "0324" "0322" "0322"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "0321" "0322" "0321" "0322" "0322" "0321"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "0322" "0323" "0322" "0323" "0322" "033"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "0322" "0324" "0322" "0322" "024" "0321"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "0321" "0323" "0321" "0322" "0322" "0322"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "0321" "0321" "0322" "0323" "0322" "0321"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "024" "0322" "033" "0322" "0322" "024"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "033" "0323" "0322" "0324" "0324" "0322"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "0324" "024" "0323" "0324" "024" "033"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "0322" "0323" "0322" "0323" "0324" "0323"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "0322" "0322" "0322" "0322" "0321" "0324"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "0321" "0324" "0321" "0322" "02121" "0321"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "0321" "0323" "0321" "0321" "0321" "0321"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "0322" "0324" "0324" "0324" "0322" "0321"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "0322" "0324" "0324" "0322" "0324" "0324"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "0322" "0323" "033" "0321" "0322" "0321"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "0321" "0324" "0323" "0321" "0321" "0323"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "0322" "033" "0322" "0321" "0321" "02121"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "0321" "0321" "0322" "0321" "0321" "0322"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "0322" "0321" "0322" "0321" "0321" "024"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "02131" "024" "02121" "02121" "024" "02131"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "02131" "02131" "024" "02123" "02133" "024"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "02132" "02133" "0211" "02121" "02121" "02121"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "0323" "02121" "0323" "02122" "02121"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "02121" "02122" "024" "02121" "02121" "02121"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "0323" "02122" "02121" "02121" "02121" "02122"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "02133" "033" "024" "033" "02121" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "0323" "024" "02121" "02121" "02121" "024"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "02121" "02121" "02121" "02121" "02121" "024"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "02121" "02121" "02121" "02121" "02121" "02121"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "02121" "0211" "02121" "02133" "02131"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "02121" "02133" "0211" "0211" "0211" "02122"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "02131" "02131" "0211" "02131" "0211" "02133"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "02131" "02131" "02121" "02131" "02131"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "02131" "02131" "02131" "02133" "02133" "02133"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "02133" "02131" "02131" "02133" "02122" "02133"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "02131" "02131" "02131" "02133" "02133" "02131"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "02131" "0211" "02131" "02131" "02133" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "02131" "02133" "02122" "02133" "02131" "02131"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "02131" "0211" "02122" "02121" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "02122" "02122" "02122" "02121" "02122" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "02122" "02121" "0323" "02121" "02122" "02121"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "02122" "02133" "02121" "02122" "02122" "02122"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "02122" "02121" "02122" "0321" "0321" "02122"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "02122" "02122" "02122" "02122" "02133" "02122"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "02122" "0321" "0321" "0324" "02131" "02122"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "02122" "02131" "02121" "02121" "02122" "02122"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "02122" "0321" "02133" "0321" "0321" "02131"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "02122" "02122" "0321" "02133" "02122" "0321"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "02122" "02122" "02133" "02122" "02122" "02122"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "02122" "02122" "0321" "02122" "02121" "0323"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "02122" "02122" "02122" "02122" "0324" "02121"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "02131" "02122" "02122" "0321" "0323" "02122"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "02121" "0321" "02121" "0323" "0211" "02121"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "02121" "0211" "0211" "02121" "02121" "02121"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "02121" "0323" "024" "02121" "02121" "0323"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "0323" "024" "02121" "02121" "024" "0323"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "0323" "0323" "033" "0323" "0323" "024"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "024" "024" "024" "0323" "0324" "0323"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "024" "024" "024" "0323" "0323" "024"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "033" "0211" "024" "033" "024" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "024" "033" "024" "0211" "024" "0323"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "024" "024" "024" "024" "033" "033"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "024" "0211" "024" "024" "033" "024"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "024" "024" "024" "033" "024" "024"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "024" "033" "024" "024" "024" "024"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "033" "024" "024" "024" "024" "024"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "024" "024" "024" "024" "024" "024"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "024" "024" "024" "024" "024" "024"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "024" "024" "024" "024" "024" "024"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "024" "024" "024" "024" "0323" "024"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "024" "0211" "024" "024" "0211" "024"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "024" "024" "024" "024" "024"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "024" "024" "0211" "024" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "024" "0211" "024" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "024" "0211" "0211" "0211" "0211" "024"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "024" "0211" "0211" "024" "024" "024"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "024" "024" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "024" "024" "024" "024" "024"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "024" "024" "024" "024" "0211" "024"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "024" "024" "024" "024" "024" "024"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "024" "024" "024" "024" "024" "024"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "02314" "024" "024" "0211" "024"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "024" "0211" "024" "02121" "024" "024"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "024" "024" "0211" "024" "024" "024"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "024" "024" "0211" "0211" "024" "024"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "024" "024" "024" "024" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "02121" "024" "024" "0211" "024" "024"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "024" "024" "0211" "024" "024"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "024" "024" "024" "0211" "0211" "024"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "033" "033" "033" "033" "033"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "033" "033" "0323" "033" "0323" "033"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "033" "033" "033" "033" "033" "033"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "033" "033" "033" "033" "033" "033"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "033" "033" "033" "0131" "033" "033"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "033" "0323" "033" "033" "033" "033"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "033" "033" "033" "033" "033" "033"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "033" "033" "033" "033" "0314" "0131"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "033" "033" "033" "033" "033" "033"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "033" "033" "033" "033" "033" "033"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "033" "033" "033" "033" "033" "033"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "0131" "033" "033" "0322" "033" "033"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "033" "033" "0131" "033" "033" "033"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "033" "033" "033" "024" "024" "033"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "033" "033" "024" "033" "033" "033"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "033" "0131" "033" "033" "033" "033"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "033" "033" "024" "033" "033" "033"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "033" "033" "033" "033" "024" "0323"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "033" "024" "033" "033" "033" "0131"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "033" "033" "033" "033" "033" "033"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "033" "033" "033" "024" "033" "033"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "033" "033" "033" "033" "033" "033"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "024" "033" "033" "033" "033" "024"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "024" "024" "024" "033" "0131" "033"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "033" "033" "033" "033" "033" "033"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "033" "024" "033" "0323" "033" "024"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "033" "033" "033" "024" "024" "024"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "033" "033" "033" "0131" "033" "024"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "024" "024" "033" "024" "024" "024"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "024" "024" "022" "0323" "033" "033"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "033" "033" "033" "033" "033" "033"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "033" "033" "024" "024" "033" "033"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "0323" "033" "033" "024" "033" "033"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "033" "033" "033" "024" "024" "033"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "024" "024" "033" "022" "024" "024"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "024" "024" "024" "033" "033" "024"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "024" "033" "024" "024" "033" "024"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "033" "024" "024" "024" "033" "024"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "022" "024" "024" "033" "033" "033"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "033" "024" "024" "024" "022" "024"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "024" "024" "024" "024" "033" "033"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "024" "024" "033" "024" "033" "024"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "024" "024" "024" "024" "024" "024"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "024" "022" "024" "024" "024" "024"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "024" "024" "012" "012" "012" "011"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "012" "012" "012" "012" "012" "012"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "012" "012" "012" "012" "012" "012"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "012" "011" "012" "012" "011" "012"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "014" "012" "0132" "012" "012" "014"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "022" "012" "012" "012" "014" "012"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "0133" "014" "011" "012" "014" "014"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "0133" "012" "014" "012" "012" "012"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "012" "012" "012" "012" "012" "022"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "012" "0232" "012" "012" "012" "012"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "0313" "012" "0313" "012" "012" "012"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "012" "022" "012" "014" "012" "012"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "0324" "012" "012" "012" "014" "012"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "012" "014" "011" "014" "014" "012"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "012" "012" "012" "024" "022" "012"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "012" "012" "012" "012" "012" "012"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "0324" "012" "012" "012" "012" "012"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "012" "012" "012" "014" "014" "014"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "014" "012" "012" "012" "014" "012"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "014" "012" "012" "012" "012" "0313"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "012" "014" "014" "012" "014" "012"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "012" "012" "012" "0324" "012" "012"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "014" "014" "012" "014" "012" "014"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "014" "014" "012" "012" "012" "012"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "012" "012" "014" "014" "014" "012"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "012" "012" "012" "014" "012" "012"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "0313" "022" "012" "012" "014" "012"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "012" "012" "014" "014" "014" "012"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "012" "012" "014" "012" "012" "012"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "012" "012" "012" "014" "012" "012"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "012" "012" "012" "022" "012" "012"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "012" "012" "012" "012" "012" "022"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "014" "012" "014" "033" "014" "014"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "012" "012" "012" "012" "012" "014"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "012" "0313" "012" "012" "012" "012"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "012" "012" "012" "012" "0313" "012"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "012" "022" "012" "012" "012" "012"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "012" "014" "012" "012" "012" "022"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "012" "012" "012" "012" "012" "012"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "012" "012" "014" "012" "012" "012"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "012" "014" "014" "014" "012" "012"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "014" "012" "014" "012" "0313" "014"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "014" "012" "012" "012" "014" "014"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "014" "014" "012" "014" "014" "0313"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "014" "014" "014" "014" "014" "014"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "014" "014" "014" "014" "014" "014"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "014" "014" "014" "014" "0313" "0131"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "014" "012" "014" "014" "014" "014"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "014" "014" "012" "014" "014" "014"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "014" "014" "014" "012" "014" "012"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "014" "012" "014" "014" "012" "014"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "022" "014" "014" "012" "0133" "0133"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "012" "014" "014" "012" "022" "014"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "022" "012" "014" "012" "014" "012"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "014" "014" "012" "014" "014" "014"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "012" "012" "014" "014" "014" "012"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "012" "012" "014" "014" "014" "014"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "014" "0313" "033" "014" "014" "014"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "014" "014" "012" "014" "014" "0313"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "014" "014" "014" "014" "014" "0313"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "014" "014" "014" "012" "014" "014"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "014" "012" "012" "014" "012" "014"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "012" "014" "014" "014" "012" "014"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "014" "012" "012" "012" "014" "014"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "012" "022" "012" "012" "012" "014"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "014" "012" "012" "012" "012" "012"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "014" "012" "012" "014" "012" "014"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "0133" "012" "012" "014" "014" "014"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "014" "014" "0133" "014" "014" "014"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "014" "014" "012" "014" "014" "014"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "014" "014" "014" "014" "014" "014"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "014" "014" "014" "014" "0131" "012"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "014" "014" "014" "014" "014" "014"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "011" "014" "014" "014" "014" "014"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "014" "014" "0131" "014" "014" "014"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "012" "014" "014" "0313" "014" "014"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "014" "014" "0131" "012" "014" "014"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "014" "014" "014" "0131" "014" "014"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "0131" "014" "014" "014" "0131" "0313"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "014" "014" "014" "014" "012" "014"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "014" "012" "014" "0133" "014" "0131"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "022" "014" "014" "014" "014" "014"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "014" "014" "014" "014" "014" "014"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "014" "014" "014" "014" "014" "014"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "012" "014" "014" "014" "014" "033"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "014" "014" "014" "014" "014" "014"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "0324" "012" "014" "014" "011" "014"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "014" "0313" "014" "012" "014" "014"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "012" "014" "014" "012" "011" "012"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "012" "014" "012" "014" "014" "012"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "014" "014" "014" "014" "014" "011"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "014" "014" "012" "014" "014" "011"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "012" "014" "011" "014" "014" "014"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "014" "014" "033" "014" "014" "014"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "014" "012" "014" "014" "014" "012"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "012" "014" "014" "012" "012" "0313"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "012" "014" "014" "012" "0313" "012"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "014" "014" "012" "012" "014" "012"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "012" "014" "012" "014" "012" "014"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "014" "012" "012" "014" "0313" "014"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "012" "012" "012" "012" "0324" "033"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "012" "012" "012" "012" "012" "012"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "012" "014" "014" "022" "014" "012"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "0324" "0324" "014" "012" "012" "012"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "012" "012" "012" "012" "014" "014"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "012" "012" "012" "012" "012" "012"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "012" "012" "012" "012" "012" "022"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "012" "0313" "012" "012" "012" "012"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "012" "012" "012" "014" "012" "012"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "012" "012" "012" "012" "014" "0313"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "011" "011" "011" "011" "0133" "011"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "011" "011" "011" "011" "011" "011"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "011" "011" "011" "011" "011" "011"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "011" "011" "014" "011" "011" "0313"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "011" "011" "011" "011" "011" "011"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "011" "011" "011" "011" "011" "011"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "014" "011" "011" "011" "011" "011"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "011" "011" "0131" "011" "011" "011"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "0313" "011" "011" "011" "011" "011"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "011" "011" "011" "011" "011" "011"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "011" "011" "011" "011" "011" "011"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "0133" "011" "011" "011" "011" "011"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "011" "011" "011" "011" "011" "011"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "011" "011" "0313" "011" "022" "011"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "011" "0313" "011" "011" "0133" "011"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "011" "011" "011" "011" "011" "011"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "011" "011" "011" "011" "011" "011"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "011" "011" "0313" "011" "011" "011"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "011" "011" "011" "011" "011" "011"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "011" "011" "011" "011" "011" "011"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "011" "011" "011" "011" "0133" "011"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "011" "0133" "011" "011" "011" "011"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "011" "011" "011" "011" "011" "011"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "011" "011" "011" "0131" "011" "011"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "011" "011" "033" "011" "011" "0131"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "011" "011" "011" "011" "0133" "0133"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "011" "011" "011" "011" "011" "011"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "011" "011" "011" "011" "0133" "011"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "011" "011" "011" "011" "011" "011"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "011" "0133" "011" "011" "011" "011"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "011" "011" "011" "011" "011" "011"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "011" "011" "011" "0133" "011" "0131"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "011" "011" "011" "011" "011" "011"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "011" "011" "011" "011" "011" "011"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "011" "011" "011" "011" "011" "011"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "011" "011" "011" "011" "011" "011"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "011" "011" "0313" "011" "011" "0132"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "0132" "0132" "011" "0132" "0132" "0132"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "011" "0132" "011" "0132" "0313" "011"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "011" "0132" "011" "011" "011" "011"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "0132" "0132" "0132" "0132" "0132" "0132"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "0132" "0132" "0132" "011" "0132" "0132"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "011" "011" "0132" "0132" "0132" "011"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "011" "011" "011" "011" "011" "011"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "011" "0132" "0132" "0313" "011" "011"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "011" "011" "011" "0132" "011" "011"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "011" "011" "011" "011" "011" "011"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "011" "011" "0132" "011" "014" "011"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "011" "011" "011" "011" "012" "011"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "011" "011" "0132" "011" "011" "0132"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "014" "014" "011" "011" "033" "011"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "012" "0132" "011" "011" "011" "011"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "0132" "0132" "014" "011" "011" "011"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "011" "011" "011" "011" "011" "011"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "011" "014" "011" "011" "011" "011"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "011" "011" "011" "011" "011" "011"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "0132" "011" "011" "011" "011" "011"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "011" "011" "011" "011" "011" "011"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "011" "011" "011" "011" "011" "0132"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "011" "0322" "0132" "011" "011" "0132"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "011" "011" "011" "0313" "011" "011"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "011" "011" "011" "011" "011" "011"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "011" "011" "011" "0134" "011" "011"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "011" "011" "011" "011" "011" "011"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "014" "011" "011" "011" "011" "011"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "011" "011" "0314" "0314" "011" "014"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "011" "011" "011" "011" "0133" "0133"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "011" "0232" "0133" "011" "011" "0133"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "011" "011" "0322" "011" "011" "011"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "011" "011" "0133" "0133" "0133" "011"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "011" "011" "011" "0134" "0134" "011"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "011" "011" "011" "011" "011" "011"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "011" "014" "011" "011" "011" "011"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "011" "011" "011" "011" "011" "011"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "011" "011" "011" "0133" "011" "011"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "011" "011" "011" "011" "011" "011"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "011" "011" "011" "011" "0133" "011"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "011" "011" "011" "011" "0134" "011"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "011" "011" "011" "0134" "0134" "011"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "011" "011" "011" "011" "011"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1516))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "0232" "0232" "02311" "02311" "0232" "0232"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "0232" "0232" "0232" "0232" "0232" "02311"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "02311" "0232" "02311" "02311" "0232" "02311"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "02132" "0232" "0232" "022" "0232" "0232"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "02132" "02311" "02311" "0232" "0232" "02313"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "02131" "0232" "0232" "022" "02311" "0232"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "0232" "0232" "02311" "0232" "02311" "0232"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "0232" "022" "0232" "022" "022" "02311"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "0232" "0232" "0311" "022" "0311" "0232"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "02311" "0232" "02121" "02312" "02311" "02312"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "022" "022" "02313" "02312" "022" "02312"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "02313" "02313" "0232" "0232" "0232" "022"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "0232" "02313" "02311" "0232" "0232" "02311"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "0232" "0232" "0232" "0232" "022" "0311"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "022" "0232" "0232" "0232" "02311" "0232"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "0232" "02311" "0232" "02314" "02311" "022"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "0232" "022" "02312" "022" "022" "022"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "02312" "022" "0134" "022" "022" "022"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "022" "02313" "022" "02312" "02313" "022"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "022" "022" "0232" "022" "02314" "022"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "0232" "022" "02313" "02311" "022" "02314"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "0312" "0134" "02312" "022" "022" "022"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "02312" "022" "02312" "022" "022" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "0134" "0311" "022" "022" "022" "022"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "022" "022" "022" "022" "022" "022"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "02312" "022" "022" "022" "022" "0311"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "0311" "0311" "02312" "022" "02311" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "02313" "02313" "02313" "02312" "02312" "02312"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "02312" "02313" "02312" "02312" "02312" "02313"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "022" "02313" "024" "02312" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "02313" "0232" "022" "022" "022" "02313"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "022" "022" "022" "022" "022" "022"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "022" "022" "024" "02312" "024" "02312"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "022" "0134" "0134" "0232" "0311" "0134"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "0134" "0134" "0311" "0134" "0311" "0134"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "0134" "0311" "0311" "0311" "0134" "0311"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "022" "024" "0134" "022" "0311" "0311"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "022" "0311" "0311" "0311" "022" "0311"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "0134" "022" "022" "022" "022" "022"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "0134" "0311" "0311" "0311" "0134" "0324"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "0311" "022" "0311" "0134" "0311" "0311"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "0311" "0313" "0311" "0134" "0311" "022"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "0134" "0134" "0311" "0134" "022" "0311"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "033" "0134" "0311" "011" "0311" "0311"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "0311" "0311" "0134" "0311" "0311" "0311"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "0311" "0134" "0232" "022" "0311" "0311"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "0134" "0311" "0134" "0134" "0134" "022"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "022" "0311" "0311" "022" "0232" "0322"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "022" "022" "0232" "02123" "02132" "0232"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "02123" "02132" "022" "02132" "0232" "0232"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "02132" "0232" "02132" "02123" "02132" "0232"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "02132" "02132" "022" "02314" "02132" "02123"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "0232" "0314" "02123" "02132" "0232" "02132"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "02123" "02314" "02123" "02132" "0314" "0314"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "0232" "02132" "02132" "02132" "02123" "02123"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "02123" "02123" "02123" "022" "0232" "02132"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "02123" "0232" "0211" "024" "0232" "02132"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "022" "0313" "022" "0314" "02123" "02123"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "0232" "022" "022" "02123" "022" "022"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "0314" "0232" "02132" "0312" "0131" "0131"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "0312" "0131" "0232" "0312" "022" "022"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "022" "0314" "0314" "022" "022" "022"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "0131" "0314" "022" "0313" "022" "0314"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "0314" "022" "0232" "0312" "022" "02132"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "0232" "0232" "022" "0312" "0312" "022"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "022" "022" "0312" "024" "022" "022"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "0314" "022" "0131" "0312" "0312" "0314"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "022" "022" "0314" "022" "022" "0312"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "0314" "0312" "0312" "0131" "0131" "022"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "0131" "022" "022" "0314" "0312" "0232"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "022" "022" "0312" "0314" "022" "0312"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "022" "022" "022" "0312" "0314" "0312"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "0232" "0312" "022" "022" "0312" "022"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "0232" "024" "0314" "0312" "0313" "022"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "0312" "0312" "0131" "022" "0314" "0314"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "024" "022" "0312" "0312" "0131" "0312"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "0131" "0314" "0312" "0312" "022" "0312"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "0312" "0312" "0131" "0131" "0312" "0131"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "02132" "02311" "02132" "0314" "0232" "0232"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "02314" "022" "0314" "0131" "0131" "02314"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "022" "022" "022" "0232" "0314" "022"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "022" "0314" "022" "022" "022" "022"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "02314" "0312" "02132" "02132" "0232" "022"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "022" "0232" "0232" "02123" "022" "022"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "02132" "02132" "022" "0232" "02123" "02123"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "0314" "0313" "0314" "0232" "02123" "022"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "0314" "02123" "0323" "02123" "0314" "0131"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "0313" "0312" "0312" "0131" "033" "0131"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "0314" "0312" "0131" "0314" "0312" "0314"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "022" "0131" "022" "0312" "0312" "0314"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "0313" "0232" "0312" "022" "0312" "022"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "022" "022" "022" "022" "02313" "02132"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "022" "022" "022" "02313" "022" "02313"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "022" "022" "022" "02314" "02314" "022"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "022" "022" "022" "022" "022" "0312"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "022" "022" "02314" "02314" "022" "022"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "022" "022" "022" "022" "022" "0312"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "022" "022" "022" "022" "022" "0312"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "022" "022" "022" "0312" "022" "022"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "022" "022" "022" "022" "022" "022"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "022" "022" "0211" "022" "022" "022"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "022" "02314" "022" "022" "02314" "02314"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "022" "022" "0312" "022" "022" "022"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "024" "022" "022" "02314" "022" "022"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "022" "022" "022" "022" "022" "022"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "0312" "022" "0312" "0131" "022" "0312"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "022" "0312" "0131" "0131" "024" "0312"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "0312" "0131" "0312" "0312" "0312" "022"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "022" "022" "0312" "0313" "0312" "0312"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "022" "0312" "0131" "022" "022" "0131"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "0312" "022" "022" "022" "0312" "0312"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "022" "022" "022" "022" "022" "022"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "022" "022" "022" "022" "022" "022"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "022" "022" "0322" "0322" "033" "0323"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "0323" "033" "0314" "0322" "0322" "0323"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "0322" "0321" "0322" "0323" "0322" "02132"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "0323" "0323" "0321" "0322" "0323" "0322"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "0323" "0324" "0324" "0323" "0322" "0324"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "024" "0314" "02123" "0323" "0321" "0314"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "0323" "0322" "0322" "0322" "0323" "0322"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "0314" "0323" "0314" "0321" "02121" "0321"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "0321" "0323" "02123" "0321" "02123" "02123"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "02123" "02123" "0314" "0322" "0232" "0323"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "0314" "0323" "0321" "0322" "02123" "0314"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "0314" "02123" "0321" "0322" "0322" "024"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "0322" "0321" "0322" "0323" "0322" "0322"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "0321" "0323" "0321" "0324" "0322" "0322"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "0321" "0322" "0321" "0322" "0322" "0321"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "0322" "0323" "0322" "0323" "0322" "033"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "0322" "0324" "0322" "0322" "024" "0321"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "0321" "0323" "0321" "0322" "0322" "0322"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "0321" "0321" "0322" "0323" "0322" "0321"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "024" "0322" "033" "0322" "0322" "024"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "033" "0323" "0322" "0324" "0324" "0322"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "0324" "024" "0323" "0324" "024" "033"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "0322" "0323" "0322" "0323" "0324" "0323"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "0322" "0322" "0322" "0322" "0321" "0324"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "0321" "0324" "0321" "0322" "02121" "0321"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "0321" "0323" "0321" "0321" "0321" "0321"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "0322" "0324" "0324" "0324" "0322" "0321"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "0322" "0324" "0324" "0322" "0324" "0324"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "0322" "0323" "033" "0321" "0322" "0321"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "0321" "0324" "0323" "0321" "0321" "0323"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "0322" "033" "0322" "0321" "0321" "02121"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "0321" "0321" "0322" "0321" "0321" "0322"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "0322" "0321" "0322" "0321" "0321" "024"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "02131" "024" "02121" "02121" "024" "02131"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "02131" "02131" "024" "02123" "02133" "024"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "02132" "02133" "0211" "02121" "02121" "02121"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "0323" "02121" "0323" "02122" "02121"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "02121" "02122" "024" "02121" "02121" "02121"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "0323" "02122" "02121" "02121" "02121" "02122"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "02133" "033" "024" "033" "02121" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "0323" "024" "02121" "02121" "02121" "024"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "02121" "02121" "02121" "02121" "02121" "024"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "02121" "02121" "02121" "02121" "02121" "02121"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "02121" "0211" "02121" "02133" "02131"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "02121" "02133" "0211" "0211" "0211" "02122"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "02131" "02131" "0211" "02131" "0211" "02133"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "02131" "02131" "02121" "02131" "02131"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "02131" "02131" "02131" "02133" "02133" "02133"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "02133" "02131" "02131" "02133" "02122" "02133"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "02131" "02131" "02131" "02133" "02133" "02131"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "02131" "0211" "02131" "02131" "02133" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "02131" "02133" "02122" "02133" "02131" "02131"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "02131" "0211" "02122" "02121" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "02122" "02122" "02122" "02121" "02122" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "02122" "02121" "0323" "02121" "02122" "02121"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "02122" "02133" "02121" "02122" "02122" "02122"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "02122" "02121" "02122" "0321" "0321" "02122"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "02122" "02122" "02122" "02122" "02133" "02122"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "02122" "0321" "0321" "0324" "02131" "02122"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "02122" "02131" "02121" "02121" "02122" "02122"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "02122" "0321" "02133" "0321" "0321" "02131"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "02122" "02122" "0321" "02133" "02122" "0321"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "02122" "02122" "02133" "02122" "02122" "02122"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "02122" "02122" "0321" "02122" "02121" "0323"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "02122" "02122" "02122" "02122" "0324" "02121"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "02131" "02122" "02122" "0321" "0323" "02122"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "02121" "0321" "02121" "0323" "0211" "02121"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "02121" "0211" "0211" "02121" "02121" "02121"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "02121" "0323" "024" "02121" "02121" "0323"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "0323" "024" "02121" "02121" "024" "0323"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "0323" "0323" "033" "0323" "0323" "024"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "024" "024" "024" "0323" "0324" "0323"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "024" "024" "024" "0323" "0323" "024"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "033" "0211" "024" "033" "024" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "024" "033" "024" "0211" "024" "0323"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "024" "024" "024" "024" "033" "033"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "024" "0211" "024" "024" "033" "024"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "024" "024" "024" "033" "024" "024"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "024" "033" "024" "024" "024" "024"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "033" "024" "024" "024" "024" "024"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "024" "024" "024" "024" "024" "024"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "024" "024" "024" "024" "024" "024"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "024" "024" "024" "024" "024" "024"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "024" "024" "024" "024" "0323" "024"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "024" "0211" "024" "024" "0211" "024"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "024" "024" "024" "024" "024"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "024" "024" "0211" "024" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "024" "0211" "024" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "024" "0211" "0211" "0211" "0211" "024"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "024" "0211" "0211" "024" "024" "024"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "024" "024" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "024" "024" "024" "024" "024"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "024" "024" "024" "024" "0211" "024"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "024" "024" "024" "024" "024" "024"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "024" "024" "024" "024" "024" "024"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "02314" "024" "024" "0211" "024"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "024" "0211" "024" "02121" "024" "024"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "024" "024" "0211" "024" "024" "024"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "024" "024" "0211" "0211" "024" "024"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "024" "024" "024" "024" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "02121" "024" "024" "0211" "024" "024"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "024" "024" "0211" "024" "024"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "024" "024" "024" "0211" "0211" "024"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "033" "033" "033" "033" "033"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "033" "033" "0323" "033" "0323" "033"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "033" "033" "033" "033" "033" "033"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "033" "033" "033" "033" "033" "033"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "033" "033" "033" "0131" "033" "033"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "033" "0323" "033" "033" "033" "033"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "033" "033" "033" "033" "033" "033"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "033" "033" "033" "033" "0314" "0131"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "033" "033" "033" "033" "033" "033"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "033" "033" "033" "033" "033" "033"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "033" "033" "033" "033" "033" "033"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "0131" "033" "033" "0322" "033" "033"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "033" "033" "0131" "033" "033" "033"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "033" "033" "033" "024" "024" "033"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "033" "033" "024" "033" "033" "033"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "033" "0131" "033" "033" "033" "033"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "033" "033" "024" "033" "033" "033"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "033" "033" "033" "033" "024" "0323"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "033" "024" "033" "033" "033" "0131"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "033" "033" "033" "033" "033" "033"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "033" "033" "033" "024" "033" "033"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "033" "033" "033" "033" "033" "033"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "024" "033" "033" "033" "033" "024"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "024" "024" "024" "033" "0131" "033"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "033" "033" "033" "033" "033" "033"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "033" "024" "033" "0323" "033" "024"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "033" "033" "033" "024" "024" "024"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "033" "033" "033" "0131" "033" "024"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "024" "024" "033" "024" "024" "024"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "024" "024" "022" "0323" "033" "033"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "033" "033" "033" "033" "033" "033"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "033" "033" "024" "024" "033" "033"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "0323" "033" "033" "024" "033" "033"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "033" "033" "033" "024" "024" "033"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "024" "024" "033" "022" "024" "024"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "024" "024" "024" "033" "033" "024"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "024" "033" "024" "024" "033" "024"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "033" "024" "024" "024" "033" "024"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "022" "024" "024" "033" "033" "033"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "033" "024" "024" "024" "022" "024"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "024" "024" "024" "024" "033" "033"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "024" "024" "033" "024" "033" "024"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "024" "024" "024" "024" "024" "024"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "024" "022" "024" "024" "024" "024"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "024" "024" "012" "012" "012" "011"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "012" "012" "012" "012" "012" "012"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "012" "012" "012" "012" "012" "012"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "012" "011" "012" "012" "011" "012"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "014" "012" "0132" "012" "012" "014"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "022" "012" "012" "012" "014" "012"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "0133" "014" "011" "012" "014" "014"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "0133" "012" "014" "012" "012" "012"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "012" "012" "012" "012" "012" "022"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "012" "0232" "012" "012" "012" "012"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "0313" "012" "0313" "012" "012" "012"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "012" "022" "012" "014" "012" "012"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "0324" "012" "012" "012" "014" "012"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "012" "014" "011" "014" "014" "012"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "012" "012" "012" "024" "022" "012"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "012" "012" "012" "012" "012" "012"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "0324" "012" "012" "012" "012" "012"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "012" "012" "012" "014" "014" "014"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "014" "012" "012" "012" "014" "012"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "014" "012" "012" "012" "012" "0313"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "012" "014" "014" "012" "014" "012"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "012" "012" "012" "0324" "012" "012"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "014" "014" "012" "014" "012" "014"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "014" "014" "012" "012" "012" "012"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "012" "012" "014" "014" "014" "012"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "012" "012" "012" "014" "012" "012"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "0313" "022" "012" "012" "014" "012"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "012" "012" "014" "014" "014" "012"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "012" "012" "014" "012" "012" "012"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "012" "012" "012" "014" "012" "012"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "012" "012" "012" "022" "012" "012"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "012" "012" "012" "012" "012" "022"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "014" "012" "014" "033" "014" "014"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "012" "012" "012" "012" "012" "014"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "012" "0313" "012" "012" "012" "012"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "012" "012" "012" "012" "0313" "012"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "012" "022" "012" "012" "012" "012"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "012" "014" "012" "012" "012" "022"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "012" "012" "012" "012" "012" "012"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "012" "012" "014" "012" "012" "012"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "012" "014" "014" "014" "012" "012"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "014" "012" "014" "012" "0313" "014"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "014" "012" "012" "012" "014" "014"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "014" "014" "012" "014" "014" "0313"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "014" "014" "014" "014" "014" "014"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "014" "014" "014" "014" "014" "014"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "014" "014" "014" "014" "0313" "0131"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "014" "012" "014" "014" "014" "014"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "014" "014" "012" "014" "014" "014"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "014" "014" "014" "012" "014" "012"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "014" "012" "014" "014" "012" "014"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "022" "014" "014" "012" "0133" "0133"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "012" "014" "014" "012" "022" "014"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "022" "012" "014" "012" "014" "012"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "014" "014" "012" "014" "014" "014"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "012" "012" "014" "014" "014" "012"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "012" "012" "014" "014" "014" "014"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "014" "0313" "033" "014" "014" "014"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "014" "014" "012" "014" "014" "0313"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "014" "014" "014" "014" "014" "0313"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "014" "014" "014" "012" "014" "014"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "014" "012" "012" "014" "012" "014"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "012" "014" "014" "014" "012" "014"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "014" "012" "012" "012" "014" "014"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "012" "022" "012" "012" "012" "014"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "014" "012" "012" "012" "012" "012"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "014" "012" "012" "014" "012" "014"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "0133" "012" "012" "014" "014" "014"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "014" "014" "0133" "014" "014" "014"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "014" "014" "012" "014" "014" "014"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "014" "014" "014" "014" "014" "014"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "014" "014" "014" "014" "0131" "012"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "014" "014" "014" "014" "014" "014"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "011" "014" "014" "014" "014" "014"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "014" "014" "0131" "014" "014" "014"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "012" "014" "014" "0313" "014" "014"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "014" "014" "0131" "012" "014" "014"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "014" "014" "014" "0131" "014" "014"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "0131" "014" "014" "014" "0131" "0313"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "014" "014" "014" "014" "012" "014"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "014" "012" "014" "0133" "014" "0131"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "022" "014" "014" "014" "014" "014"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "014" "014" "014" "014" "014" "014"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "014" "014" "014" "014" "014" "014"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "012" "014" "014" "014" "014" "033"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "014" "014" "014" "014" "014" "014"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "0324" "012" "014" "014" "011" "014"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "014" "0313" "014" "012" "014" "014"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "012" "014" "014" "012" "011" "012"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "012" "014" "012" "014" "014" "012"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "014" "014" "014" "014" "014" "011"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "014" "014" "012" "014" "014" "011"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "012" "014" "011" "014" "014" "014"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "014" "014" "033" "014" "014" "014"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "014" "012" "014" "014" "014" "012"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "012" "014" "014" "012" "012" "0313"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "012" "014" "014" "012" "0313" "012"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "014" "014" "012" "012" "014" "012"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "012" "014" "012" "014" "012" "014"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "014" "012" "012" "014" "0313" "014"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "012" "012" "012" "012" "0324" "033"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "012" "012" "012" "012" "012" "012"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "012" "014" "014" "022" "014" "012"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "0324" "0324" "014" "012" "012" "012"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "012" "012" "012" "012" "014" "014"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "012" "012" "012" "012" "012" "012"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "012" "012" "012" "012" "012" "022"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "012" "0313" "012" "012" "012" "012"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "012" "012" "012" "014" "012" "012"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "012" "012" "012" "012" "014" "0313"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "011" "011" "011" "011" "0133" "011"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "011" "011" "011" "011" "011" "011"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "011" "011" "011" "011" "011" "011"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "011" "011" "014" "011" "011" "0313"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "011" "011" "011" "011" "011" "011"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "011" "011" "011" "011" "011" "011"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "014" "011" "011" "011" "011" "011"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "011" "011" "0131" "011" "011" "011"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "0313" "011" "011" "011" "011" "011"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "011" "011" "011" "011" "011" "011"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "011" "011" "011" "011" "011" "011"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "0133" "011" "011" "011" "011" "011"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "011" "011" "011" "011" "011" "011"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "011" "011" "0313" "011" "022" "011"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "011" "0313" "011" "011" "0133" "011"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "011" "011" "011" "011" "011" "011"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "011" "011" "011" "011" "011" "011"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "011" "011" "0313" "011" "011" "011"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "011" "011" "011" "011" "011" "011"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "011" "011" "011" "011" "011" "011"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "011" "011" "011" "011" "0133" "011"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "011" "0133" "011" "011" "011" "011"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "011" "011" "011" "011" "011" "011"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "011" "011" "011" "0131" "011" "011"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "011" "011" "033" "011" "011" "0131"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "011" "011" "011" "011" "0133" "0133"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "011" "011" "011" "011" "011" "011"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "011" "011" "011" "011" "0133" "011"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "011" "011" "011" "011" "011" "011"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "011" "0133" "011" "011" "011" "011"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "011" "011" "011" "011" "011" "011"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "011" "011" "011" "0133" "011" "0131"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "011" "011" "011" "011" "011" "011"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "011" "011" "011" "011" "011" "011"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "011" "011" "011" "011" "011" "011"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "011" "011" "011" "011" "011" "011"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "011" "011" "0313" "011" "011" "0132"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "0132" "0132" "011" "0132" "0132" "0132"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "011" "0132" "011" "0132" "0313" "011"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "011" "0132" "011" "011" "011" "011"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "0132" "0132" "0132" "0132" "0132" "0132"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "0132" "0132" "0132" "011" "0132" "0132"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "011" "011" "0132" "0132" "0132" "011"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "011" "011" "011" "011" "011" "011"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "011" "0132" "0132" "0313" "011" "011"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "011" "011" "011" "0132" "011" "011"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "011" "011" "011" "011" "011" "011"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "011" "011" "0132" "011" "014" "011"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "011" "011" "011" "011" "012" "011"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "011" "011" "0132" "011" "011" "0132"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "014" "014" "011" "011" "033" "011"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "012" "0132" "011" "011" "011" "011"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "0132" "0132" "014" "011" "011" "011"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "011" "011" "011" "011" "011" "011"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "011" "014" "011" "011" "011" "011"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "011" "011" "011" "011" "011" "011"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "0132" "011" "011" "011" "011" "011"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "011" "011" "011" "011" "011" "011"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "011" "011" "011" "011" "011" "0132"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "011" "0322" "0132" "011" "011" "0132"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "011" "011" "011" "0313" "011" "011"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "011" "011" "011" "011" "011" "011"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "011" "011" "011" "0134" "011" "011"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "011" "011" "011" "011" "011" "011"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "014" "011" "011" "011" "011" "011"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "011" "011" "0314" "0314" "011" "014"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "011" "011" "011" "011" "0133" "0133"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "011" "0232" "0133" "011" "011" "0133"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "011" "011" "0322" "011" "011" "011"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "011" "011" "0133" "0133" "0133" "011"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "011" "011" "011" "0134" "0134" "011"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "011" "011" "011" "011" "011" "011"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "011" "014" "011" "011" "011" "011"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "011" "011" "011" "011" "011" "011"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "011" "011" "011" "0133" "011" "011"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "011" "011" "011" "011" "011" "011"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "011" "011" "011" "011" "0133" "011"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "011" "011" "011" "011" "0134" "011"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "011" "011" "011" "0134" "0134" "011"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "011" "011" "011" "011" "011"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1540))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "0232" "0232" "02311" "02311" "0232" "0232"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "0232" "0232" "0232" "0232" "0232" "02311"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "02311" "0232" "02311" "02311" "0232" "02311"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "0213" "0232" "0232" "022" "0232" "0232"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "0213" "02311" "02311" "0232" "0232" "02313"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "0213" "0232" "0232" "022" "02311" "0232"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "0232" "0232" "02311" "0232" "02311" "0232"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "0232" "022" "0232" "022" "022" "02311"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "0232" "0232" "0311" "022" "0311" "0232"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "02311" "0232" "02121" "02312" "02311" "02312"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "022" "022" "02313" "02312" "022" "02312"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "02313" "02313" "0232" "0232" "0232" "022"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "0232" "02313" "02311" "0232" "0232" "02311"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "0232" "0232" "0232" "0232" "022" "0311"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "022" "0232" "0232" "0232" "02311" "0232"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "0232" "02311" "0232" "02314" "02311" "022"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "0232" "022" "02312" "022" "022" "022"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "02312" "022" "0134" "022" "022" "022"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "022" "02313" "022" "02312" "02313" "022"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "022" "022" "0232" "022" "02314" "022"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "0232" "022" "02313" "02311" "022" "02314"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "0312" "0134" "02312" "022" "022" "022"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "02312" "022" "02312" "022" "022" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "0134" "0311" "022" "022" "022" "022"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "022" "022" "022" "022" "022" "022"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "02312" "022" "022" "022" "022" "0311"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "0311" "0311" "02312" "022" "02311" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "02313" "02313" "02313" "02312" "02312" "02312"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "02312" "02313" "02312" "02312" "02312" "02313"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "022" "02313" "024" "02312" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "02313" "0232" "022" "022" "022" "02313"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "022" "022" "022" "022" "022" "022"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "022" "022" "024" "02312" "024" "02312"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "022" "0134" "0134" "0232" "0311" "0134"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "0134" "0134" "0311" "0134" "0311" "0134"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "0134" "0311" "0311" "0311" "0134" "0311"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "022" "024" "0134" "022" "0311" "0311"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "022" "0311" "0311" "0311" "022" "0311"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "0134" "022" "022" "022" "022" "022"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "0134" "0311" "0311" "0311" "0134" "0324"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "0311" "022" "0311" "0134" "0311" "0311"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "0311" "0313" "0311" "0134" "0311" "022"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "0134" "0134" "0311" "0134" "022" "0311"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "033" "0134" "0311" "011" "0311" "0311"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "0311" "0311" "0134" "0311" "0311" "0311"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "0311" "0134" "0232" "022" "0311" "0311"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "0134" "0311" "0134" "0134" "0134" "022"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "022" "0311" "0311" "022" "0232" "0322"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "022" "022" "0232" "02123" "0213" "0232"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "02123" "0213" "022" "0213" "0232" "0232"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "0213" "0232" "0213" "02123" "0213" "0232"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "0213" "0213" "022" "02314" "0213" "02123"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "0232" "0314" "02123" "0213" "0232" "0213"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "02123" "02314" "02123" "0213" "0314" "0314"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "0232" "0213" "0213" "0213" "02123" "02123"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "02123" "02123" "02123" "022" "0232" "0213"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "02123" "0232" "0211" "024" "0232" "0213"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "022" "0313" "022" "0314" "02123" "02123"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "0232" "022" "022" "02123" "022" "022"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "0314" "0232" "0213" "0312" "0131" "0131"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "0312" "0131" "0232" "0312" "022" "022"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "022" "0314" "0314" "022" "022" "022"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "0131" "0314" "022" "0313" "022" "0314"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "0314" "022" "0232" "0312" "022" "0213"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "0232" "0232" "022" "0312" "0312" "022"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "022" "022" "0312" "024" "022" "022"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "0314" "022" "0131" "0312" "0312" "0314"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "022" "022" "0314" "022" "022" "0312"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "0314" "0312" "0312" "0131" "0131" "022"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "0131" "022" "022" "0314" "0312" "0232"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "022" "022" "0312" "0314" "022" "0312"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "022" "022" "022" "0312" "0314" "0312"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "0232" "0312" "022" "022" "0312" "022"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "0232" "024" "0314" "0312" "0313" "022"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "0312" "0312" "0131" "022" "0314" "0314"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "024" "022" "0312" "0312" "0131" "0312"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "0131" "0314" "0312" "0312" "022" "0312"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "0312" "0312" "0131" "0131" "0312" "0131"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "0213" "02311" "0213" "0314" "0232" "0232"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "02314" "022" "0314" "0131" "0131" "02314"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "022" "022" "022" "0232" "0314" "022"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "022" "0314" "022" "022" "022" "022"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "02314" "0312" "0213" "0213" "0232" "022"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "022" "0232" "0232" "02123" "022" "022"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "0213" "0213" "022" "0232" "02123" "02123"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "0314" "0313" "0314" "0232" "02123" "022"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "0314" "02123" "0323" "02123" "0314" "0131"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "0313" "0312" "0312" "0131" "033" "0131"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "0314" "0312" "0131" "0314" "0312" "0314"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "022" "0131" "022" "0312" "0312" "0314"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "0313" "0232" "0312" "022" "0312" "022"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "022" "022" "022" "022" "02313" "0213"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "022" "022" "022" "02313" "022" "02313"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "022" "022" "022" "02314" "02314" "022"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "022" "022" "022" "022" "022" "0312"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "022" "022" "02314" "02314" "022" "022"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "022" "022" "022" "022" "022" "0312"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "022" "022" "022" "022" "022" "0312"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "022" "022" "022" "0312" "022" "022"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "022" "022" "022" "022" "022" "022"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "022" "022" "0211" "022" "022" "022"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "022" "02314" "022" "022" "02314" "02314"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "022" "022" "0312" "022" "022" "022"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "024" "022" "022" "02314" "022" "022"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "022" "022" "022" "022" "022" "022"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "0312" "022" "0312" "0131" "022" "0312"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "022" "0312" "0131" "0131" "024" "0312"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "0312" "0131" "0312" "0312" "0312" "022"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "022" "022" "0312" "0313" "0312" "0312"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "022" "0312" "0131" "022" "022" "0131"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "0312" "022" "022" "022" "0312" "0312"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "022" "022" "022" "022" "022" "022"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "022" "022" "022" "022" "022" "022"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "022" "022" "0322" "0322" "033" "0323"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "0323" "033" "0314" "0322" "0322" "0323"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "0322" "0321" "0322" "0323" "0322" "0213"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "0323" "0323" "0321" "0322" "0323" "0322"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "0323" "0324" "0324" "0323" "0322" "0324"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "024" "0314" "02123" "0323" "0321" "0314"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "0323" "0322" "0322" "0322" "0323" "0322"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "0314" "0323" "0314" "0321" "02121" "0321"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "0321" "0323" "02123" "0321" "02123" "02123"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "02123" "02123" "0314" "0322" "0232" "0323"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "0314" "0323" "0321" "0322" "02123" "0314"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "0314" "02123" "0321" "0322" "0322" "024"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "0322" "0321" "0322" "0323" "0322" "0322"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "0321" "0323" "0321" "0324" "0322" "0322"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "0321" "0322" "0321" "0322" "0322" "0321"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "0322" "0323" "0322" "0323" "0322" "033"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "0322" "0324" "0322" "0322" "024" "0321"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "0321" "0323" "0321" "0322" "0322" "0322"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "0321" "0321" "0322" "0323" "0322" "0321"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "024" "0322" "033" "0322" "0322" "024"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "033" "0323" "0322" "0324" "0324" "0322"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "0324" "024" "0323" "0324" "024" "033"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "0322" "0323" "0322" "0323" "0324" "0323"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "0322" "0322" "0322" "0322" "0321" "0324"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "0321" "0324" "0321" "0322" "02121" "0321"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "0321" "0323" "0321" "0321" "0321" "0321"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "0322" "0324" "0324" "0324" "0322" "0321"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "0322" "0324" "0324" "0322" "0324" "0324"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "0322" "0323" "033" "0321" "0322" "0321"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "0321" "0324" "0323" "0321" "0321" "0323"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "0322" "033" "0322" "0321" "0321" "02121"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "0321" "0321" "0322" "0321" "0321" "0322"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "0322" "0321" "0322" "0321" "0321" "024"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "0213" "024" "02121" "02121" "024" "0213"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "0213" "0213" "024" "02123" "0213" "024"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "0213" "0213" "0211" "02121" "02121" "02121"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "0323" "02121" "0323" "02122" "02121"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "02121" "02122" "024" "02121" "02121" "02121"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "0323" "02122" "02121" "02121" "02121" "02122"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "0213" "033" "024" "033" "02121" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "0323" "024" "02121" "02121" "02121" "024"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "02121" "02121" "02121" "02121" "02121" "024"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "02121" "02121" "02121" "02121" "02121" "02121"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "02121" "0211" "02121" "0213" "0213"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "02121" "0213" "0211" "0211" "0211" "02122"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "0213" "0213" "0211" "0213" "0211" "0213"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "0213" "0213" "02121" "0213" "0213"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "0213" "0213" "0213" "0213" "0213" "0213"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "0213" "0213" "0213" "0213" "02122" "0213"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "0213" "0213" "0213" "0213" "0213" "0213"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "0213" "0211" "0213" "0213" "0213" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "0213" "0213" "02122" "0213" "0213" "0213"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "0213" "0211" "02122" "02121" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "02122" "02122" "02122" "02121" "02122" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "02122" "02121" "0323" "02121" "02122" "02121"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "02122" "0213" "02121" "02122" "02122" "02122"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "02122" "02121" "02122" "0321" "0321" "02122"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "02122" "02122" "02122" "02122" "0213" "02122"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "02122" "0321" "0321" "0324" "0213" "02122"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "02122" "0213" "02121" "02121" "02122" "02122"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "02122" "0321" "0213" "0321" "0321" "0213"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "02122" "02122" "0321" "0213" "02122" "0321"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "02122" "02122" "0213" "02122" "02122" "02122"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "02122" "02122" "0321" "02122" "02121" "0323"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "02122" "02122" "02122" "02122" "0324" "02121"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "0213" "02122" "02122" "0321" "0323" "02122"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "02121" "0321" "02121" "0323" "0211" "02121"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "02121" "0211" "0211" "02121" "02121" "02121"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "02121" "0323" "024" "02121" "02121" "0323"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "0323" "024" "02121" "02121" "024" "0323"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "0323" "0323" "033" "0323" "0323" "024"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "024" "024" "024" "0323" "0324" "0323"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "024" "024" "024" "0323" "0323" "024"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "033" "0211" "024" "033" "024" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "024" "033" "024" "0211" "024" "0323"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "024" "024" "024" "024" "033" "033"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "024" "0211" "024" "024" "033" "024"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "024" "024" "024" "033" "024" "024"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "024" "033" "024" "024" "024" "024"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "033" "024" "024" "024" "024" "024"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "024" "024" "024" "024" "024" "024"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "024" "024" "024" "024" "024" "024"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "024" "024" "024" "024" "024" "024"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "024" "024" "024" "024" "0323" "024"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "024" "0211" "024" "024" "0211" "024"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "024" "024" "024" "024" "024"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "024" "024" "0211" "024" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "024" "0211" "024" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "024" "0211" "0211" "0211" "0211" "024"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "024" "0211" "0211" "024" "024" "024"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "024" "024" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "024" "024" "024" "024" "024"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "024" "024" "024" "024" "0211" "024"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "024" "024" "024" "024" "024" "024"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "024" "024" "024" "024" "024" "024"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "02314" "024" "024" "0211" "024"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "024" "0211" "024" "02121" "024" "024"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "024" "024" "0211" "024" "024" "024"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "024" "024" "0211" "0211" "024" "024"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "024" "024" "024" "024" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "02121" "024" "024" "0211" "024" "024"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "024" "024" "0211" "024" "024"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "024" "024" "024" "0211" "0211" "024"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "033" "033" "033" "033" "033"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "033" "033" "0323" "033" "0323" "033"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "033" "033" "033" "033" "033" "033"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "033" "033" "033" "033" "033" "033"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "033" "033" "033" "0131" "033" "033"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "033" "0323" "033" "033" "033" "033"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "033" "033" "033" "033" "033" "033"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "033" "033" "033" "033" "0314" "0131"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "033" "033" "033" "033" "033" "033"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "033" "033" "033" "033" "033" "033"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "033" "033" "033" "033" "033" "033"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "0131" "033" "033" "0322" "033" "033"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "033" "033" "0131" "033" "033" "033"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "033" "033" "033" "024" "024" "033"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "033" "033" "024" "033" "033" "033"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "033" "0131" "033" "033" "033" "033"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "033" "033" "024" "033" "033" "033"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "033" "033" "033" "033" "024" "0323"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "033" "024" "033" "033" "033" "0131"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "033" "033" "033" "033" "033" "033"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "033" "033" "033" "024" "033" "033"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "033" "033" "033" "033" "033" "033"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "024" "033" "033" "033" "033" "024"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "024" "024" "024" "033" "0131" "033"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "033" "033" "033" "033" "033" "033"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "033" "024" "033" "0323" "033" "024"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "033" "033" "033" "024" "024" "024"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "033" "033" "033" "0131" "033" "024"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "024" "024" "033" "024" "024" "024"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "024" "024" "022" "0323" "033" "033"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "033" "033" "033" "033" "033" "033"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "033" "033" "024" "024" "033" "033"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "0323" "033" "033" "024" "033" "033"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "033" "033" "033" "024" "024" "033"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "024" "024" "033" "022" "024" "024"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "024" "024" "024" "033" "033" "024"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "024" "033" "024" "024" "033" "024"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "033" "024" "024" "024" "033" "024"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "022" "024" "024" "033" "033" "033"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "033" "024" "024" "024" "022" "024"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "024" "024" "024" "024" "033" "033"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "024" "024" "033" "024" "033" "024"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "024" "024" "024" "024" "024" "024"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "024" "022" "024" "024" "024" "024"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "024" "024" "012" "012" "012" "011"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "012" "012" "012" "012" "012" "012"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "012" "012" "012" "012" "012" "012"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "012" "011" "012" "012" "011" "012"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "014" "012" "0132" "012" "012" "014"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "022" "012" "012" "012" "014" "012"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "0133" "014" "011" "012" "014" "014"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "0133" "012" "014" "012" "012" "012"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "012" "012" "012" "012" "012" "022"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "012" "0232" "012" "012" "012" "012"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "0313" "012" "0313" "012" "012" "012"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "012" "022" "012" "014" "012" "012"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "0324" "012" "012" "012" "014" "012"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "012" "014" "011" "014" "014" "012"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "012" "012" "012" "024" "022" "012"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "012" "012" "012" "012" "012" "012"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "0324" "012" "012" "012" "012" "012"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "012" "012" "012" "014" "014" "014"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "014" "012" "012" "012" "014" "012"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "014" "012" "012" "012" "012" "0313"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "012" "014" "014" "012" "014" "012"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "012" "012" "012" "0324" "012" "012"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "014" "014" "012" "014" "012" "014"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "014" "014" "012" "012" "012" "012"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "012" "012" "014" "014" "014" "012"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "012" "012" "012" "014" "012" "012"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "0313" "022" "012" "012" "014" "012"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "012" "012" "014" "014" "014" "012"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "012" "012" "014" "012" "012" "012"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "012" "012" "012" "014" "012" "012"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "012" "012" "012" "022" "012" "012"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "012" "012" "012" "012" "012" "022"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "014" "012" "014" "033" "014" "014"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "012" "012" "012" "012" "012" "014"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "012" "0313" "012" "012" "012" "012"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "012" "012" "012" "012" "0313" "012"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "012" "022" "012" "012" "012" "012"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "012" "014" "012" "012" "012" "022"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "012" "012" "012" "012" "012" "012"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "012" "012" "014" "012" "012" "012"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "012" "014" "014" "014" "012" "012"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "014" "012" "014" "012" "0313" "014"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "014" "012" "012" "012" "014" "014"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "014" "014" "012" "014" "014" "0313"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "014" "014" "014" "014" "014" "014"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "014" "014" "014" "014" "014" "014"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "014" "014" "014" "014" "0313" "0131"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "014" "012" "014" "014" "014" "014"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "014" "014" "012" "014" "014" "014"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "014" "014" "014" "012" "014" "012"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "014" "012" "014" "014" "012" "014"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "022" "014" "014" "012" "0133" "0133"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "012" "014" "014" "012" "022" "014"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "022" "012" "014" "012" "014" "012"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "014" "014" "012" "014" "014" "014"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "012" "012" "014" "014" "014" "012"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "012" "012" "014" "014" "014" "014"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "014" "0313" "033" "014" "014" "014"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "014" "014" "012" "014" "014" "0313"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "014" "014" "014" "014" "014" "0313"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "014" "014" "014" "012" "014" "014"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "014" "012" "012" "014" "012" "014"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "012" "014" "014" "014" "012" "014"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "014" "012" "012" "012" "014" "014"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "012" "022" "012" "012" "012" "014"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "014" "012" "012" "012" "012" "012"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "014" "012" "012" "014" "012" "014"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "0133" "012" "012" "014" "014" "014"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "014" "014" "0133" "014" "014" "014"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "014" "014" "012" "014" "014" "014"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "014" "014" "014" "014" "014" "014"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "014" "014" "014" "014" "0131" "012"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "014" "014" "014" "014" "014" "014"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "011" "014" "014" "014" "014" "014"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "014" "014" "0131" "014" "014" "014"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "012" "014" "014" "0313" "014" "014"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "014" "014" "0131" "012" "014" "014"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "014" "014" "014" "0131" "014" "014"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "0131" "014" "014" "014" "0131" "0313"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "014" "014" "014" "014" "012" "014"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "014" "012" "014" "0133" "014" "0131"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "022" "014" "014" "014" "014" "014"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "014" "014" "014" "014" "014" "014"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "014" "014" "014" "014" "014" "014"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "012" "014" "014" "014" "014" "033"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "014" "014" "014" "014" "014" "014"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "0324" "012" "014" "014" "011" "014"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "014" "0313" "014" "012" "014" "014"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "012" "014" "014" "012" "011" "012"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "012" "014" "012" "014" "014" "012"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "014" "014" "014" "014" "014" "011"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "014" "014" "012" "014" "014" "011"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "012" "014" "011" "014" "014" "014"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "014" "014" "033" "014" "014" "014"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "014" "012" "014" "014" "014" "012"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "012" "014" "014" "012" "012" "0313"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "012" "014" "014" "012" "0313" "012"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "014" "014" "012" "012" "014" "012"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "012" "014" "012" "014" "012" "014"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "014" "012" "012" "014" "0313" "014"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "012" "012" "012" "012" "0324" "033"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "012" "012" "012" "012" "012" "012"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "012" "014" "014" "022" "014" "012"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "0324" "0324" "014" "012" "012" "012"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "012" "012" "012" "012" "014" "014"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "012" "012" "012" "012" "012" "012"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "012" "012" "012" "012" "012" "022"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "012" "0313" "012" "012" "012" "012"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "012" "012" "012" "014" "012" "012"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "012" "012" "012" "012" "014" "0313"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "011" "011" "011" "011" "0133" "011"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "011" "011" "011" "011" "011" "011"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "011" "011" "011" "011" "011" "011"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "011" "011" "014" "011" "011" "0313"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "011" "011" "011" "011" "011" "011"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "011" "011" "011" "011" "011" "011"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "014" "011" "011" "011" "011" "011"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "011" "011" "0131" "011" "011" "011"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "0313" "011" "011" "011" "011" "011"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "011" "011" "011" "011" "011" "011"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "011" "011" "011" "011" "011" "011"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "0133" "011" "011" "011" "011" "011"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "011" "011" "011" "011" "011" "011"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "011" "011" "0313" "011" "022" "011"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "011" "0313" "011" "011" "0133" "011"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "011" "011" "011" "011" "011" "011"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "011" "011" "011" "011" "011" "011"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "011" "011" "0313" "011" "011" "011"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "011" "011" "011" "011" "011" "011"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "011" "011" "011" "011" "011" "011"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "011" "011" "011" "011" "0133" "011"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "011" "0133" "011" "011" "011" "011"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "011" "011" "011" "011" "011" "011"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "011" "011" "011" "0131" "011" "011"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "011" "011" "033" "011" "011" "0131"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "011" "011" "011" "011" "0133" "0133"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "011" "011" "011" "011" "011" "011"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "011" "011" "011" "011" "0133" "011"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "011" "011" "011" "011" "011" "011"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "011" "0133" "011" "011" "011" "011"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "011" "011" "011" "011" "011" "011"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "011" "011" "011" "0133" "011" "0131"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "011" "011" "011" "011" "011" "011"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "011" "011" "011" "011" "011" "011"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "011" "011" "011" "011" "011" "011"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "011" "011" "011" "011" "011" "011"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "011" "011" "0313" "011" "011" "0132"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "0132" "0132" "011" "0132" "0132" "0132"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "011" "0132" "011" "0132" "0313" "011"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "011" "0132" "011" "011" "011" "011"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "0132" "0132" "0132" "0132" "0132" "0132"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "0132" "0132" "0132" "011" "0132" "0132"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "011" "011" "0132" "0132" "0132" "011"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "011" "011" "011" "011" "011" "011"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "011" "0132" "0132" "0313" "011" "011"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "011" "011" "011" "0132" "011" "011"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "011" "011" "011" "011" "011" "011"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "011" "011" "0132" "011" "014" "011"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "011" "011" "011" "011" "012" "011"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "011" "011" "0132" "011" "011" "0132"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "014" "014" "011" "011" "033" "011"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "012" "0132" "011" "011" "011" "011"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "0132" "0132" "014" "011" "011" "011"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "011" "011" "011" "011" "011" "011"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "011" "014" "011" "011" "011" "011"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "011" "011" "011" "011" "011" "011"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "0132" "011" "011" "011" "011" "011"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "011" "011" "011" "011" "011" "011"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "011" "011" "011" "011" "011" "0132"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "011" "0322" "0132" "011" "011" "0132"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "011" "011" "011" "0313" "011" "011"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "011" "011" "011" "011" "011" "011"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "011" "011" "011" "0134" "011" "011"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "011" "011" "011" "011" "011" "011"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "014" "011" "011" "011" "011" "011"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "011" "011" "0314" "0314" "011" "014"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "011" "011" "011" "011" "0133" "0133"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "011" "0232" "0133" "011" "011" "0133"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "011" "011" "0322" "011" "011" "011"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "011" "011" "0133" "0133" "0133" "011"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "011" "011" "011" "0134" "0134" "011"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "011" "011" "011" "011" "011" "011"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "011" "014" "011" "011" "011" "011"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "011" "011" "011" "011" "011" "011"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "011" "011" "011" "0133" "011" "011"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "011" "011" "011" "011" "011" "011"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "011" "011" "011" "011" "0133" "011"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "011" "011" "011" "011" "0134" "011"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "011" "011" "011" "0134" "0134" "011"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "011" "011" "011" "011" "011"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 2137))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "0232" "0232" "02311" "02311" "0232" "0232"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "0232" "0232" "0232" "0232" "0232" "02311"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "02311" "0232" "02311" "02311" "0232" "02311"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "0213" "0232" "0232" "022" "0232" "0232"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "0213" "02311" "02311" "0232" "0232" "02313"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "0213" "0232" "0232" "022" "02311" "0232"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "0232" "0232" "02311" "0232" "02311" "0232"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "0232" "022" "0232" "022" "022" "02311"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "0232" "0232" "0311" "022" "0311" "0232"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "02311" "0232" "02121" "02312" "02311" "02312"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "022" "022" "02313" "02312" "022" "02312"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "02313" "02313" "0232" "0232" "0232" "022"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "0232" "02313" "02311" "0232" "0232" "02311"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "0232" "0232" "0232" "0232" "022" "0311"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "022" "0232" "0232" "0232" "02311" "0232"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "0232" "02311" "0232" "02314" "02311" "022"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "0232" "022" "02312" "022" "022" "022"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "02312" "022" "0134" "022" "022" "022"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "022" "02313" "022" "02312" "02313" "022"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "022" "022" "0232" "022" "02314" "022"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "0232" "022" "02313" "02311" "022" "02314"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "0312" "0134" "02312" "022" "022" "022"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "02312" "022" "02312" "022" "022" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "0134" "0311" "022" "022" "022" "022"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "022" "022" "022" "022" "022" "022"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "02312" "022" "022" "022" "022" "0311"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "0311" "0311" "02312" "022" "02311" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "02313" "02313" "02313" "02312" "02312" "02312"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "02312" "02313" "02312" "02312" "02312" "02313"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "022" "02313" "024" "02312" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "02313" "0232" "022" "022" "022" "02313"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "022" "022" "022" "022" "022" "022"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "022" "022" "024" "02312" "024" "02312"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "022" "0134" "0134" "0232" "0311" "0134"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "0134" "0134" "0311" "0134" "0311" "0134"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "0134" "0311" "0311" "0311" "0134" "0311"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "022" "024" "0134" "022" "0311" "0311"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "022" "0311" "0311" "0311" "022" "0311"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "0134" "022" "022" "022" "022" "022"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "0134" "0311" "0311" "0311" "0134" "0324"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "0311" "022" "0311" "0134" "0311" "0311"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "0311" "0313" "0311" "0134" "0311" "022"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "0134" "0134" "0311" "0134" "022" "0311"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "033" "0134" "0311" "011" "0311" "0311"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "0311" "0311" "0134" "0311" "0311" "0311"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "0311" "0134" "0232" "022" "0311" "0311"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "0134" "0311" "0134" "0134" "0134" "022"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "022" "0311" "0311" "022" "0232" "0322"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "022" "022" "0232" "02123" "0213" "0232"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "02123" "0213" "022" "0213" "0232" "0232"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "0213" "0232" "0213" "02123" "0213" "0232"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "0213" "0213" "022" "02314" "0213" "02123"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "0232" "0314" "02123" "0213" "0232" "0213"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "02123" "02314" "02123" "0213" "0314" "0314"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "0232" "0213" "0213" "0213" "02123" "02123"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "02123" "02123" "02123" "022" "0232" "0213"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "02123" "0232" "0211" "024" "0232" "0213"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "022" "0313" "022" "0314" "02123" "02123"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "0232" "022" "022" "02123" "022" "022"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "0314" "0232" "0213" "0312" "0131" "0131"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "0312" "0131" "0232" "0312" "022" "022"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "022" "0314" "0314" "022" "022" "022"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "0131" "0314" "022" "0313" "022" "0314"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "0314" "022" "0232" "0312" "022" "0213"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "0232" "0232" "022" "0312" "0312" "022"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "022" "022" "0312" "024" "022" "022"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "0314" "022" "0131" "0312" "0312" "0314"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "022" "022" "0314" "022" "022" "0312"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "0314" "0312" "0312" "0131" "0131" "022"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "0131" "022" "022" "0314" "0312" "0232"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "022" "022" "0312" "0314" "022" "0312"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "022" "022" "022" "0312" "0314" "0312"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "0232" "0312" "022" "022" "0312" "022"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "0232" "024" "0314" "0312" "0313" "022"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "0312" "0312" "0131" "022" "0314" "0314"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "024" "022" "0312" "0312" "0131" "0312"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "0131" "0314" "0312" "0312" "022" "0312"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "0312" "0312" "0131" "0131" "0312" "0131"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "0213" "02311" "0213" "0314" "0232" "0232"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "02314" "022" "0314" "0131" "0131" "02314"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "022" "022" "022" "0232" "0314" "022"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "022" "0314" "022" "022" "022" "022"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "02314" "0312" "0213" "0213" "0232" "022"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "022" "0232" "0232" "02123" "022" "022"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "0213" "0213" "022" "0232" "02123" "02123"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "0314" "0313" "0314" "0232" "02123" "022"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "0314" "02123" "0323" "02123" "0314" "0131"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "0313" "0312" "0312" "0131" "033" "0131"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "0314" "0312" "0131" "0314" "0312" "0314"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "022" "0131" "022" "0312" "0312" "0314"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "0313" "0232" "0312" "022" "0312" "022"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "022" "022" "022" "022" "02313" "0213"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "022" "022" "022" "02313" "022" "02313"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "022" "022" "022" "02314" "02314" "022"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "022" "022" "022" "022" "022" "0312"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "022" "022" "02314" "02314" "022" "022"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "022" "022" "022" "022" "022" "0312"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "022" "022" "022" "022" "022" "0312"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "022" "022" "022" "0312" "022" "022"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "022" "022" "022" "022" "022" "022"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "022" "022" "0211" "022" "022" "022"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "022" "02314" "022" "022" "02314" "02314"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "022" "022" "0312" "022" "022" "022"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "024" "022" "022" "02314" "022" "022"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "022" "022" "022" "022" "022" "022"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "0312" "022" "0312" "0131" "022" "0312"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "022" "0312" "0131" "0131" "024" "0312"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "0312" "0131" "0312" "0312" "0312" "022"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "022" "022" "0312" "0313" "0312" "0312"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "022" "0312" "0131" "022" "022" "0131"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "0312" "022" "022" "022" "0312" "0312"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "022" "022" "022" "022" "022" "022"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "022" "022" "022" "022" "022" "022"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "022" "022" "0322" "0322" "033" "0323"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "0323" "033" "0314" "0322" "0322" "0323"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "0322" "0321" "0322" "0323" "0322" "0213"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "0323" "0323" "0321" "0322" "0323" "0322"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "0323" "0324" "0324" "0323" "0322" "0324"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "024" "0314" "02123" "0323" "0321" "0314"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "0323" "0322" "0322" "0322" "0323" "0322"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "0314" "0323" "0314" "0321" "02121" "0321"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "0321" "0323" "02123" "0321" "02123" "02123"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "02123" "02123" "0314" "0322" "0232" "0323"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "0314" "0323" "0321" "0322" "02123" "0314"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "0314" "02123" "0321" "0322" "0322" "024"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "0322" "0321" "0322" "0323" "0322" "0322"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "0321" "0323" "0321" "0324" "0322" "0322"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "0321" "0322" "0321" "0322" "0322" "0321"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "0322" "0323" "0322" "0323" "0322" "033"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "0322" "0324" "0322" "0322" "024" "0321"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "0321" "0323" "0321" "0322" "0322" "0322"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "0321" "0321" "0322" "0323" "0322" "0321"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "024" "0322" "033" "0322" "0322" "024"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "033" "0323" "0322" "0324" "0324" "0322"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "0324" "024" "0323" "0324" "024" "033"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "0322" "0323" "0322" "0323" "0324" "0323"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "0322" "0322" "0322" "0322" "0321" "0324"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "0321" "0324" "0321" "0322" "02121" "0321"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "0321" "0323" "0321" "0321" "0321" "0321"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "0322" "0324" "0324" "0324" "0322" "0321"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "0322" "0324" "0324" "0322" "0324" "0324"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "0322" "0323" "033" "0321" "0322" "0321"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "0321" "0324" "0323" "0321" "0321" "0323"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "0322" "033" "0322" "0321" "0321" "02121"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "0321" "0321" "0322" "0321" "0321" "0322"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "0322" "0321" "0322" "0321" "0321" "024"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "0213" "024" "02121" "02121" "024" "0213"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "0213" "0213" "024" "02123" "0213" "024"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "0213" "0213" "0211" "02121" "02121" "02121"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "0323" "02121" "0323" "02122" "02121"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "02121" "02122" "024" "02121" "02121" "02121"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "0323" "02122" "02121" "02121" "02121" "02122"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "0213" "033" "024" "033" "02121" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "0323" "024" "02121" "02121" "02121" "024"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "02121" "02121" "02121" "02121" "02121" "024"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "02121" "02121" "02121" "02121" "02121" "02121"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "02121" "0211" "02121" "0213" "0213"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "02121" "0213" "0211" "0211" "0211" "02122"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "0213" "0213" "0211" "0213" "0211" "0213"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "0213" "0213" "02121" "0213" "0213"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "0213" "0213" "0213" "0213" "0213" "0213"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "0213" "0213" "0213" "0213" "02122" "0213"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "0213" "0213" "0213" "0213" "0213" "0213"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "0213" "0211" "0213" "0213" "0213" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "0213" "0213" "02122" "0213" "0213" "0213"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "0213" "0211" "02122" "02121" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "02122" "02122" "02122" "02121" "02122" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "02122" "02121" "0323" "02121" "02122" "02121"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "02122" "0213" "02121" "02122" "02122" "02122"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "02122" "02121" "02122" "0321" "0321" "02122"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "02122" "02122" "02122" "02122" "0213" "02122"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "02122" "0321" "0321" "0324" "0213" "02122"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "02122" "0213" "02121" "02121" "02122" "02122"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "02122" "0321" "0213" "0321" "0321" "0213"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "02122" "02122" "0321" "0213" "02122" "0321"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "02122" "02122" "0213" "02122" "02122" "02122"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "02122" "02122" "0321" "02122" "02121" "0323"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "02122" "02122" "02122" "02122" "0324" "02121"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "0213" "02122" "02122" "0321" "0323" "02122"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "02121" "0321" "02121" "0323" "0211" "02121"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "02121" "0211" "0211" "02121" "02121" "02121"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "02121" "0323" "024" "02121" "02121" "0323"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "0323" "024" "02121" "02121" "024" "0323"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "0323" "0323" "033" "0323" "0323" "024"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "024" "024" "024" "0323" "0324" "0323"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "024" "024" "024" "0323" "0323" "024"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "033" "0211" "024" "033" "024" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "024" "033" "024" "0211" "024" "0323"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "024" "024" "024" "024" "033" "033"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "024" "0211" "024" "024" "033" "024"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "024" "024" "024" "033" "024" "024"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "024" "033" "024" "024" "024" "024"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "033" "024" "024" "024" "024" "024"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "024" "024" "024" "024" "024" "024"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "024" "024" "024" "024" "024" "024"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "024" "024" "024" "024" "024" "024"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "024" "024" "024" "024" "0323" "024"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "024" "0211" "024" "024" "0211" "024"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "024" "024" "024" "024" "024"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "024" "024" "0211" "024" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "024" "0211" "024" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "024" "0211" "0211" "0211" "0211" "024"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "024" "0211" "0211" "024" "024" "024"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "024" "024" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "024" "024" "024" "024" "024"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "024" "024" "024" "024" "0211" "024"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "024" "024" "024" "024" "024" "024"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "024" "024" "024" "024" "024" "024"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "02314" "024" "024" "0211" "024"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "024" "0211" "024" "02121" "024" "024"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "024" "024" "0211" "024" "024" "024"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "024" "024" "0211" "0211" "024" "024"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "024" "024" "024" "024" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "02121" "024" "024" "0211" "024" "024"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "024" "024" "0211" "024" "024"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "024" "024" "024" "0211" "0211" "024"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "033" "033" "033" "033" "033"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "033" "033" "0323" "033" "0323" "033"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "033" "033" "033" "033" "033" "033"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "033" "033" "033" "033" "033" "033"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "033" "033" "033" "0131" "033" "033"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "033" "0323" "033" "033" "033" "033"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "033" "033" "033" "033" "033" "033"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "033" "033" "033" "033" "0314" "0131"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "033" "033" "033" "033" "033" "033"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "033" "033" "033" "033" "033" "033"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "033" "033" "033" "033" "033" "033"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "0131" "033" "033" "0322" "033" "033"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "033" "033" "0131" "033" "033" "033"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "033" "033" "033" "024" "024" "033"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "033" "033" "024" "033" "033" "033"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "033" "0131" "033" "033" "033" "033"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "033" "033" "024" "033" "033" "033"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "033" "033" "033" "033" "024" "0323"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "033" "024" "033" "033" "033" "0131"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "033" "033" "033" "033" "033" "033"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "033" "033" "033" "024" "033" "033"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "033" "033" "033" "033" "033" "033"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "024" "033" "033" "033" "033" "024"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "024" "024" "024" "033" "0131" "033"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "033" "033" "033" "033" "033" "033"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "033" "024" "033" "0323" "033" "024"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "033" "033" "033" "024" "024" "024"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "033" "033" "033" "0131" "033" "024"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "024" "024" "033" "024" "024" "024"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "024" "024" "022" "0323" "033" "033"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "033" "033" "033" "033" "033" "033"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "033" "033" "024" "024" "033" "033"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "0323" "033" "033" "024" "033" "033"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "033" "033" "033" "024" "024" "033"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "024" "024" "033" "022" "024" "024"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "024" "024" "024" "033" "033" "024"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "024" "033" "024" "024" "033" "024"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "033" "024" "024" "024" "033" "024"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "022" "024" "024" "033" "033" "033"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "033" "024" "024" "024" "022" "024"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "024" "024" "024" "024" "033" "033"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "024" "024" "033" "024" "033" "024"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "024" "024" "024" "024" "024" "024"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "024" "022" "024" "024" "024" "024"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "024" "024" "012" "012" "012" "011"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "012" "012" "012" "012" "012" "012"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "012" "012" "012" "012" "012" "012"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "012" "011" "012" "012" "011" "012"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "014" "012" "0132" "012" "012" "014"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "022" "012" "012" "012" "014" "012"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "0133" "014" "011" "012" "014" "014"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "0133" "012" "014" "012" "012" "012"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "012" "012" "012" "012" "012" "022"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "012" "0232" "012" "012" "012" "012"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "0313" "012" "0313" "012" "012" "012"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "012" "022" "012" "014" "012" "012"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "0324" "012" "012" "012" "014" "012"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "012" "014" "011" "014" "014" "012"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "012" "012" "012" "024" "022" "012"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "012" "012" "012" "012" "012" "012"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "0324" "012" "012" "012" "012" "012"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "012" "012" "012" "014" "014" "014"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "014" "012" "012" "012" "014" "012"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "014" "012" "012" "012" "012" "0313"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "012" "014" "014" "012" "014" "012"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "012" "012" "012" "0324" "012" "012"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "014" "014" "012" "014" "012" "014"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "014" "014" "012" "012" "012" "012"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "012" "012" "014" "014" "014" "012"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "012" "012" "012" "014" "012" "012"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "0313" "022" "012" "012" "014" "012"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "012" "012" "014" "014" "014" "012"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "012" "012" "014" "012" "012" "012"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "012" "012" "012" "014" "012" "012"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "012" "012" "012" "022" "012" "012"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "012" "012" "012" "012" "012" "022"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "014" "012" "014" "033" "014" "014"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "012" "012" "012" "012" "012" "014"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "012" "0313" "012" "012" "012" "012"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "012" "012" "012" "012" "0313" "012"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "012" "022" "012" "012" "012" "012"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "012" "014" "012" "012" "012" "022"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "012" "012" "012" "012" "012" "012"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "012" "012" "014" "012" "012" "012"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "012" "014" "014" "014" "012" "012"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "014" "012" "014" "012" "0313" "014"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "014" "012" "012" "012" "014" "014"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "014" "014" "012" "014" "014" "0313"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "014" "014" "014" "014" "014" "014"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "014" "014" "014" "014" "014" "014"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "014" "014" "014" "014" "0313" "0131"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "014" "012" "014" "014" "014" "014"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "014" "014" "012" "014" "014" "014"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "014" "014" "014" "012" "014" "012"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "014" "012" "014" "014" "012" "014"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "022" "014" "014" "012" "0133" "0133"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "012" "014" "014" "012" "022" "014"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "022" "012" "014" "012" "014" "012"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "014" "014" "012" "014" "014" "014"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "012" "012" "014" "014" "014" "012"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "012" "012" "014" "014" "014" "014"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "014" "0313" "033" "014" "014" "014"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "014" "014" "012" "014" "014" "0313"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "014" "014" "014" "014" "014" "0313"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "014" "014" "014" "012" "014" "014"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "014" "012" "012" "014" "012" "014"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "012" "014" "014" "014" "012" "014"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "014" "012" "012" "012" "014" "014"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "012" "022" "012" "012" "012" "014"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "014" "012" "012" "012" "012" "012"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "014" "012" "012" "014" "012" "014"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "0133" "012" "012" "014" "014" "014"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "014" "014" "0133" "014" "014" "014"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "014" "014" "012" "014" "014" "014"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "014" "014" "014" "014" "014" "014"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "014" "014" "014" "014" "0131" "012"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "014" "014" "014" "014" "014" "014"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "011" "014" "014" "014" "014" "014"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "014" "014" "0131" "014" "014" "014"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "012" "014" "014" "0313" "014" "014"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "014" "014" "0131" "012" "014" "014"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "014" "014" "014" "0131" "014" "014"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "0131" "014" "014" "014" "0131" "0313"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "014" "014" "014" "014" "012" "014"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "014" "012" "014" "0133" "014" "0131"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "022" "014" "014" "014" "014" "014"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "014" "014" "014" "014" "014" "014"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "014" "014" "014" "014" "014" "014"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "012" "014" "014" "014" "014" "033"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "014" "014" "014" "014" "014" "014"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "0324" "012" "014" "014" "011" "014"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "014" "0313" "014" "012" "014" "014"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "012" "014" "014" "012" "011" "012"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "012" "014" "012" "014" "014" "012"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "014" "014" "014" "014" "014" "011"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "014" "014" "012" "014" "014" "011"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "012" "014" "011" "014" "014" "014"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "014" "014" "033" "014" "014" "014"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "014" "012" "014" "014" "014" "012"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "012" "014" "014" "012" "012" "0313"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "012" "014" "014" "012" "0313" "012"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "014" "014" "012" "012" "014" "012"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "012" "014" "012" "014" "012" "014"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "014" "012" "012" "014" "0313" "014"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "012" "012" "012" "012" "0324" "033"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "012" "012" "012" "012" "012" "012"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "012" "014" "014" "022" "014" "012"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "0324" "0324" "014" "012" "012" "012"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "012" "012" "012" "012" "014" "014"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "012" "012" "012" "012" "012" "012"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "012" "012" "012" "012" "012" "022"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "012" "0313" "012" "012" "012" "012"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "012" "012" "012" "014" "012" "012"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "012" "012" "012" "012" "014" "0313"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "011" "011" "011" "011" "0133" "011"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "011" "011" "011" "011" "011" "011"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "011" "011" "011" "011" "011" "011"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "011" "011" "014" "011" "011" "0313"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "011" "011" "011" "011" "011" "011"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "011" "011" "011" "011" "011" "011"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "014" "011" "011" "011" "011" "011"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "011" "011" "0131" "011" "011" "011"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "0313" "011" "011" "011" "011" "011"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "011" "011" "011" "011" "011" "011"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "011" "011" "011" "011" "011" "011"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "0133" "011" "011" "011" "011" "011"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "011" "011" "011" "011" "011" "011"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "011" "011" "0313" "011" "022" "011"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "011" "0313" "011" "011" "0133" "011"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "011" "011" "011" "011" "011" "011"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "011" "011" "011" "011" "011" "011"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "011" "011" "0313" "011" "011" "011"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "011" "011" "011" "011" "011" "011"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "011" "011" "011" "011" "011" "011"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "011" "011" "011" "011" "0133" "011"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "011" "0133" "011" "011" "011" "011"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "011" "011" "011" "011" "011" "011"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "011" "011" "011" "0131" "011" "011"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "011" "011" "033" "011" "011" "0131"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "011" "011" "011" "011" "0133" "0133"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "011" "011" "011" "011" "011" "011"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "011" "011" "011" "011" "0133" "011"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "011" "011" "011" "011" "011" "011"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "011" "0133" "011" "011" "011" "011"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "011" "011" "011" "011" "011" "011"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "011" "011" "011" "0133" "011" "0131"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "011" "011" "011" "011" "011" "011"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "011" "011" "011" "011" "011" "011"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "011" "011" "011" "011" "011" "011"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "011" "011" "011" "011" "011" "011"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "011" "011" "0313" "011" "011" "0132"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "0132" "0132" "011" "0132" "0132" "0132"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "011" "0132" "011" "0132" "0313" "011"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "011" "0132" "011" "011" "011" "011"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "0132" "0132" "0132" "0132" "0132" "0132"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "0132" "0132" "0132" "011" "0132" "0132"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "011" "011" "0132" "0132" "0132" "011"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "011" "011" "011" "011" "011" "011"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "011" "0132" "0132" "0313" "011" "011"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "011" "011" "011" "0132" "011" "011"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "011" "011" "011" "011" "011" "011"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "011" "011" "0132" "011" "014" "011"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "011" "011" "011" "011" "012" "011"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "011" "011" "0132" "011" "011" "0132"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "014" "014" "011" "011" "033" "011"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "012" "0132" "011" "011" "011" "011"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "0132" "0132" "014" "011" "011" "011"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "011" "011" "011" "011" "011" "011"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "011" "014" "011" "011" "011" "011"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "011" "011" "011" "011" "011" "011"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "0132" "011" "011" "011" "011" "011"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "011" "011" "011" "011" "011" "011"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "011" "011" "011" "011" "011" "0132"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "011" "0322" "0132" "011" "011" "0132"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "011" "011" "011" "0313" "011" "011"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "011" "011" "011" "011" "011" "011"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "011" "011" "011" "0134" "011" "011"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "011" "011" "011" "011" "011" "011"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "014" "011" "011" "011" "011" "011"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "011" "011" "0314" "0314" "011" "014"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "011" "011" "011" "011" "0133" "0133"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "011" "0232" "0133" "011" "011" "0133"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "011" "011" "0322" "011" "011" "011"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "011" "011" "0133" "0133" "0133" "011"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "011" "011" "011" "0134" "0134" "011"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "011" "011" "011" "011" "011" "011"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "011" "014" "011" "011" "011" "011"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "011" "011" "011" "011" "011" "011"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "011" "011" "011" "0133" "011" "011"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "011" "011" "011" "011" "011" "011"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "011" "011" "011" "011" "0133" "011"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "011" "011" "011" "011" "0134" "011"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "011" "011" "011" "0134" "0134" "011"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "011" "011" "011" "011" "011"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 2873))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "0232" "0232" "02311" "02311" "0232" "0232"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "0232" "0232" "0232" "0232" "0232" "02311"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "02311" "0232" "02311" "02311" "0232" "02311"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "0213" "0232" "0232" "022" "0232" "0232"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "0213" "02311" "02311" "0232" "0232" "02313"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "0213" "0232" "0232" "022" "02311" "0232"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "0232" "0232" "02311" "0232" "02311" "0232"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "0232" "022" "0232" "022" "022" "02311"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "0232" "0232" "0311" "022" "0311" "0232"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "02311" "0232" "02121" "02312" "02311" "02312"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "022" "022" "02313" "02312" "022" "02312"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "02313" "02313" "0232" "0232" "0232" "022"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "0232" "02313" "02311" "0232" "0232" "02311"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "0232" "0232" "0232" "0232" "022" "0311"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "022" "0232" "0232" "0232" "02311" "0232"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "0232" "02311" "0232" "02314" "02311" "022"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "0232" "022" "02312" "022" "022" "022"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "02312" "022" "0134" "022" "022" "022"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "022" "02313" "022" "02312" "02313" "022"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "022" "022" "0232" "022" "02314" "022"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "0232" "022" "02313" "02311" "022" "02314"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "0312" "0134" "02312" "022" "022" "022"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "02312" "022" "02312" "022" "022" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "0134" "0311" "022" "022" "022" "022"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "022" "022" "022" "022" "022" "022"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "02312" "022" "022" "022" "022" "0311"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "0311" "0311" "02312" "022" "02311" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "02313" "02313" "02313" "02312" "02312" "02312"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "02312" "02313" "02312" "02312" "02312" "02313"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "022" "02313" "024" "02312" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "02313" "0232" "022" "022" "022" "02313"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "022" "022" "022" "022" "022" "022"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "022" "022" "024" "02312" "024" "02312"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "022" "0134" "0134" "0232" "0311" "0134"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "0134" "0134" "0311" "0134" "0311" "0134"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "0134" "0311" "0311" "0311" "0134" "0311"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "022" "024" "0134" "022" "0311" "0311"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "022" "0311" "0311" "0311" "022" "0311"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "0134" "022" "022" "022" "022" "022"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "0134" "0311" "0311" "0311" "0134" "0324"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "0311" "022" "0311" "0134" "0311" "0311"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "0311" "0313" "0311" "0134" "0311" "022"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "0134" "0134" "0311" "0134" "022" "0311"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "033" "0134" "0311" "011" "0311" "0311"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "0311" "0311" "0134" "0311" "0311" "0311"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "0311" "0134" "0232" "022" "0311" "0311"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "0134" "0311" "0134" "0134" "0134" "022"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "022" "0311" "0311" "022" "0232" "0322"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "022" "022" "0232" "02123" "0213" "0232"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "02123" "0213" "022" "0213" "0232" "0232"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "0213" "0232" "0213" "02123" "0213" "0232"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "0213" "0213" "022" "02314" "0213" "02123"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "0232" "0314" "02123" "0213" "0232" "0213"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "02123" "02314" "02123" "0213" "0314" "0314"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "0232" "0213" "0213" "0213" "02123" "02123"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "02123" "02123" "02123" "022" "0232" "0213"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "02123" "0232" "0211" "024" "0232" "0213"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "022" "0313" "022" "0314" "02123" "02123"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "0232" "022" "022" "02123" "022" "022"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "0314" "0232" "0213" "0312" "0131" "0131"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "0312" "0131" "0232" "0312" "022" "022"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "022" "0314" "0314" "022" "022" "022"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "0131" "0314" "022" "0313" "022" "0314"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "0314" "022" "0232" "0312" "022" "0213"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "0232" "0232" "022" "0312" "0312" "022"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "022" "022" "0312" "024" "022" "022"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "0314" "022" "0131" "0312" "0312" "0314"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "022" "022" "0314" "022" "022" "0312"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "0314" "0312" "0312" "0131" "0131" "022"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "0131" "022" "022" "0314" "0312" "0232"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "022" "022" "0312" "0314" "022" "0312"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "022" "022" "022" "0312" "0314" "0312"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "0232" "0312" "022" "022" "0312" "022"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "0232" "024" "0314" "0312" "0313" "022"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "0312" "0312" "0131" "022" "0314" "0314"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "024" "022" "0312" "0312" "0131" "0312"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "0131" "0314" "0312" "0312" "022" "0312"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "0312" "0312" "0131" "0131" "0312" "0131"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "0213" "02311" "0213" "0314" "0232" "0232"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "02314" "022" "0314" "0131" "0131" "02314"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "022" "022" "022" "0232" "0314" "022"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "022" "0314" "022" "022" "022" "022"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "02314" "0312" "0213" "0213" "0232" "022"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "022" "0232" "0232" "02123" "022" "022"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "0213" "0213" "022" "0232" "02123" "02123"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "0314" "0313" "0314" "0232" "02123" "022"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "0314" "02123" "0323" "02123" "0314" "0131"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "0313" "0312" "0312" "0131" "033" "0131"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "0314" "0312" "0131" "0314" "0312" "0314"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "022" "0131" "022" "0312" "0312" "0314"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "0313" "0232" "0312" "022" "0312" "022"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "022" "022" "022" "022" "02313" "0213"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "022" "022" "022" "02313" "022" "02313"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "022" "022" "022" "02314" "02314" "022"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "022" "022" "022" "022" "022" "0312"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "022" "022" "02314" "02314" "022" "022"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "022" "022" "022" "022" "022" "0312"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "022" "022" "022" "022" "022" "0312"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "022" "022" "022" "0312" "022" "022"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "022" "022" "022" "022" "022" "022"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "022" "022" "0211" "022" "022" "022"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "022" "02314" "022" "022" "02314" "02314"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "022" "022" "0312" "022" "022" "022"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "024" "022" "022" "02314" "022" "022"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "022" "022" "022" "022" "022" "022"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "0312" "022" "0312" "0131" "022" "0312"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "022" "0312" "0131" "0131" "024" "0312"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "0312" "0131" "0312" "0312" "0312" "022"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "022" "022" "0312" "0313" "0312" "0312"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "022" "0312" "0131" "022" "022" "0131"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "0312" "022" "022" "022" "0312" "0312"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "022" "022" "022" "022" "022" "022"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "022" "022" "022" "022" "022" "022"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "022" "022" "0322" "0322" "033" "0323"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "0323" "033" "0314" "0322" "0322" "0323"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "0322" "0321" "0322" "0323" "0322" "0213"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "0323" "0323" "0321" "0322" "0323" "0322"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "0323" "0324" "0324" "0323" "0322" "0324"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "024" "0314" "02123" "0323" "0321" "0314"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "0323" "0322" "0322" "0322" "0323" "0322"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "0314" "0323" "0314" "0321" "02121" "0321"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "0321" "0323" "02123" "0321" "02123" "02123"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "02123" "02123" "0314" "0322" "0232" "0323"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "0314" "0323" "0321" "0322" "02123" "0314"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "0314" "02123" "0321" "0322" "0322" "024"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "0322" "0321" "0322" "0323" "0322" "0322"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "0321" "0323" "0321" "0324" "0322" "0322"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "0321" "0322" "0321" "0322" "0322" "0321"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "0322" "0323" "0322" "0323" "0322" "033"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "0322" "0324" "0322" "0322" "024" "0321"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "0321" "0323" "0321" "0322" "0322" "0322"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "0321" "0321" "0322" "0323" "0322" "0321"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "024" "0322" "033" "0322" "0322" "024"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "033" "0323" "0322" "0324" "0324" "0322"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "0324" "024" "0323" "0324" "024" "033"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "0322" "0323" "0322" "0323" "0324" "0323"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "0322" "0322" "0322" "0322" "0321" "0324"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "0321" "0324" "0321" "0322" "02121" "0321"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "0321" "0323" "0321" "0321" "0321" "0321"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "0322" "0324" "0324" "0324" "0322" "0321"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "0322" "0324" "0324" "0322" "0324" "0324"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "0322" "0323" "033" "0321" "0322" "0321"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "0321" "0324" "0323" "0321" "0321" "0323"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "0322" "033" "0322" "0321" "0321" "02121"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "0321" "0321" "0322" "0321" "0321" "0322"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "0322" "0321" "0322" "0321" "0321" "024"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "0213" "024" "02121" "02121" "024" "0213"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "0213" "0213" "024" "02123" "0213" "024"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "0213" "0213" "0211" "02121" "02121" "02121"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "0323" "02121" "0323" "02122" "02121"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "02121" "02122" "024" "02121" "02121" "02121"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "0323" "02122" "02121" "02121" "02121" "02122"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "0213" "033" "024" "033" "02121" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "0323" "024" "02121" "02121" "02121" "024"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "02121" "02121" "02121" "02121" "02121" "024"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "02121" "02121" "02121" "02121" "02121" "02121"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "02121" "0211" "02121" "0213" "0213"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "02121" "0213" "0211" "0211" "0211" "02122"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "0213" "0213" "0211" "0213" "0211" "0213"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "0213" "0213" "02121" "0213" "0213"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "0213" "0213" "0213" "0213" "0213" "0213"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "0213" "0213" "0213" "0213" "02122" "0213"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "0213" "0213" "0213" "0213" "0213" "0213"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "0213" "0211" "0213" "0213" "0213" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "0213" "0213" "02122" "0213" "0213" "0213"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "0213" "0211" "02122" "02121" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "02122" "02122" "02122" "02121" "02122" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "02122" "02121" "0323" "02121" "02122" "02121"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "02122" "0213" "02121" "02122" "02122" "02122"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "02122" "02121" "02122" "0321" "0321" "02122"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "02122" "02122" "02122" "02122" "0213" "02122"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "02122" "0321" "0321" "0324" "0213" "02122"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "02122" "0213" "02121" "02121" "02122" "02122"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "02122" "0321" "0213" "0321" "0321" "0213"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "02122" "02122" "0321" "0213" "02122" "0321"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "02122" "02122" "0213" "02122" "02122" "02122"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "02122" "02122" "0321" "02122" "02121" "0323"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "02122" "02122" "02122" "02122" "0324" "02121"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "0213" "02122" "02122" "0321" "0323" "02122"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "02121" "0321" "02121" "0323" "0211" "02121"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "02121" "0211" "0211" "02121" "02121" "02121"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "02121" "0323" "024" "02121" "02121" "0323"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "0323" "024" "02121" "02121" "024" "0323"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "0323" "0323" "033" "0323" "0323" "024"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "024" "024" "024" "0323" "0324" "0323"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "024" "024" "024" "0323" "0323" "024"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "033" "0211" "024" "033" "024" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "024" "033" "024" "0211" "024" "0323"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "024" "024" "024" "024" "033" "033"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "024" "0211" "024" "024" "033" "024"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "024" "024" "024" "033" "024" "024"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "024" "033" "024" "024" "024" "024"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "033" "024" "024" "024" "024" "024"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "024" "024" "024" "024" "024" "024"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "024" "024" "024" "024" "024" "024"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "024" "024" "024" "024" "024" "024"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "024" "024" "024" "024" "0323" "024"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "024" "0211" "024" "024" "0211" "024"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "024" "024" "024" "024" "024"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "024" "024" "0211" "024" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "024" "0211" "024" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "024" "0211" "0211" "0211" "0211" "024"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "024" "0211" "0211" "024" "024" "024"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "024" "024" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "024" "024" "024" "024" "024"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "024" "024" "024" "024" "0211" "024"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "024" "024" "024" "024" "024" "024"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "024" "024" "024" "024" "024" "024"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "02314" "024" "024" "0211" "024"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "024" "0211" "024" "02121" "024" "024"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "024" "024" "0211" "024" "024" "024"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "024" "024" "0211" "0211" "024" "024"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "024" "024" "024" "024" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "02121" "024" "024" "0211" "024" "024"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "024" "024" "0211" "024" "024"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "024" "024" "024" "0211" "0211" "024"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "033" "033" "033" "033" "033"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "033" "033" "0323" "033" "0323" "033"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "033" "033" "033" "033" "033" "033"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "033" "033" "033" "033" "033" "033"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "033" "033" "033" "0131" "033" "033"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "033" "0323" "033" "033" "033" "033"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "033" "033" "033" "033" "033" "033"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "033" "033" "033" "033" "0314" "0131"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "033" "033" "033" "033" "033" "033"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "033" "033" "033" "033" "033" "033"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "033" "033" "033" "033" "033" "033"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "0131" "033" "033" "0322" "033" "033"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "033" "033" "0131" "033" "033" "033"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "033" "033" "033" "024" "024" "033"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "033" "033" "024" "033" "033" "033"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "033" "0131" "033" "033" "033" "033"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "033" "033" "024" "033" "033" "033"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "033" "033" "033" "033" "024" "0323"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "033" "024" "033" "033" "033" "0131"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "033" "033" "033" "033" "033" "033"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "033" "033" "033" "024" "033" "033"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "033" "033" "033" "033" "033" "033"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "024" "033" "033" "033" "033" "024"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "024" "024" "024" "033" "0131" "033"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "033" "033" "033" "033" "033" "033"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "033" "024" "033" "0323" "033" "024"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "033" "033" "033" "024" "024" "024"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "033" "033" "033" "0131" "033" "024"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "024" "024" "033" "024" "024" "024"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "024" "024" "022" "0323" "033" "033"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "033" "033" "033" "033" "033" "033"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "033" "033" "024" "024" "033" "033"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "0323" "033" "033" "024" "033" "033"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "033" "033" "033" "024" "024" "033"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "024" "024" "033" "022" "024" "024"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "024" "024" "024" "033" "033" "024"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "024" "033" "024" "024" "033" "024"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "033" "024" "024" "024" "033" "024"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "022" "024" "024" "033" "033" "033"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "033" "024" "024" "024" "022" "024"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "024" "024" "024" "024" "033" "033"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "024" "024" "033" "024" "033" "024"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "024" "024" "024" "024" "024" "024"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "024" "022" "024" "024" "024" "024"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "024" "024" "012" "012" "012" "011"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "012" "012" "012" "012" "012" "012"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "012" "012" "012" "012" "012" "012"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "012" "011" "012" "012" "011" "012"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "014" "012" "0132" "012" "012" "014"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "022" "012" "012" "012" "014" "012"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "0133" "014" "011" "012" "014" "014"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "0133" "012" "014" "012" "012" "012"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "012" "012" "012" "012" "012" "022"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "012" "0232" "012" "012" "012" "012"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "0313" "012" "0313" "012" "012" "012"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "012" "022" "012" "014" "012" "012"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "0324" "012" "012" "012" "014" "012"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "012" "014" "011" "014" "014" "012"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "012" "012" "012" "024" "022" "012"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "012" "012" "012" "012" "012" "012"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "0324" "012" "012" "012" "012" "012"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "012" "012" "012" "014" "014" "014"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "014" "012" "012" "012" "014" "012"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "014" "012" "012" "012" "012" "0313"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "012" "014" "014" "012" "014" "012"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "012" "012" "012" "0324" "012" "012"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "014" "014" "012" "014" "012" "014"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "014" "014" "012" "012" "012" "012"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "012" "012" "014" "014" "014" "012"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "012" "012" "012" "014" "012" "012"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "0313" "022" "012" "012" "014" "012"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "012" "012" "014" "014" "014" "012"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "012" "012" "014" "012" "012" "012"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "012" "012" "012" "014" "012" "012"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "012" "012" "012" "022" "012" "012"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "012" "012" "012" "012" "012" "022"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "014" "012" "014" "033" "014" "014"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "012" "012" "012" "012" "012" "014"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "012" "0313" "012" "012" "012" "012"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "012" "012" "012" "012" "0313" "012"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "012" "022" "012" "012" "012" "012"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "012" "014" "012" "012" "012" "022"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "012" "012" "012" "012" "012" "012"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "012" "012" "014" "012" "012" "012"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "012" "014" "014" "014" "012" "012"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "014" "012" "014" "012" "0313" "014"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "014" "012" "012" "012" "014" "014"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "014" "014" "012" "014" "014" "0313"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "014" "014" "014" "014" "014" "014"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "014" "014" "014" "014" "014" "014"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "014" "014" "014" "014" "0313" "0131"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "014" "012" "014" "014" "014" "014"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "014" "014" "012" "014" "014" "014"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "014" "014" "014" "012" "014" "012"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "014" "012" "014" "014" "012" "014"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "022" "014" "014" "012" "0133" "0133"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "012" "014" "014" "012" "022" "014"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "022" "012" "014" "012" "014" "012"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "014" "014" "012" "014" "014" "014"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "012" "012" "014" "014" "014" "012"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "012" "012" "014" "014" "014" "014"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "014" "0313" "033" "014" "014" "014"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "014" "014" "012" "014" "014" "0313"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "014" "014" "014" "014" "014" "0313"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "014" "014" "014" "012" "014" "014"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "014" "012" "012" "014" "012" "014"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "012" "014" "014" "014" "012" "014"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "014" "012" "012" "012" "014" "014"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "012" "022" "012" "012" "012" "014"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "014" "012" "012" "012" "012" "012"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "014" "012" "012" "014" "012" "014"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "0133" "012" "012" "014" "014" "014"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "014" "014" "0133" "014" "014" "014"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "014" "014" "012" "014" "014" "014"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "014" "014" "014" "014" "014" "014"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "014" "014" "014" "014" "0131" "012"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "014" "014" "014" "014" "014" "014"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "011" "014" "014" "014" "014" "014"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "014" "014" "0131" "014" "014" "014"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "012" "014" "014" "0313" "014" "014"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "014" "014" "0131" "012" "014" "014"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "014" "014" "014" "0131" "014" "014"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "0131" "014" "014" "014" "0131" "0313"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "014" "014" "014" "014" "012" "014"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "014" "012" "014" "0133" "014" "0131"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "022" "014" "014" "014" "014" "014"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "014" "014" "014" "014" "014" "014"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "014" "014" "014" "014" "014" "014"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "012" "014" "014" "014" "014" "033"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "014" "014" "014" "014" "014" "014"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "0324" "012" "014" "014" "011" "014"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "014" "0313" "014" "012" "014" "014"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "012" "014" "014" "012" "011" "012"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "012" "014" "012" "014" "014" "012"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "014" "014" "014" "014" "014" "011"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "014" "014" "012" "014" "014" "011"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "012" "014" "011" "014" "014" "014"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "014" "014" "033" "014" "014" "014"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "014" "012" "014" "014" "014" "012"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "012" "014" "014" "012" "012" "0313"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "012" "014" "014" "012" "0313" "012"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "014" "014" "012" "012" "014" "012"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "012" "014" "012" "014" "012" "014"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "014" "012" "012" "014" "0313" "014"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "012" "012" "012" "012" "0324" "033"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "012" "012" "012" "012" "012" "012"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "012" "014" "014" "022" "014" "012"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "0324" "0324" "014" "012" "012" "012"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "012" "012" "012" "012" "014" "014"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "012" "012" "012" "012" "012" "012"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "012" "012" "012" "012" "012" "022"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "012" "0313" "012" "012" "012" "012"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "012" "012" "012" "014" "012" "012"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "012" "012" "012" "012" "014" "0313"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "011" "011" "011" "011" "0133" "011"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "011" "011" "011" "011" "011" "011"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "011" "011" "011" "011" "011" "011"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "011" "011" "014" "011" "011" "0313"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "011" "011" "011" "011" "011" "011"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "011" "011" "011" "011" "011" "011"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "014" "011" "011" "011" "011" "011"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "011" "011" "0131" "011" "011" "011"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "0313" "011" "011" "011" "011" "011"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "011" "011" "011" "011" "011" "011"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "011" "011" "011" "011" "011" "011"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "0133" "011" "011" "011" "011" "011"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "011" "011" "011" "011" "011" "011"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "011" "011" "0313" "011" "022" "011"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "011" "0313" "011" "011" "0133" "011"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "011" "011" "011" "011" "011" "011"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "011" "011" "011" "011" "011" "011"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "011" "011" "0313" "011" "011" "011"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "011" "011" "011" "011" "011" "011"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "011" "011" "011" "011" "011" "011"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "011" "011" "011" "011" "0133" "011"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "011" "0133" "011" "011" "011" "011"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "011" "011" "011" "011" "011" "011"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "011" "011" "011" "0131" "011" "011"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "011" "011" "033" "011" "011" "0131"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "011" "011" "011" "011" "0133" "0133"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "011" "011" "011" "011" "011" "011"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "011" "011" "011" "011" "0133" "011"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "011" "011" "011" "011" "011" "011"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "011" "0133" "011" "011" "011" "011"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "011" "011" "011" "011" "011" "011"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "011" "011" "011" "0133" "011" "0131"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "011" "011" "011" "011" "011" "011"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "011" "011" "011" "011" "011" "011"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "011" "011" "011" "011" "011" "011"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "011" "011" "011" "011" "011" "011"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "011" "011" "0313" "011" "011" "0132"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "0132" "0132" "011" "0132" "0132" "0132"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "011" "0132" "011" "0132" "0313" "011"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "011" "0132" "011" "011" "011" "011"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "0132" "0132" "0132" "0132" "0132" "0132"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "0132" "0132" "0132" "011" "0132" "0132"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "011" "011" "0132" "0132" "0132" "011"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "011" "011" "011" "011" "011" "011"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "011" "0132" "0132" "0313" "011" "011"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "011" "011" "011" "0132" "011" "011"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "011" "011" "011" "011" "011" "011"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "011" "011" "0132" "011" "014" "011"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "011" "011" "011" "011" "012" "011"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "011" "011" "0132" "011" "011" "0132"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "014" "014" "011" "011" "033" "011"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "012" "0132" "011" "011" "011" "011"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "0132" "0132" "014" "011" "011" "011"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "011" "011" "011" "011" "011" "011"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "011" "014" "011" "011" "011" "011"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "011" "011" "011" "011" "011" "011"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "0132" "011" "011" "011" "011" "011"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "011" "011" "011" "011" "011" "011"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "011" "011" "011" "011" "011" "0132"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "011" "0322" "0132" "011" "011" "0132"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "011" "011" "011" "0313" "011" "011"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "011" "011" "011" "011" "011" "011"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "011" "011" "011" "0134" "011" "011"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "011" "011" "011" "011" "011" "011"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "014" "011" "011" "011" "011" "011"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "011" "011" "0314" "0314" "011" "014"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "011" "011" "011" "011" "0133" "0133"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "011" "0232" "0133" "011" "011" "0133"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "011" "011" "0322" "011" "011" "011"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "011" "011" "0133" "0133" "0133" "011"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "011" "011" "011" "0134" "0134" "011"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "011" "011" "011" "011" "011" "011"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "011" "014" "011" "011" "011" "011"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "011" "011" "011" "011" "011" "011"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "011" "011" "011" "0133" "011" "011"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "011" "011" "011" "011" "011" "011"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "011" "011" "011" "011" "0133" "011"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "011" "011" "011" "011" "0134" "011"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "011" "011" "011" "0134" "0134" "011"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "011" "011" "011" "011" "011"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 2890))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "0232" "0232" "02311" "02311" "0232" "0232"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "0232" "0232" "0232" "0232" "0232" "02311"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "02311" "0232" "02311" "02311" "0232" "02311"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "0213" "0232" "0232" "022" "0232" "0232"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "0213" "02311" "02311" "0232" "0232" "02313"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "0213" "0232" "0232" "022" "02311" "0232"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "0232" "0232" "02311" "0232" "02311" "0232"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "0232" "022" "0232" "022" "022" "02311"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "0232" "0232" "0311" "022" "0311" "0232"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "02311" "0232" "0212" "02312" "02311" "02312"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "022" "022" "02313" "02312" "022" "02312"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "02313" "02313" "0232" "0232" "0232" "022"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "0232" "02313" "02311" "0232" "0232" "02311"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "0232" "0232" "0232" "0232" "022" "0311"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "022" "0232" "0232" "0232" "02311" "0232"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "0232" "02311" "0232" "02314" "02311" "022"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "0232" "022" "02312" "022" "022" "022"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "02312" "022" "0134" "022" "022" "022"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "022" "02313" "022" "02312" "02313" "022"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "022" "022" "0232" "022" "02314" "022"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "0232" "022" "02313" "02311" "022" "02314"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "0312" "0134" "02312" "022" "022" "022"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "02312" "022" "02312" "022" "022" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "0134" "0311" "022" "022" "022" "022"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "022" "022" "022" "022" "022" "022"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "02312" "022" "022" "022" "022" "0311"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "0311" "0311" "02312" "022" "02311" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "02313" "02313" "02313" "02312" "02312" "02312"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "02312" "02313" "02312" "02312" "02312" "02313"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "022" "02313" "024" "02312" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "02313" "0232" "022" "022" "022" "02313"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "022" "022" "022" "022" "022" "022"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "022" "022" "024" "02312" "024" "02312"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "022" "0134" "0134" "0232" "0311" "0134"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "0134" "0134" "0311" "0134" "0311" "0134"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "0134" "0311" "0311" "0311" "0134" "0311"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "022" "024" "0134" "022" "0311" "0311"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "022" "0311" "0311" "0311" "022" "0311"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "0134" "022" "022" "022" "022" "022"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "0134" "0311" "0311" "0311" "0134" "0324"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "0311" "022" "0311" "0134" "0311" "0311"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "0311" "0313" "0311" "0134" "0311" "022"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "0134" "0134" "0311" "0134" "022" "0311"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "033" "0134" "0311" "011" "0311" "0311"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "0311" "0311" "0134" "0311" "0311" "0311"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "0311" "0134" "0232" "022" "0311" "0311"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "0134" "0311" "0134" "0134" "0134" "022"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "022" "0311" "0311" "022" "0232" "0322"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "022" "022" "0232" "0212" "0213" "0232"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "0212" "0213" "022" "0213" "0232" "0232"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "0213" "0232" "0213" "0212" "0213" "0232"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "0213" "0213" "022" "02314" "0213" "0212"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "0232" "0314" "0212" "0213" "0232" "0213"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "0212" "02314" "0212" "0213" "0314" "0314"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "0232" "0213" "0213" "0213" "0212" "0212"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "0212" "0212" "0212" "022" "0232" "0213"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "0212" "0232" "0211" "024" "0232" "0213"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "022" "0313" "022" "0314" "0212" "0212"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "0232" "022" "022" "0212" "022" "022"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "0314" "0232" "0213" "0312" "0131" "0131"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "0312" "0131" "0232" "0312" "022" "022"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "022" "0314" "0314" "022" "022" "022"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "0131" "0314" "022" "0313" "022" "0314"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "0314" "022" "0232" "0312" "022" "0213"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "0232" "0232" "022" "0312" "0312" "022"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "022" "022" "0312" "024" "022" "022"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "0314" "022" "0131" "0312" "0312" "0314"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "022" "022" "0314" "022" "022" "0312"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "0314" "0312" "0312" "0131" "0131" "022"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "0131" "022" "022" "0314" "0312" "0232"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "022" "022" "0312" "0314" "022" "0312"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "022" "022" "022" "0312" "0314" "0312"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "0232" "0312" "022" "022" "0312" "022"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "0232" "024" "0314" "0312" "0313" "022"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "0312" "0312" "0131" "022" "0314" "0314"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "024" "022" "0312" "0312" "0131" "0312"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "0131" "0314" "0312" "0312" "022" "0312"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "0312" "0312" "0131" "0131" "0312" "0131"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "0213" "02311" "0213" "0314" "0232" "0232"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "02314" "022" "0314" "0131" "0131" "02314"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "022" "022" "022" "0232" "0314" "022"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "022" "0314" "022" "022" "022" "022"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "02314" "0312" "0213" "0213" "0232" "022"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "022" "0232" "0232" "0212" "022" "022"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "0213" "0213" "022" "0232" "0212" "0212"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "0314" "0313" "0314" "0232" "0212" "022"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "0314" "0212" "0323" "0212" "0314" "0131"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "0313" "0312" "0312" "0131" "033" "0131"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "0314" "0312" "0131" "0314" "0312" "0314"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "022" "0131" "022" "0312" "0312" "0314"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "0313" "0232" "0312" "022" "0312" "022"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "022" "022" "022" "022" "02313" "0213"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "022" "022" "022" "02313" "022" "02313"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "022" "022" "022" "02314" "02314" "022"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "022" "022" "022" "022" "022" "0312"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "022" "022" "02314" "02314" "022" "022"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "022" "022" "022" "022" "022" "0312"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "022" "022" "022" "022" "022" "0312"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "022" "022" "022" "0312" "022" "022"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "022" "022" "022" "022" "022" "022"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "022" "022" "0211" "022" "022" "022"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "022" "02314" "022" "022" "02314" "02314"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "022" "022" "0312" "022" "022" "022"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "024" "022" "022" "02314" "022" "022"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "022" "022" "022" "022" "022" "022"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "0312" "022" "0312" "0131" "022" "0312"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "022" "0312" "0131" "0131" "024" "0312"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "0312" "0131" "0312" "0312" "0312" "022"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "022" "022" "0312" "0313" "0312" "0312"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "022" "0312" "0131" "022" "022" "0131"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "0312" "022" "022" "022" "0312" "0312"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "022" "022" "022" "022" "022" "022"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "022" "022" "022" "022" "022" "022"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "022" "022" "0322" "0322" "033" "0323"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "0323" "033" "0314" "0322" "0322" "0323"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "0322" "0321" "0322" "0323" "0322" "0213"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "0323" "0323" "0321" "0322" "0323" "0322"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "0323" "0324" "0324" "0323" "0322" "0324"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "024" "0314" "0212" "0323" "0321" "0314"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "0323" "0322" "0322" "0322" "0323" "0322"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "0314" "0323" "0314" "0321" "0212" "0321"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "0321" "0323" "0212" "0321" "0212" "0212"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "0212" "0212" "0314" "0322" "0232" "0323"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "0314" "0323" "0321" "0322" "0212" "0314"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "0314" "0212" "0321" "0322" "0322" "024"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "0322" "0321" "0322" "0323" "0322" "0322"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "0321" "0323" "0321" "0324" "0322" "0322"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "0321" "0322" "0321" "0322" "0322" "0321"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "0322" "0323" "0322" "0323" "0322" "033"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "0322" "0324" "0322" "0322" "024" "0321"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "0321" "0323" "0321" "0322" "0322" "0322"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "0321" "0321" "0322" "0323" "0322" "0321"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "024" "0322" "033" "0322" "0322" "024"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "033" "0323" "0322" "0324" "0324" "0322"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "0324" "024" "0323" "0324" "024" "033"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "0322" "0323" "0322" "0323" "0324" "0323"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "0322" "0322" "0322" "0322" "0321" "0324"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "0321" "0324" "0321" "0322" "0212" "0321"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "0321" "0323" "0321" "0321" "0321" "0321"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "0322" "0324" "0324" "0324" "0322" "0321"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "0322" "0324" "0324" "0322" "0324" "0324"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "0322" "0323" "033" "0321" "0322" "0321"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "0321" "0324" "0323" "0321" "0321" "0323"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "0322" "033" "0322" "0321" "0321" "0212"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "0321" "0321" "0322" "0321" "0321" "0322"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "0322" "0321" "0322" "0321" "0321" "024"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "0213" "024" "0212" "0212" "024" "0213"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "0213" "0213" "024" "0212" "0213" "024"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "0213" "0213" "0211" "0212" "0212" "0212"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "0323" "0212" "0323" "0212" "0212"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "0212" "0212" "024" "0212" "0212" "0212"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "0323" "0212" "0212" "0212" "0212" "0212"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "0213" "033" "024" "033" "0212" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "0323" "024" "0212" "0212" "0212" "024"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "0212" "0212" "0212" "0212" "0212" "024"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "0212" "0212" "0212" "0212" "0212" "0212"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "0212" "0211" "0212" "0213" "0213"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "0212" "0213" "0211" "0211" "0211" "0212"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "0213" "0213" "0211" "0213" "0211" "0213"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "0213" "0213" "0212" "0213" "0213"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "0213" "0213" "0213" "0213" "0213" "0213"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "0213" "0213" "0213" "0213" "0212" "0213"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "0213" "0213" "0213" "0213" "0213" "0213"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "0213" "0211" "0213" "0213" "0213" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "0213" "0213" "0212" "0213" "0213" "0213"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "0213" "0211" "0212" "0212" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "0212" "0212" "0212" "0212" "0212" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "0212" "0212" "0323" "0212" "0212" "0212"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "0212" "0213" "0212" "0212" "0212" "0212"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "0212" "0212" "0212" "0321" "0321" "0212"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "0212" "0212" "0212" "0212" "0213" "0212"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "0212" "0321" "0321" "0324" "0213" "0212"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "0212" "0213" "0212" "0212" "0212" "0212"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "0212" "0321" "0213" "0321" "0321" "0213"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "0212" "0212" "0321" "0213" "0212" "0321"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "0212" "0212" "0213" "0212" "0212" "0212"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "0212" "0212" "0321" "0212" "0212" "0323"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "0212" "0212" "0212" "0212" "0324" "0212"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "0213" "0212" "0212" "0321" "0323" "0212"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "0212" "0321" "0212" "0323" "0211" "0212"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "0212" "0211" "0211" "0212" "0212" "0212"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "0212" "0323" "024" "0212" "0212" "0323"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "0323" "024" "0212" "0212" "024" "0323"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "0323" "0323" "033" "0323" "0323" "024"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "024" "024" "024" "0323" "0324" "0323"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "024" "024" "024" "0323" "0323" "024"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "033" "0211" "024" "033" "024" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "024" "033" "024" "0211" "024" "0323"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "024" "024" "024" "024" "033" "033"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "024" "0211" "024" "024" "033" "024"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "024" "024" "024" "033" "024" "024"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "024" "033" "024" "024" "024" "024"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "033" "024" "024" "024" "024" "024"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "024" "024" "024" "024" "024" "024"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "024" "024" "024" "024" "024" "024"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "024" "024" "024" "024" "024" "024"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "024" "024" "024" "024" "0323" "024"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "024" "0211" "024" "024" "0211" "024"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "024" "024" "024" "024" "024"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "024" "024" "0211" "024" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "024" "0211" "024" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "024" "0211" "0211" "0211" "0211" "024"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "024" "0211" "0211" "024" "024" "024"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "024" "024" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "024" "024" "024" "024" "024"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "024" "024" "024" "024" "0211" "024"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "024" "024" "024" "024" "024" "024"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "024" "024" "024" "024" "024" "024"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "02314" "024" "024" "0211" "024"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "024" "0211" "024" "0212" "024" "024"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "024" "024" "0211" "024" "024" "024"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "024" "024" "0211" "0211" "024" "024"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "024" "024" "024" "024" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "0212" "024" "024" "0211" "024" "024"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "024" "024" "0211" "024" "024"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "024" "024" "024" "0211" "0211" "024"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "033" "033" "033" "033" "033"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "033" "033" "0323" "033" "0323" "033"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "033" "033" "033" "033" "033" "033"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "033" "033" "033" "033" "033" "033"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "033" "033" "033" "0131" "033" "033"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "033" "0323" "033" "033" "033" "033"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "033" "033" "033" "033" "033" "033"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "033" "033" "033" "033" "0314" "0131"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "033" "033" "033" "033" "033" "033"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "033" "033" "033" "033" "033" "033"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "033" "033" "033" "033" "033" "033"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "0131" "033" "033" "0322" "033" "033"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "033" "033" "0131" "033" "033" "033"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "033" "033" "033" "024" "024" "033"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "033" "033" "024" "033" "033" "033"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "033" "0131" "033" "033" "033" "033"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "033" "033" "024" "033" "033" "033"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "033" "033" "033" "033" "024" "0323"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "033" "024" "033" "033" "033" "0131"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "033" "033" "033" "033" "033" "033"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "033" "033" "033" "024" "033" "033"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "033" "033" "033" "033" "033" "033"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "024" "033" "033" "033" "033" "024"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "024" "024" "024" "033" "0131" "033"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "033" "033" "033" "033" "033" "033"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "033" "024" "033" "0323" "033" "024"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "033" "033" "033" "024" "024" "024"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "033" "033" "033" "0131" "033" "024"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "033" "033" "033" "033" "033" "033"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "024" "024" "033" "024" "024" "024"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "024" "024" "022" "0323" "033" "033"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "033" "033" "033" "033" "033" "033"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "033" "033" "024" "024" "033" "033"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "0323" "033" "033" "024" "033" "033"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "033" "033" "033" "024" "024" "033"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "024" "024" "033" "022" "024" "024"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "024" "024" "024" "033" "033" "024"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "024" "033" "024" "024" "033" "024"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "033" "024" "024" "024" "033" "024"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "022" "024" "024" "033" "033" "033"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "033" "024" "024" "024" "022" "024"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "024" "024" "024" "024" "033" "033"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "024" "024" "033" "024" "033" "024"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "024" "024" "024" "024" "024" "024"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "024" "022" "024" "024" "024" "024"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "024" "024" "012" "012" "012" "011"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "012" "012" "012" "012" "012" "012"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "012" "012" "012" "012" "012" "012"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "012" "011" "012" "012" "011" "012"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "014" "012" "0132" "012" "012" "014"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "022" "012" "012" "012" "014" "012"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "0133" "014" "011" "012" "014" "014"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "0133" "012" "014" "012" "012" "012"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "012" "012" "012" "012" "012" "022"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "012" "0232" "012" "012" "012" "012"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "0313" "012" "0313" "012" "012" "012"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "012" "022" "012" "014" "012" "012"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "0324" "012" "012" "012" "014" "012"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "012" "014" "011" "014" "014" "012"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "012" "012" "012" "024" "022" "012"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "012" "012" "012" "012" "012" "012"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "0324" "012" "012" "012" "012" "012"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "012" "012" "012" "014" "014" "014"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "014" "012" "012" "012" "014" "012"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "014" "012" "012" "012" "012" "0313"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "012" "014" "014" "012" "014" "012"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "012" "012" "012" "0324" "012" "012"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "014" "014" "012" "014" "012" "014"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "014" "014" "012" "012" "012" "012"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "012" "012" "014" "014" "014" "012"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "012" "012" "012" "014" "012" "012"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "0313" "022" "012" "012" "014" "012"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "012" "012" "014" "014" "014" "012"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "012" "012" "014" "012" "012" "012"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "012" "012" "012" "014" "012" "012"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "012" "012" "012" "022" "012" "012"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "012" "012" "012" "012" "012" "022"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "014" "012" "014" "033" "014" "014"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "012" "012" "012" "012" "012" "014"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "012" "0313" "012" "012" "012" "012"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "012" "012" "012" "012" "0313" "012"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "012" "022" "012" "012" "012" "012"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "012" "014" "012" "012" "012" "022"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "012" "012" "012" "012" "012" "012"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "012" "012" "014" "012" "012" "012"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "012" "014" "014" "014" "012" "012"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "014" "012" "014" "012" "0313" "014"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "014" "012" "012" "012" "014" "014"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "014" "014" "012" "014" "014" "0313"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "014" "014" "014" "014" "014" "014"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "014" "014" "014" "014" "014" "014"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "014" "014" "014" "014" "0313" "0131"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "014" "012" "014" "014" "014" "014"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "014" "014" "012" "014" "014" "014"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "014" "014" "014" "012" "014" "012"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "014" "012" "014" "014" "012" "014"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "022" "014" "014" "012" "0133" "0133"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "012" "014" "014" "012" "022" "014"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "022" "012" "014" "012" "014" "012"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "014" "014" "012" "014" "014" "014"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "012" "012" "014" "014" "014" "012"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "012" "012" "014" "014" "014" "014"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "014" "0313" "033" "014" "014" "014"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "014" "014" "012" "014" "014" "0313"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "014" "014" "014" "014" "014" "0313"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "014" "014" "014" "012" "014" "014"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "014" "012" "012" "014" "012" "014"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "012" "014" "014" "014" "012" "014"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "014" "012" "012" "012" "014" "014"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "012" "022" "012" "012" "012" "014"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "014" "012" "012" "012" "012" "012"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "014" "012" "012" "014" "012" "014"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "0133" "012" "012" "014" "014" "014"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "014" "014" "0133" "014" "014" "014"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "014" "014" "012" "014" "014" "014"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "014" "014" "014" "014" "014" "014"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "014" "014" "014" "014" "0131" "012"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "014" "014" "014" "014" "014" "014"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "011" "014" "014" "014" "014" "014"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "014" "014" "0131" "014" "014" "014"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "012" "014" "014" "0313" "014" "014"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "014" "014" "0131" "012" "014" "014"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "014" "014" "014" "0131" "014" "014"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "0131" "014" "014" "014" "0131" "0313"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "014" "014" "014" "014" "012" "014"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "014" "012" "014" "0133" "014" "0131"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "022" "014" "014" "014" "014" "014"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "014" "014" "014" "014" "014" "014"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "014" "014" "014" "014" "014" "014"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "012" "014" "014" "014" "014" "033"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "014" "014" "014" "014" "014" "014"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "0324" "012" "014" "014" "011" "014"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "014" "0313" "014" "012" "014" "014"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "012" "014" "014" "012" "011" "012"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "012" "014" "012" "014" "014" "012"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "014" "014" "014" "014" "014" "011"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "014" "014" "012" "014" "014" "011"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "012" "014" "011" "014" "014" "014"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "014" "014" "033" "014" "014" "014"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "014" "012" "014" "014" "014" "012"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "012" "014" "014" "012" "012" "0313"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "012" "014" "014" "012" "0313" "012"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "014" "014" "012" "012" "014" "012"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "012" "014" "012" "014" "012" "014"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "014" "012" "012" "014" "0313" "014"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "012" "012" "012" "012" "0324" "033"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "012" "012" "012" "012" "012" "012"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "012" "014" "014" "022" "014" "012"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "0324" "0324" "014" "012" "012" "012"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "012" "012" "012" "012" "014" "014"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "012" "012" "012" "012" "012" "012"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "012" "012" "012" "012" "012" "022"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "012" "0313" "012" "012" "012" "012"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "012" "012" "012" "014" "012" "012"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "012" "012" "012" "012" "014" "0313"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "011" "011" "011" "011" "0133" "011"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "011" "011" "011" "011" "011" "011"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "011" "011" "011" "011" "011" "011"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "011" "011" "014" "011" "011" "0313"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "011" "011" "011" "011" "011" "011"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "011" "011" "011" "011" "011" "011"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "014" "011" "011" "011" "011" "011"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "011" "011" "0131" "011" "011" "011"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "0313" "011" "011" "011" "011" "011"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "011" "011" "011" "011" "011" "011"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "011" "011" "011" "011" "011" "011"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "0133" "011" "011" "011" "011" "011"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "011" "011" "011" "011" "011" "011"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "011" "011" "0313" "011" "022" "011"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "011" "0313" "011" "011" "0133" "011"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "011" "011" "011" "011" "011" "011"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "011" "011" "011" "011" "011" "011"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "011" "011" "0313" "011" "011" "011"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "011" "011" "011" "011" "011" "011"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "011" "011" "011" "011" "011" "011"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "011" "011" "011" "011" "0133" "011"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "011" "0133" "011" "011" "011" "011"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "011" "011" "011" "011" "011" "011"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "011" "011" "011" "0131" "011" "011"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "011" "011" "033" "011" "011" "0131"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "011" "011" "011" "011" "0133" "0133"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "011" "011" "011" "011" "011" "011"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "011" "011" "011" "011" "0133" "011"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "011" "011" "011" "011" "011" "011"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "011" "0133" "011" "011" "011" "011"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "011" "011" "011" "011" "011" "011"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "011" "011" "011" "0133" "011" "0131"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "011" "011" "011" "011" "011" "011"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "011" "011" "011" "011" "011" "011"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "011" "011" "011" "011" "011" "011"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "011" "011" "011" "011" "011" "011"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "011" "011" "0313" "011" "011" "0132"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "0132" "0132" "011" "0132" "0132" "0132"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "011" "0132" "011" "0132" "0313" "011"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "011" "0132" "011" "011" "011" "011"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "0132" "0132" "0132" "0132" "0132" "0132"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "0132" "0132" "0132" "011" "0132" "0132"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "011" "011" "0132" "0132" "0132" "011"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "011" "011" "011" "011" "011" "011"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "011" "0132" "0132" "0313" "011" "011"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "011" "011" "011" "0132" "011" "011"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "011" "011" "011" "011" "011" "011"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "011" "011" "0132" "011" "014" "011"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "011" "011" "011" "011" "012" "011"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "011" "011" "0132" "011" "011" "0132"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "014" "014" "011" "011" "033" "011"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "012" "0132" "011" "011" "011" "011"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "0132" "0132" "014" "011" "011" "011"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "011" "011" "011" "011" "011" "011"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "011" "014" "011" "011" "011" "011"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "011" "011" "011" "011" "011" "011"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "0132" "011" "011" "011" "011" "011"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "011" "011" "011" "011" "011" "011"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "011" "011" "011" "011" "011" "0132"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "011" "0322" "0132" "011" "011" "0132"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "011" "011" "011" "0313" "011" "011"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "011" "011" "011" "011" "011" "011"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "011" "011" "011" "0134" "011" "011"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "011" "011" "011" "011" "011" "011"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "014" "011" "011" "011" "011" "011"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "011" "011" "0314" "0314" "011" "014"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "011" "011" "011" "011" "0133" "0133"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "011" "0232" "0133" "011" "011" "0133"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "011" "011" "0322" "011" "011" "011"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "011" "011" "0133" "0133" "0133" "011"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "011" "011" "011" "0134" "0134" "011"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "011" "011" "011" "011" "011" "011"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "011" "014" "011" "011" "011" "011"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "011" "011" "011" "011" "011" "011"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "011" "011" "011" "0133" "011" "011"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "011" "011" "011" "011" "011" "011"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "011" "011" "011" "011" "0133" "011"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "011" "011" "011" "011" "0134" "011"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "011" "011" "011" "0134" "0134" "011"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "011" "011" "011" "011" "011"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 2911))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "0232" "0232" "02311" "02311" "0232" "0232"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "0232" "0232" "0232" "0232" "0232" "02311"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "02311" "0232" "02311" "02311" "0232" "02311"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "0213" "0232" "0232" "022" "0232" "0232"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "0213" "02311" "02311" "0232" "0232" "02313"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "0213" "0232" "0232" "022" "02311" "0232"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "0232" "0232" "02311" "0232" "02311" "0232"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "0232" "022" "0232" "022" "022" "02311"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "0232" "0232" "03" "022" "03" "0232"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "02311" "0232" "0212" "02312" "02311" "02312"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "022" "022" "02313" "02312" "022" "02312"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "02313" "02313" "0232" "0232" "0232" "022"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "0232" "02313" "02311" "0232" "0232" "02311"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "0232" "0232" "0232" "0232" "022" "03"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "022" "0232" "0232" "0232" "02311" "0232"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "0232" "02311" "0232" "02314" "02311" "022"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "0232" "022" "02312" "022" "022" "022"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "02312" "022" "0134" "022" "022" "022"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "022" "02313" "022" "02312" "02313" "022"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "022" "022" "0232" "022" "02314" "022"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "0232" "022" "02313" "02311" "022" "02314"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "03" "0134" "02312" "022" "022" "022"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "02312" "022" "02312" "022" "022" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "0134" "03" "022" "022" "022" "022"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "022" "022" "022" "022" "022" "022"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "02312" "022" "022" "022" "022" "03"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "03" "03" "02312" "022" "02311" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "02313" "02313" "02313" "02312" "02312" "02312"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "02312" "02313" "02312" "02312" "02312" "02313"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "022" "02313" "024" "02312" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "02313" "0232" "022" "022" "022" "02313"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "022" "022" "022" "022" "022" "022"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "022" "022" "024" "02312" "024" "02312"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "022" "0134" "0134" "0232" "03" "0134"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "0134" "0134" "03" "0134" "03" "0134"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "0134" "03" "03" "03" "0134" "03"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "022" "024" "0134" "022" "03" "03"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "022" "03" "03" "03" "022" "03"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "0134" "022" "022" "022" "022" "022"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "0134" "03" "03" "03" "0134" "03"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "03" "022" "03" "0134" "03" "03"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "03" "03" "03" "0134" "03" "022"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "0134" "0134" "03" "0134" "022" "03"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "03" "0134" "03" "011" "03" "03"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "03" "03" "0134" "03" "03" "03"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "03" "0134" "0232" "022" "03" "03"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "0134" "03" "0134" "0134" "0134" "022"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "022" "03" "03" "022" "0232" "03"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "022" "022" "0232" "0212" "0213" "0232"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "0212" "0213" "022" "0213" "0232" "0232"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "0213" "0232" "0213" "0212" "0213" "0232"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "0213" "0213" "022" "02314" "0213" "0212"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "0232" "03" "0212" "0213" "0232" "0213"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "0212" "02314" "0212" "0213" "03" "03"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "0232" "0213" "0213" "0213" "0212" "0212"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "0212" "0212" "0212" "022" "0232" "0213"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "0212" "0232" "0211" "024" "0232" "0213"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "022" "03" "022" "03" "0212" "0212"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "0232" "022" "022" "0212" "022" "022"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "03" "0232" "0213" "03" "0131" "0131"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "03" "0131" "0232" "03" "022" "022"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "022" "03" "03" "022" "022" "022"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "0131" "03" "022" "03" "022" "03"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "03" "022" "0232" "03" "022" "0213"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "0232" "0232" "022" "03" "03" "022"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "022" "022" "03" "024" "022" "022"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "03" "022" "0131" "03" "03" "03"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "022" "022" "03" "022" "022" "03"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "03" "03" "03" "0131" "0131" "022"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "0131" "022" "022" "03" "03" "0232"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "022" "022" "03" "03" "022" "03"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "022" "022" "022" "03" "03" "03"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "0232" "03" "022" "022" "03" "022"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "0232" "024" "03" "03" "03" "022"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "03" "03" "0131" "022" "03" "03"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "024" "022" "03" "03" "0131" "03"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "0131" "03" "03" "03" "022" "03"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "03" "03" "0131" "0131" "03" "0131"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "0213" "02311" "0213" "03" "0232" "0232"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "02314" "022" "03" "0131" "0131" "02314"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "022" "022" "022" "0232" "03" "022"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "022" "03" "022" "022" "022" "022"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "02314" "03" "0213" "0213" "0232" "022"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "022" "0232" "0232" "0212" "022" "022"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "0213" "0213" "022" "0232" "0212" "0212"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "03" "03" "03" "0232" "0212" "022"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "03" "0212" "03" "0212" "03" "0131"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "03" "03" "03" "0131" "03" "0131"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "03" "03" "0131" "03" "03" "03"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "022" "0131" "022" "03" "03" "03"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "03" "0232" "03" "022" "03" "022"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "022" "022" "022" "022" "02313" "0213"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "022" "022" "022" "02313" "022" "02313"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "022" "022" "022" "02314" "02314" "022"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "022" "022" "022" "022" "022" "03"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "022" "022" "02314" "02314" "022" "022"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "022" "022" "022" "022" "022" "03"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "022" "022" "022" "022" "022" "03"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "022" "022" "022" "03" "022" "022"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "022" "022" "022" "022" "022" "022"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "022" "022" "0211" "022" "022" "022"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "022" "02314" "022" "022" "02314" "02314"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "022" "022" "03" "022" "022" "022"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "024" "022" "022" "02314" "022" "022"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "022" "022" "022" "022" "022" "022"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "03" "022" "03" "0131" "022" "03"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "022" "03" "0131" "0131" "024" "03"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "03" "0131" "03" "03" "03" "022"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "022" "022" "03" "03" "03" "03"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "022" "03" "0131" "022" "022" "0131"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "03" "022" "022" "022" "03" "03"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "022" "022" "022" "022" "022" "022"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "022" "022" "022" "022" "022" "022"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "022" "022" "03" "03" "03" "03"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "03" "03" "03" "03" "03" "03"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "03" "03" "03" "03" "03" "0213"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "03" "03" "03" "03" "03" "03"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "03" "03" "03" "03" "03" "03"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "024" "03" "0212" "03" "03" "03"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "03" "03" "03" "03" "03" "03"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "03" "03" "03" "03" "0212" "03"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "03" "03" "0212" "03" "0212" "0212"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "0212" "0212" "03" "03" "0232" "03"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "03" "03" "03" "03" "0212" "03"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "03" "0212" "03" "03" "03" "024"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "03" "03" "03" "03" "03" "03"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "03" "03" "03" "03" "03" "03"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "03" "03" "03" "03" "024" "03"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "03" "03" "03" "03" "03" "03"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "03" "03" "03" "03" "03" "03"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "024" "03" "03" "03" "03" "024"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "03" "024" "03" "03" "024" "03"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "03" "03" "03" "03" "0212" "03"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "03" "03" "03" "03" "03" "03"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "03" "03" "03" "03" "03" "03"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "03" "03" "03" "03" "03" "03"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "03" "03" "03" "03" "03" "03"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "03" "03" "03" "03" "03" "0212"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "03" "03" "03" "03" "03" "024"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "0213" "024" "0212" "0212" "024" "0213"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "0213" "0213" "024" "0212" "0213" "024"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "0213" "0213" "0211" "0212" "0212" "0212"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "03" "0212" "03" "0212" "0212"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "0212" "0212" "024" "0212" "0212" "0212"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "03" "0212" "0212" "0212" "0212" "0212"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "0213" "03" "024" "03" "0212" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "03" "024" "0212" "0212" "0212" "024"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "0212" "0212" "0212" "0212" "0212" "024"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "0212" "0212" "0212" "0212" "0212" "0212"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "0212" "0211" "0212" "0213" "0213"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "0212" "0213" "0211" "0211" "0211" "0212"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "0213" "0213" "0211" "0213" "0211" "0213"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "0213" "0213" "0212" "0213" "0213"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "0213" "0213" "0213" "0213" "0213" "0213"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "0213" "0213" "0213" "0213" "0212" "0213"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "0213" "0213" "0213" "0213" "0213" "0213"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "0213" "0211" "0213" "0213" "0213" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "0213" "0213" "0212" "0213" "0213" "0213"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "0213" "0211" "0212" "0212" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "0212" "0212" "0212" "0212" "0212" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "0212" "0212" "03" "0212" "0212" "0212"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "0212" "0213" "0212" "0212" "0212" "0212"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "0212" "0212" "0212" "03" "03" "0212"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "0212" "0212" "0212" "0212" "0213" "0212"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "0212" "03" "03" "03" "0213" "0212"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "0212" "0213" "0212" "0212" "0212" "0212"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "0212" "03" "0213" "03" "03" "0213"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "0212" "0212" "03" "0213" "0212" "03"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "0212" "0212" "0213" "0212" "0212" "0212"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "0212" "0212" "03" "0212" "0212" "03"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "0212" "0212" "0212" "0212" "03" "0212"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "0213" "0212" "0212" "03" "03" "0212"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "0212" "03" "0212" "03" "0211" "0212"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "0212" "0211" "0211" "0212" "0212" "0212"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "0212" "03" "024" "0212" "0212" "03"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "03" "024" "0212" "0212" "024" "03"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "03" "03" "03" "03" "03" "024"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "024" "024" "024" "03" "03" "03"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "024" "024" "024" "03" "03" "024"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "03" "0211" "024" "03" "024" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "024" "03" "024" "0211" "024" "03"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "024" "024" "024" "024" "03" "03"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "024" "0211" "024" "024" "03" "024"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "024" "024" "024" "03" "024" "024"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "024" "03" "024" "024" "024" "024"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "03" "024" "024" "024" "024" "024"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "024" "024" "024" "024" "024" "024"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "024" "024" "024" "024" "024" "024"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "024" "024" "024" "024" "024" "024"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "024" "024" "024" "024" "03" "024"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "024" "0211" "024" "024" "0211" "024"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "024" "024" "024" "024" "024"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "024" "024" "0211" "024" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "024" "0211" "024" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "024" "0211" "0211" "0211" "0211" "024"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "024" "0211" "0211" "024" "024" "024"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "024" "024" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "024" "024" "024" "024" "024"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "024" "024" "024" "024" "0211" "024"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "024" "024" "024" "024" "024" "024"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "024" "024" "024" "024" "024" "024"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "02314" "024" "024" "0211" "024"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "024" "0211" "024" "0212" "024" "024"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "024" "024" "0211" "024" "024" "024"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "024" "024" "0211" "0211" "024" "024"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "024" "024" "024" "024" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "0212" "024" "024" "0211" "024" "024"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "024" "024" "0211" "024" "024"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "024" "024" "024" "0211" "0211" "024"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "03" "03" "03" "03" "03"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "03" "03" "03" "03" "03" "03"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "03" "03" "03" "03" "03" "03"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "03" "03" "03" "0131" "03" "03"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "03" "03" "03" "03" "03" "03"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "03" "03" "03" "03" "03" "03"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "03" "03" "03" "03" "03" "0131"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "03" "03" "03" "03" "03" "03"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "0131" "03" "03" "03" "03" "03"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "03" "03" "0131" "03" "03" "03"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "03" "03" "03" "024" "024" "03"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "03" "03" "024" "03" "03" "03"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "03" "0131" "03" "03" "03" "03"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "03" "03" "024" "03" "03" "03"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "03" "03" "03" "03" "024" "03"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "03" "024" "03" "03" "03" "0131"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "03" "03" "03" "03" "03" "03"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "03" "03" "03" "024" "03" "03"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "03" "03" "03" "03" "03" "03"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "024" "03" "03" "03" "03" "024"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "024" "024" "024" "03" "0131" "03"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "03" "03" "03" "03" "03" "03"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "03" "03" "03" "03" "03" "03"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "03" "024" "03" "03" "03" "024"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "03" "03" "03" "024" "024" "024"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "03" "03" "03" "0131" "03" "024"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "03" "03" "03" "03" "03" "03"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "024" "024" "03" "024" "024" "024"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "024" "024" "022" "03" "03" "03"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "03" "03" "03" "03" "03" "03"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "03" "03" "024" "024" "03" "03"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "03" "03" "03" "024" "03" "03"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "03" "03" "03" "024" "024" "03"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "024" "024" "03" "022" "024" "024"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "024" "024" "024" "03" "03" "024"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "024" "03" "024" "024" "03" "024"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "03" "024" "024" "024" "03" "024"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "022" "024" "024" "03" "03" "03"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "03" "024" "024" "024" "022" "024"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "024" "024" "024" "024" "03" "03"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "024" "024" "03" "024" "03" "024"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "024" "024" "024" "024" "024" "024"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "024" "022" "024" "024" "024" "024"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "024" "024" "012" "012" "012" "011"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "012" "012" "012" "012" "012" "012"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "012" "012" "012" "012" "012" "012"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "012" "011" "012" "012" "011" "012"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "014" "012" "0132" "012" "012" "014"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "022" "012" "012" "012" "014" "012"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "0133" "014" "011" "012" "014" "014"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "0133" "012" "014" "012" "012" "012"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "012" "012" "012" "012" "012" "022"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "012" "0232" "012" "012" "012" "012"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "03" "012" "03" "012" "012" "012"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "012" "022" "012" "014" "012" "012"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "03" "012" "012" "012" "014" "012"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "012" "014" "011" "014" "014" "012"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "012" "012" "012" "024" "022" "012"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "012" "012" "012" "012" "012" "012"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "03" "012" "012" "012" "012" "012"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "012" "012" "012" "014" "014" "014"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "014" "012" "012" "012" "014" "012"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "014" "012" "012" "012" "012" "03"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "012" "014" "014" "012" "014" "012"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "012" "012" "012" "03" "012" "012"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "014" "014" "012" "014" "012" "014"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "014" "014" "012" "012" "012" "012"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "012" "012" "014" "014" "014" "012"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "012" "012" "012" "014" "012" "012"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "03" "022" "012" "012" "014" "012"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "012" "012" "014" "014" "014" "012"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "012" "012" "014" "012" "012" "012"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "012" "012" "012" "014" "012" "012"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "012" "012" "012" "022" "012" "012"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "012" "012" "012" "012" "012" "022"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "014" "012" "014" "03" "014" "014"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "012" "012" "012" "012" "012" "014"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "012" "03" "012" "012" "012" "012"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "012" "012" "012" "012" "03" "012"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "012" "022" "012" "012" "012" "012"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "012" "014" "012" "012" "012" "022"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "012" "012" "012" "012" "012" "012"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "012" "012" "014" "012" "012" "012"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "012" "014" "014" "014" "012" "012"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "014" "012" "014" "012" "03" "014"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "014" "012" "012" "012" "014" "014"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "014" "014" "012" "014" "014" "03"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "014" "014" "014" "014" "014" "014"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "014" "014" "014" "014" "014" "014"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "014" "014" "014" "014" "03" "0131"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "014" "012" "014" "014" "014" "014"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "014" "014" "012" "014" "014" "014"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "014" "014" "014" "012" "014" "012"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "014" "012" "014" "014" "012" "014"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "022" "014" "014" "012" "0133" "0133"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "012" "014" "014" "012" "022" "014"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "022" "012" "014" "012" "014" "012"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "014" "014" "012" "014" "014" "014"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "012" "012" "014" "014" "014" "012"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "012" "012" "014" "014" "014" "014"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "014" "03" "03" "014" "014" "014"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "014" "014" "012" "014" "014" "03"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "014" "014" "014" "014" "014" "03"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "014" "014" "014" "012" "014" "014"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "014" "012" "012" "014" "012" "014"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "012" "014" "014" "014" "012" "014"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "014" "012" "012" "012" "014" "014"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "012" "022" "012" "012" "012" "014"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "014" "012" "012" "012" "012" "012"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "014" "012" "012" "014" "012" "014"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "0133" "012" "012" "014" "014" "014"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "014" "014" "0133" "014" "014" "014"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "014" "014" "012" "014" "014" "014"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "014" "014" "014" "014" "014" "014"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "014" "014" "014" "014" "0131" "012"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "014" "014" "014" "014" "014" "014"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "011" "014" "014" "014" "014" "014"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "014" "014" "0131" "014" "014" "014"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "012" "014" "014" "03" "014" "014"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "014" "014" "0131" "012" "014" "014"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "014" "014" "014" "0131" "014" "014"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "0131" "014" "014" "014" "0131" "03"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "014" "014" "014" "014" "012" "014"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "014" "012" "014" "0133" "014" "0131"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "022" "014" "014" "014" "014" "014"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "014" "014" "014" "014" "014" "014"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "014" "014" "014" "014" "014" "014"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "012" "014" "014" "014" "014" "03"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "014" "014" "014" "014" "014" "014"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "03" "012" "014" "014" "011" "014"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "014" "03" "014" "012" "014" "014"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "012" "014" "014" "012" "011" "012"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "012" "014" "012" "014" "014" "012"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "014" "014" "014" "014" "014" "011"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "014" "014" "012" "014" "014" "011"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "012" "014" "011" "014" "014" "014"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "014" "014" "03" "014" "014" "014"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "014" "012" "014" "014" "014" "012"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "012" "014" "014" "012" "012" "03"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "012" "014" "014" "012" "03" "012"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "014" "014" "012" "012" "014" "012"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "012" "014" "012" "014" "012" "014"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "014" "012" "012" "014" "03" "014"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "012" "012" "012" "012" "03" "03"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "012" "012" "012" "012" "012" "012"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "012" "014" "014" "022" "014" "012"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "03" "03" "014" "012" "012" "012"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "012" "012" "012" "012" "014" "014"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "012" "012" "012" "012" "012" "012"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "012" "012" "012" "012" "012" "022"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "012" "03" "012" "012" "012" "012"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "012" "012" "012" "014" "012" "012"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "012" "012" "012" "012" "014" "03"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "011" "011" "011" "011" "0133" "011"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "011" "011" "011" "011" "011" "011"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "011" "011" "011" "011" "011" "011"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "011" "011" "014" "011" "011" "03"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "011" "011" "011" "011" "011" "011"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "011" "011" "011" "011" "011" "011"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "014" "011" "011" "011" "011" "011"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "011" "011" "0131" "011" "011" "011"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "03" "011" "011" "011" "011" "011"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "011" "011" "011" "011" "011" "011"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "011" "011" "011" "011" "011" "011"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "0133" "011" "011" "011" "011" "011"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "011" "011" "011" "011" "011" "011"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "011" "011" "03" "011" "022" "011"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "011" "03" "011" "011" "0133" "011"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "011" "011" "011" "011" "011" "011"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "011" "011" "011" "011" "011" "011"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "011" "011" "03" "011" "011" "011"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "011" "011" "011" "011" "011" "011"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "011" "011" "011" "011" "011" "011"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "011" "011" "011" "011" "0133" "011"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "011" "0133" "011" "011" "011" "011"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "011" "011" "011" "011" "011" "011"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "011" "011" "011" "0131" "011" "011"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "011" "011" "03" "011" "011" "0131"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "011" "011" "011" "011" "0133" "0133"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "011" "011" "011" "011" "011" "011"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "011" "011" "011" "011" "0133" "011"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "011" "011" "011" "011" "011" "011"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "011" "0133" "011" "011" "011" "011"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "011" "011" "011" "011" "011" "011"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "011" "011" "011" "0133" "011" "0131"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "011" "011" "011" "011" "011" "011"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "011" "011" "011" "011" "011" "011"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "011" "011" "011" "011" "011" "011"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "011" "011" "011" "011" "011" "011"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "011" "011" "03" "011" "011" "0132"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "0132" "0132" "011" "0132" "0132" "0132"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "011" "0132" "011" "0132" "03" "011"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "011" "0132" "011" "011" "011" "011"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "0132" "0132" "0132" "0132" "0132" "0132"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "0132" "0132" "0132" "011" "0132" "0132"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "011" "011" "0132" "0132" "0132" "011"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "011" "011" "011" "011" "011" "011"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "011" "0132" "0132" "03" "011" "011"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "011" "011" "011" "0132" "011" "011"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "011" "011" "011" "011" "011" "011"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "011" "011" "0132" "011" "014" "011"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "011" "011" "011" "011" "012" "011"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "011" "011" "0132" "011" "011" "0132"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "014" "014" "011" "011" "03" "011"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "012" "0132" "011" "011" "011" "011"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "0132" "0132" "014" "011" "011" "011"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "011" "011" "011" "011" "011" "011"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "011" "014" "011" "011" "011" "011"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "011" "011" "011" "011" "011" "011"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "0132" "011" "011" "011" "011" "011"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "011" "011" "011" "011" "011" "011"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "011" "011" "011" "011" "011" "0132"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "011" "03" "0132" "011" "011" "0132"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "011" "011" "011" "03" "011" "011"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "011" "011" "011" "011" "011" "011"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "011" "011" "011" "0134" "011" "011"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "011" "011" "011" "011" "011" "011"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "014" "011" "011" "011" "011" "011"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "011" "011" "03" "03" "011" "014"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "011" "011" "011" "011" "0133" "0133"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "011" "0232" "0133" "011" "011" "0133"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "011" "011" "03" "011" "011" "011"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "011" "011" "0133" "0133" "0133" "011"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "011" "011" "011" "0134" "0134" "011"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "011" "011" "011" "011" "011" "011"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "011" "014" "011" "011" "011" "011"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "011" "011" "011" "011" "011" "011"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "011" "011" "011" "0133" "011" "011"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "011" "011" "011" "011" "011" "011"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "011" "011" "011" "011" "0133" "011"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "011" "011" "011" "011" "0134" "011"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "011" "011" "011" "0134" "0134" "011"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "011" "011" "011" "011" "011"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 2959))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "023" "023" "023" "023" "023" "023"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "023" "023" "023" "023" "023" "023"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "023" "023" "023" "023" "023" "023"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "0213" "023" "023" "022" "023" "023"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "0213" "023" "023" "023" "023" "023"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "0213" "023" "023" "022" "023" "023"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "023" "023" "023" "023" "023" "023"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "023" "022" "023" "022" "022" "023"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "023" "023" "03" "022" "03" "023"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "023" "023" "0212" "023" "023" "023"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "022" "022" "023" "023" "022" "023"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "023" "023" "023" "023" "023" "022"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "023" "023" "023" "023" "023" "023"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "023" "023" "023" "023" "022" "03"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "022" "023" "023" "023" "023" "023"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "023" "023" "023" "023" "023" "022"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "023" "022" "023" "022" "022" "022"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "023" "022" "0134" "022" "022" "022"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "022" "023" "022" "023" "023" "022"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "022" "022" "023" "022" "023" "022"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "023" "022" "023" "023" "022" "023"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "03" "0134" "023" "022" "022" "022"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "023" "022" "023" "022" "022" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "0134" "03" "022" "022" "022" "022"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "022" "022" "022" "022" "022" "022"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "023" "022" "022" "022" "022" "03"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "03" "03" "023" "022" "023" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "023" "023" "023" "023" "023" "023"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "023" "023" "023" "023" "023" "023"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "022" "023" "024" "023" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "023" "023" "022" "022" "022" "023"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "022" "022" "022" "022" "022" "022"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "022" "022" "024" "023" "024" "023"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "022" "0134" "0134" "023" "03" "0134"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "0134" "0134" "03" "0134" "03" "0134"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "0134" "03" "03" "03" "0134" "03"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "022" "024" "0134" "022" "03" "03"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "022" "03" "03" "03" "022" "03"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "0134" "022" "022" "022" "022" "022"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "0134" "03" "03" "03" "0134" "03"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "03" "022" "03" "0134" "03" "03"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "03" "03" "03" "0134" "03" "022"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "0134" "0134" "03" "0134" "022" "03"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "03" "0134" "03" "011" "03" "03"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "03" "03" "0134" "03" "03" "03"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "03" "0134" "023" "022" "03" "03"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "0134" "03" "0134" "0134" "0134" "022"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "022" "03" "03" "022" "023" "03"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "022" "022" "023" "0212" "0213" "023"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "0212" "0213" "022" "0213" "023" "023"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "0213" "023" "0213" "0212" "0213" "023"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "0213" "0213" "022" "023" "0213" "0212"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "023" "03" "0212" "0213" "023" "0213"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "0212" "023" "0212" "0213" "03" "03"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "023" "0213" "0213" "0213" "0212" "0212"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "0212" "0212" "0212" "022" "023" "0213"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "0212" "023" "0211" "024" "023" "0213"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "022" "03" "022" "03" "0212" "0212"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "023" "022" "022" "0212" "022" "022"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "03" "023" "0213" "03" "0131" "0131"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "03" "0131" "023" "03" "022" "022"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "022" "03" "03" "022" "022" "022"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "0131" "03" "022" "03" "022" "03"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "03" "022" "023" "03" "022" "0213"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "023" "023" "022" "03" "03" "022"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "022" "022" "03" "024" "022" "022"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "03" "022" "0131" "03" "03" "03"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "022" "022" "03" "022" "022" "03"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "03" "03" "03" "0131" "0131" "022"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "0131" "022" "022" "03" "03" "023"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "022" "022" "03" "03" "022" "03"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "022" "022" "022" "03" "03" "03"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "023" "03" "022" "022" "03" "022"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "023" "024" "03" "03" "03" "022"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "03" "03" "0131" "022" "03" "03"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "024" "022" "03" "03" "0131" "03"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "0131" "03" "03" "03" "022" "03"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "03" "03" "0131" "0131" "03" "0131"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "0213" "023" "0213" "03" "023" "023"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "023" "022" "03" "0131" "0131" "023"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "022" "022" "022" "023" "03" "022"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "022" "03" "022" "022" "022" "022"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "023" "03" "0213" "0213" "023" "022"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "022" "023" "023" "0212" "022" "022"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "0213" "0213" "022" "023" "0212" "0212"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "03" "03" "03" "023" "0212" "022"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "03" "0212" "03" "0212" "03" "0131"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "03" "03" "03" "0131" "03" "0131"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "03" "03" "0131" "03" "03" "03"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "022" "0131" "022" "03" "03" "03"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "03" "023" "03" "022" "03" "022"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "022" "022" "022" "022" "023" "0213"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "022" "022" "022" "023" "022" "023"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "022" "022" "022" "023" "023" "022"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "022" "022" "022" "022" "022" "03"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "022" "022" "023" "023" "022" "022"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "022" "022" "022" "022" "022" "03"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "022" "022" "022" "022" "022" "03"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "022" "022" "022" "03" "022" "022"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "022" "022" "022" "022" "022" "022"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "022" "022" "0211" "022" "022" "022"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "022" "023" "022" "022" "023" "023"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "022" "022" "03" "022" "022" "022"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "024" "022" "022" "023" "022" "022"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "022" "022" "022" "022" "022" "022"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "03" "022" "03" "0131" "022" "03"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "022" "03" "0131" "0131" "024" "03"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "03" "0131" "03" "03" "03" "022"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "022" "022" "03" "03" "03" "03"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "022" "03" "0131" "022" "022" "0131"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "03" "022" "022" "022" "03" "03"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "022" "022" "022" "022" "022" "022"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "022" "022" "022" "022" "022" "022"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "022" "022" "03" "03" "03" "03"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "03" "03" "03" "03" "03" "03"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "03" "03" "03" "03" "03" "0213"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "03" "03" "03" "03" "03" "03"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "03" "03" "03" "03" "03" "03"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "024" "03" "0212" "03" "03" "03"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "03" "03" "03" "03" "03" "03"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "03" "03" "03" "03" "0212" "03"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "03" "03" "0212" "03" "0212" "0212"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "0212" "0212" "03" "03" "023" "03"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "03" "03" "03" "03" "0212" "03"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "03" "0212" "03" "03" "03" "024"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "03" "03" "03" "03" "03" "03"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "03" "03" "03" "03" "03" "03"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "03" "03" "03" "03" "024" "03"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "03" "03" "03" "03" "03" "03"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "03" "03" "03" "03" "03" "03"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "024" "03" "03" "03" "03" "024"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "03" "024" "03" "03" "024" "03"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "03" "03" "03" "03" "0212" "03"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "03" "03" "03" "03" "03" "03"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "03" "03" "03" "03" "03" "03"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "03" "03" "03" "03" "03" "03"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "03" "03" "03" "03" "03" "03"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "03" "03" "03" "03" "03" "0212"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "03" "03" "03" "03" "03" "024"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "0213" "024" "0212" "0212" "024" "0213"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "0213" "0213" "024" "0212" "0213" "024"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "0213" "0213" "0211" "0212" "0212" "0212"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "03" "0212" "03" "0212" "0212"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "0212" "0212" "024" "0212" "0212" "0212"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "03" "0212" "0212" "0212" "0212" "0212"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "0213" "03" "024" "03" "0212" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "03" "024" "0212" "0212" "0212" "024"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "0212" "0212" "0212" "0212" "0212" "024"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "0212" "0212" "0212" "0212" "0212" "0212"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "0212" "0211" "0212" "0213" "0213"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "0212" "0213" "0211" "0211" "0211" "0212"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "0213" "0213" "0211" "0213" "0211" "0213"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "0213" "0213" "0212" "0213" "0213"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "0213" "0213" "0213" "0213" "0213" "0213"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "0213" "0213" "0213" "0213" "0212" "0213"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "0213" "0213" "0213" "0213" "0213" "0213"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "0213" "0211" "0213" "0213" "0213" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "0213" "0213" "0212" "0213" "0213" "0213"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "0213" "0211" "0212" "0212" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "0212" "0212" "0212" "0212" "0212" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "0212" "0212" "03" "0212" "0212" "0212"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "0212" "0213" "0212" "0212" "0212" "0212"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "0212" "0212" "0212" "03" "03" "0212"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "0212" "0212" "0212" "0212" "0213" "0212"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "0212" "03" "03" "03" "0213" "0212"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "0212" "0213" "0212" "0212" "0212" "0212"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "0212" "03" "0213" "03" "03" "0213"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "0212" "0212" "03" "0213" "0212" "03"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "0212" "0212" "0213" "0212" "0212" "0212"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "0212" "0212" "03" "0212" "0212" "03"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "0212" "0212" "0212" "0212" "03" "0212"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "0213" "0212" "0212" "03" "03" "0212"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "0212" "03" "0212" "03" "0211" "0212"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "0212" "0211" "0211" "0212" "0212" "0212"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "0212" "03" "024" "0212" "0212" "03"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "03" "024" "0212" "0212" "024" "03"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "03" "03" "03" "03" "03" "024"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "024" "024" "024" "03" "03" "03"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "024" "024" "024" "03" "03" "024"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "03" "0211" "024" "03" "024" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "024" "03" "024" "0211" "024" "03"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "024" "024" "024" "024" "03" "03"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "024" "0211" "024" "024" "03" "024"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "024" "024" "024" "03" "024" "024"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "024" "03" "024" "024" "024" "024"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "03" "024" "024" "024" "024" "024"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "024" "024" "024" "024" "024" "024"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "024" "024" "024" "024" "024" "024"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "024" "024" "024" "024" "024" "024"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "024" "024" "024" "024" "03" "024"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "024" "0211" "024" "024" "0211" "024"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "024" "024" "024" "024" "024"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "024" "024" "0211" "024" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "024" "0211" "024" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "024" "0211" "0211" "0211" "0211" "024"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "024" "0211" "0211" "024" "024" "024"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "024" "024" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "024" "024" "024" "024" "024"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "024" "024" "024" "024" "0211" "024"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "024" "024" "024" "024" "024" "024"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "024" "024" "024" "024" "024" "024"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "023" "024" "024" "0211" "024"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "024" "0211" "024" "0212" "024" "024"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "024" "024" "0211" "024" "024" "024"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "024" "024" "0211" "0211" "024" "024"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "024" "024" "024" "024" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "0212" "024" "024" "0211" "024" "024"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "024" "024" "0211" "024" "024"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "024" "024" "024" "0211" "0211" "024"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "03" "03" "03" "03" "03"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "03" "03" "03" "03" "03" "03"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "03" "03" "03" "03" "03" "03"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "03" "03" "03" "0131" "03" "03"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "03" "03" "03" "03" "03" "03"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "03" "03" "03" "03" "03" "03"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "03" "03" "03" "03" "03" "0131"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "03" "03" "03" "03" "03" "03"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "0131" "03" "03" "03" "03" "03"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "03" "03" "0131" "03" "03" "03"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "03" "03" "03" "024" "024" "03"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "03" "03" "024" "03" "03" "03"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "03" "0131" "03" "03" "03" "03"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "03" "03" "024" "03" "03" "03"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "03" "03" "03" "03" "024" "03"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "03" "024" "03" "03" "03" "0131"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "03" "03" "03" "03" "03" "03"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "03" "03" "03" "024" "03" "03"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "03" "03" "03" "03" "03" "03"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "024" "03" "03" "03" "03" "024"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "024" "024" "024" "03" "0131" "03"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "03" "03" "03" "03" "03" "03"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "03" "03" "03" "03" "03" "03"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "03" "024" "03" "03" "03" "024"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "03" "03" "03" "024" "024" "024"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "03" "03" "03" "0131" "03" "024"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "03" "03" "03" "03" "03" "03"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "024" "024" "03" "024" "024" "024"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "024" "024" "022" "03" "03" "03"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "03" "03" "03" "03" "03" "03"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "03" "03" "024" "024" "03" "03"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "03" "03" "03" "024" "03" "03"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "03" "03" "03" "024" "024" "03"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "024" "024" "03" "022" "024" "024"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "024" "024" "024" "03" "03" "024"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "024" "03" "024" "024" "03" "024"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "03" "024" "024" "024" "03" "024"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "022" "024" "024" "03" "03" "03"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "03" "024" "024" "024" "022" "024"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "024" "024" "024" "024" "03" "03"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "024" "024" "03" "024" "03" "024"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "024" "024" "024" "024" "024" "024"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "024" "022" "024" "024" "024" "024"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "024" "024" "012" "012" "012" "011"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "012" "012" "012" "012" "012" "012"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "012" "012" "012" "012" "012" "012"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "012" "011" "012" "012" "011" "012"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "014" "012" "0132" "012" "012" "014"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "022" "012" "012" "012" "014" "012"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "0133" "014" "011" "012" "014" "014"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "0133" "012" "014" "012" "012" "012"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "012" "012" "012" "012" "012" "022"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "012" "023" "012" "012" "012" "012"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "03" "012" "03" "012" "012" "012"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "012" "022" "012" "014" "012" "012"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "03" "012" "012" "012" "014" "012"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "012" "014" "011" "014" "014" "012"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "012" "012" "012" "024" "022" "012"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "012" "012" "012" "012" "012" "012"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "03" "012" "012" "012" "012" "012"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "012" "012" "012" "014" "014" "014"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "014" "012" "012" "012" "014" "012"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "014" "012" "012" "012" "012" "03"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "012" "014" "014" "012" "014" "012"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "012" "012" "012" "03" "012" "012"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "014" "014" "012" "014" "012" "014"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "014" "014" "012" "012" "012" "012"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "012" "012" "014" "014" "014" "012"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "012" "012" "012" "014" "012" "012"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "03" "022" "012" "012" "014" "012"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "012" "012" "014" "014" "014" "012"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "012" "012" "014" "012" "012" "012"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "012" "012" "012" "014" "012" "012"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "012" "012" "012" "022" "012" "012"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "012" "012" "012" "012" "012" "022"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "014" "012" "014" "03" "014" "014"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "012" "012" "012" "012" "012" "014"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "012" "03" "012" "012" "012" "012"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "012" "012" "012" "012" "03" "012"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "012" "022" "012" "012" "012" "012"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "012" "014" "012" "012" "012" "022"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "012" "012" "012" "012" "012" "012"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "012" "012" "014" "012" "012" "012"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "012" "014" "014" "014" "012" "012"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "014" "012" "014" "012" "03" "014"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "014" "012" "012" "012" "014" "014"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "014" "014" "012" "014" "014" "03"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "014" "014" "014" "014" "014" "014"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "014" "014" "014" "014" "014" "014"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "014" "014" "014" "014" "03" "0131"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "014" "012" "014" "014" "014" "014"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "014" "014" "012" "014" "014" "014"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "014" "014" "014" "012" "014" "012"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "014" "012" "014" "014" "012" "014"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "022" "014" "014" "012" "0133" "0133"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "012" "014" "014" "012" "022" "014"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "022" "012" "014" "012" "014" "012"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "014" "014" "012" "014" "014" "014"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "012" "012" "014" "014" "014" "012"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "012" "012" "014" "014" "014" "014"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "014" "03" "03" "014" "014" "014"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "014" "014" "012" "014" "014" "03"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "014" "014" "014" "014" "014" "03"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "014" "014" "014" "012" "014" "014"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "014" "012" "012" "014" "012" "014"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "012" "014" "014" "014" "012" "014"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "014" "012" "012" "012" "014" "014"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "012" "022" "012" "012" "012" "014"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "014" "012" "012" "012" "012" "012"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "014" "012" "012" "014" "012" "014"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "0133" "012" "012" "014" "014" "014"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "014" "014" "0133" "014" "014" "014"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "014" "014" "012" "014" "014" "014"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "014" "014" "014" "014" "014" "014"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "014" "014" "014" "014" "0131" "012"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "014" "014" "014" "014" "014" "014"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "011" "014" "014" "014" "014" "014"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "014" "014" "0131" "014" "014" "014"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "012" "014" "014" "03" "014" "014"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "014" "014" "0131" "012" "014" "014"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "014" "014" "014" "0131" "014" "014"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "0131" "014" "014" "014" "0131" "03"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "014" "014" "014" "014" "012" "014"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "014" "012" "014" "0133" "014" "0131"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "022" "014" "014" "014" "014" "014"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "014" "014" "014" "014" "014" "014"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "014" "014" "014" "014" "014" "014"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "012" "014" "014" "014" "014" "03"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "014" "014" "014" "014" "014" "014"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "03" "012" "014" "014" "011" "014"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "014" "03" "014" "012" "014" "014"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "012" "014" "014" "012" "011" "012"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "012" "014" "012" "014" "014" "012"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "014" "014" "014" "014" "014" "011"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "014" "014" "012" "014" "014" "011"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "012" "014" "011" "014" "014" "014"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "014" "014" "03" "014" "014" "014"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "014" "012" "014" "014" "014" "012"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "012" "014" "014" "012" "012" "03"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "012" "014" "014" "012" "03" "012"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "014" "014" "012" "012" "014" "012"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "012" "014" "012" "014" "012" "014"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "014" "012" "012" "014" "03" "014"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "012" "012" "012" "012" "03" "03"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "012" "012" "012" "012" "012" "012"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "012" "014" "014" "022" "014" "012"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "03" "03" "014" "012" "012" "012"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "012" "012" "012" "012" "014" "014"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "012" "012" "012" "012" "012" "012"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "012" "012" "012" "012" "012" "022"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "012" "03" "012" "012" "012" "012"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "012" "012" "012" "014" "012" "012"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "012" "012" "012" "012" "014" "03"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "011" "011" "011" "011" "0133" "011"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "011" "011" "011" "011" "011" "011"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "011" "011" "011" "011" "011" "011"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "011" "011" "014" "011" "011" "03"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "011" "011" "011" "011" "011" "011"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "011" "011" "011" "011" "011" "011"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "014" "011" "011" "011" "011" "011"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "011" "011" "0131" "011" "011" "011"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "03" "011" "011" "011" "011" "011"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "011" "011" "011" "011" "011" "011"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "011" "011" "011" "011" "011" "011"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "0133" "011" "011" "011" "011" "011"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "011" "011" "011" "011" "011" "011"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "011" "011" "03" "011" "022" "011"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "011" "03" "011" "011" "0133" "011"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "011" "011" "011" "011" "011" "011"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "011" "011" "011" "011" "011" "011"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "011" "011" "03" "011" "011" "011"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "011" "011" "011" "011" "011" "011"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "011" "011" "011" "011" "011" "011"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "011" "011" "011" "011" "0133" "011"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "011" "0133" "011" "011" "011" "011"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "011" "011" "011" "011" "011" "011"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "011" "011" "011" "0131" "011" "011"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "011" "011" "03" "011" "011" "0131"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "011" "011" "011" "011" "0133" "0133"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "011" "011" "011" "011" "011" "011"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "011" "011" "011" "011" "0133" "011"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "011" "011" "011" "011" "011" "011"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "011" "0133" "011" "011" "011" "011"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "011" "011" "011" "011" "011" "011"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "011" "011" "011" "0133" "011" "0131"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "011" "011" "011" "011" "011" "011"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "011" "011" "011" "011" "011" "011"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "011" "011" "011" "011" "011" "011"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "011" "011" "011" "011" "011" "011"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "011" "011" "03" "011" "011" "0132"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "0132" "0132" "011" "0132" "0132" "0132"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "011" "0132" "011" "0132" "03" "011"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "011" "0132" "011" "011" "011" "011"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "0132" "0132" "0132" "0132" "0132" "0132"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "0132" "0132" "0132" "011" "0132" "0132"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "011" "011" "0132" "0132" "0132" "011"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "011" "011" "011" "011" "011" "011"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "011" "0132" "0132" "03" "011" "011"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "011" "011" "011" "0132" "011" "011"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "011" "011" "011" "011" "011" "011"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "011" "011" "0132" "011" "014" "011"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "011" "011" "011" "011" "012" "011"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "011" "011" "0132" "011" "011" "0132"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "014" "014" "011" "011" "03" "011"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "012" "0132" "011" "011" "011" "011"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "0132" "0132" "014" "011" "011" "011"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "011" "011" "011" "011" "011" "011"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "011" "014" "011" "011" "011" "011"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "011" "011" "011" "011" "011" "011"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "0132" "011" "011" "011" "011" "011"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "011" "011" "011" "011" "011" "011"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "011" "011" "011" "011" "011" "0132"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "011" "03" "0132" "011" "011" "0132"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "011" "011" "011" "03" "011" "011"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "011" "011" "011" "011" "011" "011"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "011" "011" "011" "0134" "011" "011"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "011" "011" "011" "011" "011" "011"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "014" "011" "011" "011" "011" "011"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "011" "011" "03" "03" "011" "014"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "011" "011" "011" "011" "0133" "0133"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "011" "023" "0133" "011" "011" "0133"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "011" "011" "03" "011" "011" "011"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "011" "011" "0133" "0133" "0133" "011"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "011" "011" "011" "0134" "0134" "011"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "011" "011" "011" "011" "011" "011"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "011" "014" "011" "011" "011" "011"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "011" "011" "011" "011" "011" "011"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "011" "011" "011" "0133" "011" "011"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "011" "011" "011" "011" "011" "011"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "011" "011" "011" "011" "0133" "011"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "011" "011" "011" "011" "0134" "011"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "011" "011" "011" "0134" "0134" "011"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "011" "011" "011" "011" "011"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 2997))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "023" "023" "023" "023" "023" "023"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "023" "023" "023" "023" "023" "023"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "023" "023" "023" "023" "023" "023"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "0213" "023" "023" "022" "023" "023"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "0213" "023" "023" "023" "023" "023"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "0213" "023" "023" "022" "023" "023"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "023" "023" "023" "023" "023" "023"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "023" "022" "023" "022" "022" "023"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "023" "023" "03" "022" "03" "023"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "023" "023" "0212" "023" "023" "023"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "022" "022" "023" "023" "022" "023"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "023" "023" "023" "023" "023" "022"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "023" "023" "023" "023" "023" "023"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "023" "023" "023" "023" "022" "03"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "022" "023" "023" "023" "023" "023"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "023" "023" "023" "023" "023" "022"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "023" "022" "023" "022" "022" "022"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "023" "022" "0134" "022" "022" "022"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "022" "023" "022" "023" "023" "022"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "022" "022" "023" "022" "023" "022"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "023" "022" "023" "023" "022" "023"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "03" "0134" "023" "022" "022" "022"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "023" "022" "023" "022" "022" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "0134" "03" "022" "022" "022" "022"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "022" "022" "022" "022" "022" "022"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "023" "022" "022" "022" "022" "03"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "03" "03" "023" "022" "023" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "023" "023" "023" "023" "023" "023"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "023" "023" "023" "023" "023" "023"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "022" "023" "024" "023" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "023" "023" "022" "022" "022" "023"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "022" "022" "022" "022" "022" "022"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "022" "022" "024" "023" "024" "023"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "022" "0134" "0134" "023" "03" "0134"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "0134" "0134" "03" "0134" "03" "0134"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "0134" "03" "03" "03" "0134" "03"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "022" "024" "0134" "022" "03" "03"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "022" "03" "03" "03" "022" "03"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "0134" "022" "022" "022" "022" "022"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "0134" "03" "03" "03" "0134" "03"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "03" "022" "03" "0134" "03" "03"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "03" "03" "03" "0134" "03" "022"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "0134" "0134" "03" "0134" "022" "03"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "03" "0134" "03" "011" "03" "03"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "03" "03" "0134" "03" "03" "03"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "03" "0134" "023" "022" "03" "03"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "0134" "03" "0134" "0134" "0134" "022"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "022" "03" "03" "022" "023" "03"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "022" "022" "023" "0212" "0213" "023"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "0212" "0213" "022" "0213" "023" "023"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "0213" "023" "0213" "0212" "0213" "023"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "0213" "0213" "022" "023" "0213" "0212"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "023" "03" "0212" "0213" "023" "0213"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "0212" "023" "0212" "0213" "03" "03"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "023" "0213" "0213" "0213" "0212" "0212"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "0212" "0212" "0212" "022" "023" "0213"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "0212" "023" "0211" "024" "023" "0213"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "022" "03" "022" "03" "0212" "0212"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "023" "022" "022" "0212" "022" "022"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "03" "023" "0213" "03" "0131" "0131"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "03" "0131" "023" "03" "022" "022"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "022" "03" "03" "022" "022" "022"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "0131" "03" "022" "03" "022" "03"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "03" "022" "023" "03" "022" "0213"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "023" "023" "022" "03" "03" "022"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "022" "022" "03" "024" "022" "022"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "03" "022" "0131" "03" "03" "03"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "022" "022" "03" "022" "022" "03"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "03" "03" "03" "0131" "0131" "022"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "0131" "022" "022" "03" "03" "023"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "022" "022" "03" "03" "022" "03"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "022" "022" "022" "03" "03" "03"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "023" "03" "022" "022" "03" "022"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "023" "024" "03" "03" "03" "022"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "03" "03" "0131" "022" "03" "03"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "024" "022" "03" "03" "0131" "03"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "0131" "03" "03" "03" "022" "03"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "03" "03" "0131" "0131" "03" "0131"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "0213" "023" "0213" "03" "023" "023"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "023" "022" "03" "0131" "0131" "023"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "022" "022" "022" "023" "03" "022"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "022" "03" "022" "022" "022" "022"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "023" "03" "0213" "0213" "023" "022"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "022" "023" "023" "0212" "022" "022"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "0213" "0213" "022" "023" "0212" "0212"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "03" "03" "03" "023" "0212" "022"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "03" "0212" "03" "0212" "03" "0131"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "03" "03" "03" "0131" "03" "0131"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "03" "03" "0131" "03" "03" "03"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "022" "0131" "022" "03" "03" "03"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "03" "023" "03" "022" "03" "022"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "022" "022" "022" "022" "023" "0213"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "022" "022" "022" "023" "022" "023"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "022" "022" "022" "023" "023" "022"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "022" "022" "022" "022" "022" "03"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "022" "022" "023" "023" "022" "022"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "022" "022" "022" "022" "022" "03"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "022" "022" "022" "022" "022" "03"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "022" "022" "022" "03" "022" "022"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "022" "022" "022" "022" "022" "022"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "022" "022" "0211" "022" "022" "022"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "022" "023" "022" "022" "023" "023"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "022" "022" "03" "022" "022" "022"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "024" "022" "022" "023" "022" "022"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "022" "022" "022" "022" "022" "022"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "03" "022" "03" "0131" "022" "03"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "022" "03" "0131" "0131" "024" "03"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "03" "0131" "03" "03" "03" "022"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "022" "022" "03" "03" "03" "03"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "022" "03" "0131" "022" "022" "0131"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "03" "022" "022" "022" "03" "03"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "022" "022" "022" "022" "022" "022"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "022" "022" "022" "022" "022" "022"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "022" "022" "03" "03" "03" "03"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "03" "03" "03" "03" "03" "03"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "03" "03" "03" "03" "03" "0213"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "03" "03" "03" "03" "03" "03"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "03" "03" "03" "03" "03" "03"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "024" "03" "0212" "03" "03" "03"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "03" "03" "03" "03" "03" "03"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "03" "03" "03" "03" "0212" "03"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "03" "03" "0212" "03" "0212" "0212"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "0212" "0212" "03" "03" "023" "03"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "03" "03" "03" "03" "0212" "03"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "03" "0212" "03" "03" "03" "024"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "03" "03" "03" "03" "03" "03"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "03" "03" "03" "03" "03" "03"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "03" "03" "03" "03" "024" "03"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "03" "03" "03" "03" "03" "03"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "03" "03" "03" "03" "03" "03"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "024" "03" "03" "03" "03" "024"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "03" "024" "03" "03" "024" "03"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "03" "03" "03" "03" "0212" "03"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "03" "03" "03" "03" "03" "03"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "03" "03" "03" "03" "03" "03"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "03" "03" "03" "03" "03" "03"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "03" "03" "03" "03" "03" "03"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "03" "03" "03" "03" "03" "0212"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "03" "03" "03" "03" "03" "024"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "0213" "024" "0212" "0212" "024" "0213"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "0213" "0213" "024" "0212" "0213" "024"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "0213" "0213" "0211" "0212" "0212" "0212"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "03" "0212" "03" "0212" "0212"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "0212" "0212" "024" "0212" "0212" "0212"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "03" "0212" "0212" "0212" "0212" "0212"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "0213" "03" "024" "03" "0212" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "03" "024" "0212" "0212" "0212" "024"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "0212" "0212" "0212" "0212" "0212" "024"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "0212" "0212" "0212" "0212" "0212" "0212"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "0212" "0211" "0212" "0213" "0213"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "0212" "0213" "0211" "0211" "0211" "0212"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "0213" "0213" "0211" "0213" "0211" "0213"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "0213" "0213" "0212" "0213" "0213"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "0213" "0213" "0213" "0213" "0213" "0213"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "0213" "0213" "0213" "0213" "0212" "0213"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "0213" "0213" "0213" "0213" "0213" "0213"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "0213" "0211" "0213" "0213" "0213" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "0213" "0213" "0212" "0213" "0213" "0213"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "0213" "0211" "0212" "0212" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "0212" "0212" "0212" "0212" "0212" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "0212" "0212" "03" "0212" "0212" "0212"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "0212" "0213" "0212" "0212" "0212" "0212"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "0212" "0212" "0212" "03" "03" "0212"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "0212" "0212" "0212" "0212" "0213" "0212"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "0212" "03" "03" "03" "0213" "0212"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "0212" "0213" "0212" "0212" "0212" "0212"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "0212" "03" "0213" "03" "03" "0213"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "0212" "0212" "03" "0213" "0212" "03"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "0212" "0212" "0213" "0212" "0212" "0212"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "0212" "0212" "03" "0212" "0212" "03"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "0212" "0212" "0212" "0212" "03" "0212"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "0213" "0212" "0212" "03" "03" "0212"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "0212" "03" "0212" "03" "0211" "0212"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "0212" "0211" "0211" "0212" "0212" "0212"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "0212" "03" "024" "0212" "0212" "03"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "03" "024" "0212" "0212" "024" "03"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "03" "03" "03" "03" "03" "024"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "024" "024" "024" "03" "03" "03"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "024" "024" "024" "03" "03" "024"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "03" "0211" "024" "03" "024" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "024" "03" "024" "0211" "024" "03"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "024" "024" "024" "024" "03" "03"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "024" "0211" "024" "024" "03" "024"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "024" "024" "024" "03" "024" "024"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "024" "03" "024" "024" "024" "024"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "03" "024" "024" "024" "024" "024"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "024" "024" "024" "024" "024" "024"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "024" "024" "024" "024" "024" "024"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "024" "024" "024" "024" "024" "024"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "024" "024" "024" "024" "03" "024"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "024" "0211" "024" "024" "0211" "024"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "024" "024" "024" "024" "024"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "024" "024" "0211" "024" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "024" "0211" "024" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "024" "0211" "0211" "0211" "0211" "024"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "024" "0211" "0211" "024" "024" "024"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "024" "024" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "024" "024" "024" "024" "024"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "024" "024" "024" "024" "0211" "024"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "024" "024" "024" "024" "024" "024"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "024" "024" "024" "024" "024" "024"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "023" "024" "024" "0211" "024"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "024" "0211" "024" "0212" "024" "024"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "024" "024" "0211" "024" "024" "024"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "024" "024" "0211" "0211" "024" "024"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "024" "024" "024" "024" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "0212" "024" "024" "0211" "024" "024"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "024" "024" "0211" "024" "024"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "024" "024" "024" "0211" "0211" "024"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "03" "03" "03" "03" "03"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "03" "03" "03" "03" "03" "03"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "03" "03" "03" "03" "03" "03"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "03" "03" "03" "0131" "03" "03"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "03" "03" "03" "03" "03" "03"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "03" "03" "03" "03" "03" "03"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "03" "03" "03" "03" "03" "0131"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "03" "03" "03" "03" "03" "03"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "0131" "03" "03" "03" "03" "03"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "03" "03" "0131" "03" "03" "03"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "03" "03" "03" "024" "024" "03"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "03" "03" "024" "03" "03" "03"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "03" "0131" "03" "03" "03" "03"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "03" "03" "024" "03" "03" "03"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "03" "03" "03" "03" "024" "03"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "03" "024" "03" "03" "03" "0131"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "03" "03" "03" "03" "03" "03"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "03" "03" "03" "024" "03" "03"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "03" "03" "03" "03" "03" "03"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "024" "03" "03" "03" "03" "024"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "024" "024" "024" "03" "0131" "03"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "03" "03" "03" "03" "03" "03"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "03" "03" "03" "03" "03" "03"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "03" "024" "03" "03" "03" "024"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "03" "03" "03" "024" "024" "024"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "03" "03" "03" "0131" "03" "024"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "03" "03" "03" "03" "03" "03"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "024" "024" "03" "024" "024" "024"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "024" "024" "022" "03" "03" "03"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "03" "03" "03" "03" "03" "03"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "03" "03" "024" "024" "03" "03"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "03" "03" "03" "024" "03" "03"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "03" "03" "03" "024" "024" "03"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "024" "024" "03" "022" "024" "024"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "024" "024" "024" "03" "03" "024"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "024" "03" "024" "024" "03" "024"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "03" "024" "024" "024" "03" "024"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "022" "024" "024" "03" "03" "03"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "03" "024" "024" "024" "022" "024"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "024" "024" "024" "024" "03" "03"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "024" "024" "03" "024" "03" "024"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "024" "024" "024" "024" "024" "024"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "024" "022" "024" "024" "024" "024"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "024" "024" "012" "012" "012" "011"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "012" "012" "012" "012" "012" "012"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "012" "012" "012" "012" "012" "012"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "012" "011" "012" "012" "011" "012"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "014" "012" "0132" "012" "012" "014"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "022" "012" "012" "012" "014" "012"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "0133" "014" "011" "012" "014" "014"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "0133" "012" "014" "012" "012" "012"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "012" "012" "012" "012" "012" "022"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "012" "023" "012" "012" "012" "012"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "03" "012" "03" "012" "012" "012"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "012" "022" "012" "014" "012" "012"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "03" "012" "012" "012" "014" "012"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "012" "014" "011" "014" "014" "012"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "012" "012" "012" "024" "022" "012"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "012" "012" "012" "012" "012" "012"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "03" "012" "012" "012" "012" "012"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "012" "012" "012" "014" "014" "014"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "014" "012" "012" "012" "014" "012"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "014" "012" "012" "012" "012" "03"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "012" "014" "014" "012" "014" "012"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "012" "012" "012" "03" "012" "012"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "014" "014" "012" "014" "012" "014"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "014" "014" "012" "012" "012" "012"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "012" "012" "014" "014" "014" "012"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "012" "012" "012" "014" "012" "012"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "03" "022" "012" "012" "014" "012"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "012" "012" "014" "014" "014" "012"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "012" "012" "014" "012" "012" "012"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "012" "012" "012" "014" "012" "012"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "012" "012" "012" "022" "012" "012"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "012" "012" "012" "012" "012" "012"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "012" "012" "012" "012" "012" "012"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "012" "012" "012" "012" "012" "012"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "012" "012" "012" "012" "012" "022"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "014" "012" "014" "03" "014" "014"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "012" "012" "012" "012" "012" "014"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "012" "03" "012" "012" "012" "012"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "012" "012" "012" "012" "03" "012"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "012" "012" "012" "012" "012" "012"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "012" "022" "012" "012" "012" "012"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "012" "014" "012" "012" "012" "022"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "012" "012" "012" "012" "012" "012"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "012" "012" "014" "012" "012" "012"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "012" "014" "014" "014" "012" "012"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "014" "012" "014" "012" "03" "014"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "014" "012" "012" "012" "014" "014"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "014" "014" "012" "014" "014" "03"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "014" "014" "014" "014" "014" "014"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "014" "014" "014" "014" "014" "014"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "014" "014" "014" "014" "03" "0131"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "014" "012" "014" "014" "014" "014"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "014" "014" "012" "014" "014" "014"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "014" "014" "014" "012" "014" "012"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "014" "012" "014" "014" "012" "014"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "022" "014" "014" "012" "0133" "0133"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "012" "014" "014" "012" "022" "014"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "022" "012" "014" "012" "014" "012"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "014" "014" "012" "014" "014" "014"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "012" "012" "014" "014" "014" "012"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "012" "012" "014" "014" "014" "014"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "014" "03" "03" "014" "014" "014"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "014" "014" "012" "014" "014" "03"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "014" "014" "014" "014" "014" "03"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "014" "014" "014" "012" "014" "014"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "014" "012" "012" "014" "012" "014"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "012" "014" "014" "014" "012" "014"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "014" "012" "012" "012" "014" "014"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "012" "022" "012" "012" "012" "014"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "014" "012" "012" "012" "012" "012"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "014" "012" "012" "014" "012" "014"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "0133" "012" "012" "014" "014" "014"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "014" "014" "0133" "014" "014" "014"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "014" "014" "012" "014" "014" "014"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "014" "014" "014" "014" "014" "014"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "014" "014" "014" "014" "0131" "012"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "014" "014" "014" "014" "014" "014"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "011" "014" "014" "014" "014" "014"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "014" "014" "0131" "014" "014" "014"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "012" "014" "014" "03" "014" "014"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "014" "014" "0131" "012" "014" "014"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "014" "014" "014" "0131" "014" "014"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "0131" "014" "014" "014" "0131" "03"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "014" "014" "014" "014" "012" "014"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "014" "012" "014" "0133" "014" "0131"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "022" "014" "014" "014" "014" "014"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "014" "014" "014" "014" "014" "014"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "014" "014" "014" "014" "014" "014"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "012" "014" "014" "014" "014" "03"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "014" "014" "014" "014" "014" "014"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "03" "012" "014" "014" "011" "014"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "014" "03" "014" "012" "014" "014"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "012" "014" "014" "012" "011" "012"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "012" "014" "012" "014" "014" "012"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "014" "014" "014" "014" "014" "011"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "014" "014" "012" "014" "014" "011"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "012" "014" "011" "014" "014" "014"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "014" "014" "03" "014" "014" "014"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "014" "012" "014" "014" "014" "012"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "012" "014" "014" "012" "012" "03"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "012" "014" "014" "012" "03" "012"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "014" "014" "012" "012" "014" "012"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "012" "014" "012" "014" "012" "014"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "014" "012" "012" "014" "03" "014"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "012" "012" "012" "012" "03" "03"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "012" "012" "012" "012" "012" "012"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "012" "014" "014" "022" "014" "012"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "03" "03" "014" "012" "012" "012"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "012" "012" "012" "012" "014" "014"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "012" "012" "012" "012" "012" "012"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "012" "012" "012" "012" "012" "022"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "012" "03" "012" "012" "012" "012"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "012" "012" "012" "012" "012" "012"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "012" "012" "012" "014" "012" "012"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "012" "012" "012" "012" "012" "012"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "012" "012" "012" "012" "012" "012"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "012" "012" "012" "012" "012" "012"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "012" "012" "012" "012" "012" "012"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "012" "012" "012" "012" "014" "03"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "011" "011" "011" "011" "0133" "011"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "011" "011" "011" "011" "011" "011"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "011" "011" "011" "011" "011" "011"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "011" "011" "014" "011" "011" "03"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "011" "011" "011" "011" "011" "011"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "011" "011" "011" "011" "011" "011"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "014" "011" "011" "011" "011" "011"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "011" "011" "0131" "011" "011" "011"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "03" "011" "011" "011" "011" "011"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "011" "011" "011" "011" "011" "011"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "011" "011" "011" "011" "011" "011"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "0133" "011" "011" "011" "011" "011"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "011" "011" "011" "011" "011" "011"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "011" "011" "03" "011" "022" "011"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "011" "03" "011" "011" "0133" "011"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "011" "011" "011" "011" "011" "011"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "011" "011" "011" "011" "011" "011"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "011" "011" "011" "011" "011" "011"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "011" "011" "03" "011" "011" "011"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "011" "011" "011" "011" "011" "011"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "011" "011" "011" "011" "011" "011"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "011" "011" "011" "011" "011" "011"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "011" "011" "011" "011" "0133" "011"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "011" "0133" "011" "011" "011" "011"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "011" "011" "011" "011" "011" "011"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "011" "011" "011" "0131" "011" "011"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "011" "011" "03" "011" "011" "0131"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "011" "011" "011" "011" "0133" "0133"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "011" "011" "011" "011" "011" "011"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "011" "011" "011" "011" "0133" "011"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "011" "011" "011" "011" "011" "011"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "011" "0133" "011" "011" "011" "011"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "011" "011" "011" "011" "011" "011"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "011" "011" "011" "0133" "011" "0131"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "011" "011" "011" "011" "011" "011"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "011" "011" "011" "011" "011" "011"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "011" "011" "011" "011" "011" "011"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "011" "011" "011" "011" "011" "011"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "011" "011" "03" "011" "011" "0132"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "0132" "0132" "011" "0132" "0132" "0132"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "011" "0132" "011" "0132" "03" "011"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "011" "0132" "011" "011" "011" "011"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "0132" "0132" "0132" "0132" "0132" "0132"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "0132" "0132" "0132" "011" "0132" "0132"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "011" "011" "0132" "0132" "0132" "011"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "011" "011" "011" "011" "011" "011"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "011" "0132" "0132" "03" "011" "011"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "011" "011" "011" "0132" "011" "011"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "011" "011" "011" "011" "011" "011"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "011" "011" "0132" "011" "014" "011"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "011" "011" "011" "011" "012" "011"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "011" "011" "0132" "011" "011" "0132"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "014" "014" "011" "011" "03" "011"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "012" "0132" "011" "011" "011" "011"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "0132" "0132" "014" "011" "011" "011"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "011" "011" "011" "011" "011" "011"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "011" "014" "011" "011" "011" "011"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "011" "011" "011" "011" "011" "011"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "0132" "011" "011" "011" "011" "011"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "011" "011" "011" "011" "011" "011"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "011" "011" "011" "011" "011" "011"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "011" "011" "011" "011" "011" "0132"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "011" "03" "0132" "011" "011" "0132"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "011" "011" "011" "03" "011" "011"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "011" "011" "011" "011" "011" "011"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "011" "011" "011" "0134" "011" "011"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "011" "011" "011" "011" "011" "011"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "014" "011" "011" "011" "011" "011"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "011" "011" "03" "03" "011" "014"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "011" "011" "011" "011" "0133" "0133"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "011" "023" "0133" "011" "011" "0133"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "011" "011" "03" "011" "011" "011"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "011" "011" "0133" "0133" "0133" "011"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "011" "011" "011" "0134" "0134" "011"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "011" "011" "011" "011" "011" "011"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "011" "011" "011" "011" "011" "011"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "011" "014" "011" "011" "011" "011"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "011" "011" "011" "011" "011" "011"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "011" "011" "011" "0133" "011" "011"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "011" "011" "011" "011" "011" "011"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "011" "011" "011" "011" "0133" "011"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "011" "011" "011" "011" "0134" "011"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "011" "011" "011" "0134" "0134" "011"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "011" "011" "011" "011" "011"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 3071))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "023" "023" "023" "023" "023" "023"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "023" "023" "023" "023" "023" "023"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "023" "023" "023" "023" "023" "023"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "0213" "023" "023" "022" "023" "023"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "0213" "023" "023" "023" "023" "023"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "0213" "023" "023" "022" "023" "023"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "023" "023" "023" "023" "023" "023"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "023" "022" "023" "022" "022" "023"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "023" "023" "03" "022" "03" "023"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "023" "023" "0212" "023" "023" "023"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "022" "022" "023" "023" "022" "023"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "023" "023" "023" "023" "023" "022"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "023" "023" "023" "023" "023" "023"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "023" "023" "023" "023" "022" "03"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "022" "023" "023" "023" "023" "023"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "023" "023" "023" "023" "023" "022"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "023" "022" "023" "022" "022" "022"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "023" "022" "01" "022" "022" "022"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "022" "023" "022" "023" "023" "022"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "022" "022" "023" "022" "023" "022"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "023" "022" "023" "023" "022" "023"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "03" "01" "023" "022" "022" "022"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "023" "022" "023" "022" "022" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "01" "03" "022" "022" "022" "022"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "022" "022" "022" "022" "022" "022"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "023" "022" "022" "022" "022" "03"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "03" "03" "023" "022" "023" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "023" "023" "023" "023" "023" "023"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "023" "023" "023" "023" "023" "023"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "022" "023" "024" "023" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "023" "023" "022" "022" "022" "023"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "022" "022" "022" "022" "022" "022"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "022" "022" "024" "023" "024" "023"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "022" "01" "01" "023" "03" "01"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "01" "01" "03" "01" "03" "01"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "01" "03" "03" "03" "01" "03"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "022" "024" "01" "022" "03" "03"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "022" "03" "03" "03" "022" "03"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "01" "022" "022" "022" "022" "022"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "01" "03" "03" "03" "01" "03"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "03" "022" "03" "01" "03" "03"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "03" "03" "03" "01" "03" "022"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "01" "01" "03" "01" "022" "03"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "03" "01" "03" "01" "03" "03"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "03" "03" "01" "03" "03" "03"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "03" "01" "023" "022" "03" "03"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "01" "03" "01" "01" "01" "022"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "022" "03" "03" "022" "023" "03"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "022" "022" "023" "0212" "0213" "023"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "0212" "0213" "022" "0213" "023" "023"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "0213" "023" "0213" "0212" "0213" "023"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "0213" "0213" "022" "023" "0213" "0212"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "023" "03" "0212" "0213" "023" "0213"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "0212" "023" "0212" "0213" "03" "03"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "023" "0213" "0213" "0213" "0212" "0212"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "0212" "0212" "0212" "022" "023" "0213"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "0212" "023" "0211" "024" "023" "0213"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "022" "03" "022" "03" "0212" "0212"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "023" "022" "022" "0212" "022" "022"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "03" "023" "0213" "03" "01" "01"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "03" "01" "023" "03" "022" "022"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "022" "03" "03" "022" "022" "022"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "01" "03" "022" "03" "022" "03"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "03" "022" "023" "03" "022" "0213"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "023" "023" "022" "03" "03" "022"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "022" "022" "03" "024" "022" "022"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "03" "022" "01" "03" "03" "03"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "022" "022" "03" "022" "022" "03"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "03" "03" "03" "01" "01" "022"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "01" "022" "022" "03" "03" "023"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "022" "022" "03" "03" "022" "03"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "022" "022" "022" "03" "03" "03"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "023" "03" "022" "022" "03" "022"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "023" "024" "03" "03" "03" "022"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "03" "03" "01" "022" "03" "03"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "024" "022" "03" "03" "01" "03"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "01" "03" "03" "03" "022" "03"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "03" "03" "01" "01" "03" "01"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "0213" "023" "0213" "03" "023" "023"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "023" "022" "03" "01" "01" "023"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "022" "022" "022" "023" "03" "022"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "022" "03" "022" "022" "022" "022"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "023" "03" "0213" "0213" "023" "022"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "022" "023" "023" "0212" "022" "022"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "0213" "0213" "022" "023" "0212" "0212"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "03" "03" "03" "023" "0212" "022"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "03" "0212" "03" "0212" "03" "01"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "03" "03" "03" "01" "03" "01"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "03" "03" "01" "03" "03" "03"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "022" "01" "022" "03" "03" "03"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "03" "023" "03" "022" "03" "022"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "022" "022" "022" "022" "023" "0213"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "022" "022" "022" "023" "022" "023"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "022" "022" "022" "023" "023" "022"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "022" "022" "022" "022" "022" "03"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "022" "022" "023" "023" "022" "022"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "022" "022" "022" "022" "022" "03"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "022" "022" "022" "022" "022" "03"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "022" "022" "022" "03" "022" "022"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "022" "022" "022" "022" "022" "022"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "022" "022" "0211" "022" "022" "022"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "022" "023" "022" "022" "023" "023"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "022" "022" "03" "022" "022" "022"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "024" "022" "022" "023" "022" "022"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "022" "022" "022" "022" "022" "022"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "03" "022" "03" "01" "022" "03"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "022" "03" "01" "01" "024" "03"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "03" "01" "03" "03" "03" "022"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "022" "022" "03" "03" "03" "03"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "022" "03" "01" "022" "022" "01"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "03" "022" "022" "022" "03" "03"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "022" "022" "022" "022" "022" "022"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "022" "022" "022" "022" "022" "022"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "022" "022" "03" "03" "03" "03"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "03" "03" "03" "03" "03" "03"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "03" "03" "03" "03" "03" "0213"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "03" "03" "03" "03" "03" "03"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "03" "03" "03" "03" "03" "03"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "024" "03" "0212" "03" "03" "03"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "03" "03" "03" "03" "03" "03"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "03" "03" "03" "03" "0212" "03"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "03" "03" "0212" "03" "0212" "0212"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "0212" "0212" "03" "03" "023" "03"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "03" "03" "03" "03" "0212" "03"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "03" "0212" "03" "03" "03" "024"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "03" "03" "03" "03" "03" "03"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "03" "03" "03" "03" "03" "03"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "03" "03" "03" "03" "024" "03"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "03" "03" "03" "03" "03" "03"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "03" "03" "03" "03" "03" "03"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "024" "03" "03" "03" "03" "024"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "03" "024" "03" "03" "024" "03"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "03" "03" "03" "03" "0212" "03"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "03" "03" "03" "03" "03" "03"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "03" "03" "03" "03" "03" "03"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "03" "03" "03" "03" "03" "03"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "03" "03" "03" "03" "03" "03"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "03" "03" "03" "03" "03" "0212"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "03" "03" "03" "03" "03" "024"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "0213" "024" "0212" "0212" "024" "0213"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "0213" "0213" "024" "0212" "0213" "024"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "0213" "0213" "0211" "0212" "0212" "0212"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "03" "0212" "03" "0212" "0212"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "0212" "0212" "024" "0212" "0212" "0212"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "03" "0212" "0212" "0212" "0212" "0212"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "0213" "03" "024" "03" "0212" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "03" "024" "0212" "0212" "0212" "024"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "0212" "0212" "0212" "0212" "0212" "024"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "0212" "0212" "0212" "0212" "0212" "0212"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "0212" "0211" "0212" "0213" "0213"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "0212" "0213" "0211" "0211" "0211" "0212"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "0213" "0213" "0211" "0213" "0211" "0213"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "0213" "0213" "0212" "0213" "0213"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "0213" "0213" "0213" "0213" "0213" "0213"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "0213" "0213" "0213" "0213" "0212" "0213"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "0213" "0213" "0213" "0213" "0213" "0213"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "0213" "0211" "0213" "0213" "0213" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "0213" "0213" "0212" "0213" "0213" "0213"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "0213" "0211" "0212" "0212" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "0212" "0212" "0212" "0212" "0212" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "0212" "0212" "03" "0212" "0212" "0212"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "0212" "0213" "0212" "0212" "0212" "0212"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "0212" "0212" "0212" "03" "03" "0212"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "0212" "0212" "0212" "0212" "0213" "0212"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "0212" "03" "03" "03" "0213" "0212"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "0212" "0213" "0212" "0212" "0212" "0212"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "0212" "03" "0213" "03" "03" "0213"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "0212" "0212" "03" "0213" "0212" "03"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "0212" "0212" "0213" "0212" "0212" "0212"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "0212" "0212" "03" "0212" "0212" "03"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "0212" "0212" "0212" "0212" "03" "0212"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "0213" "0212" "0212" "03" "03" "0212"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "0212" "03" "0212" "03" "0211" "0212"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "0212" "0211" "0211" "0212" "0212" "0212"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "0212" "03" "024" "0212" "0212" "03"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "03" "024" "0212" "0212" "024" "03"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "03" "03" "03" "03" "03" "024"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "024" "024" "024" "03" "03" "03"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "024" "024" "024" "03" "03" "024"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "03" "0211" "024" "03" "024" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "024" "03" "024" "0211" "024" "03"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "024" "024" "024" "024" "03" "03"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "024" "0211" "024" "024" "03" "024"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "024" "024" "024" "03" "024" "024"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "024" "03" "024" "024" "024" "024"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "03" "024" "024" "024" "024" "024"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "024" "024" "024" "024" "024" "024"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "024" "024" "024" "024" "024" "024"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "024" "024" "024" "024" "024" "024"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "024" "024" "024" "024" "03" "024"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "024" "0211" "024" "024" "0211" "024"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "024" "024" "024" "024" "024"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "024" "024" "0211" "024" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "024" "0211" "024" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "024" "0211" "0211" "0211" "0211" "024"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "024" "0211" "0211" "024" "024" "024"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "024" "024" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "024" "024" "024" "024" "024"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "024" "024" "024" "024" "0211" "024"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "024" "024" "024" "024" "024" "024"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "024" "024" "024" "024" "024" "024"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "023" "024" "024" "0211" "024"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "024" "0211" "024" "0212" "024" "024"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "024" "024" "0211" "024" "024" "024"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "024" "024" "0211" "0211" "024" "024"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "024" "024" "024" "024" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "0212" "024" "024" "0211" "024" "024"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "024" "024" "0211" "024" "024"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "024" "024" "024" "0211" "0211" "024"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "03" "03" "03" "03" "03"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "03" "03" "03" "03" "03" "03"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "03" "03" "03" "03" "03" "03"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "03" "03" "03" "01" "03" "03"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "03" "03" "03" "03" "03" "03"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "03" "03" "03" "03" "03" "03"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "03" "03" "03" "03" "03" "01"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "03" "03" "03" "03" "03" "03"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "01" "03" "03" "03" "03" "03"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "03" "03" "01" "03" "03" "03"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "03" "03" "03" "024" "024" "03"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "03" "03" "024" "03" "03" "03"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "03" "01" "03" "03" "03" "03"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "03" "03" "024" "03" "03" "03"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "03" "03" "03" "03" "024" "03"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "03" "024" "03" "03" "03" "01"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "03" "03" "03" "03" "03" "03"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "03" "03" "03" "024" "03" "03"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "03" "03" "03" "03" "03" "03"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "024" "03" "03" "03" "03" "024"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "024" "024" "024" "03" "01" "03"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "03" "03" "03" "03" "03" "03"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "03" "03" "03" "03" "03" "03"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "03" "024" "03" "03" "03" "024"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "03" "03" "03" "024" "024" "024"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "03" "03" "03" "01" "03" "024"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "03" "03" "03" "03" "03" "03"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "024" "024" "03" "024" "024" "024"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "024" "024" "022" "03" "03" "03"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "03" "03" "03" "03" "03" "03"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "03" "03" "024" "024" "03" "03"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "03" "03" "03" "024" "03" "03"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "03" "03" "03" "024" "024" "03"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "024" "024" "03" "022" "024" "024"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "024" "024" "024" "03" "03" "024"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "024" "03" "024" "024" "03" "024"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "03" "024" "024" "024" "03" "024"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "022" "024" "024" "03" "03" "03"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "03" "024" "024" "024" "022" "024"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "024" "024" "024" "024" "03" "03"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "024" "024" "03" "024" "03" "024"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "024" "024" "024" "024" "024" "024"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "024" "022" "024" "024" "024" "024"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "024" "024" "01" "01" "01" "01"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "01" "01" "01" "01" "01" "01"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "01" "01" "01" "01" "01" "01"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "01" "01" "01" "01" "01" "01"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "022" "01" "01" "01" "01" "01"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "01" "01" "01" "01" "01" "022"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "01" "023" "01" "01" "01" "01"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "03" "01" "03" "01" "01" "01"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "01" "022" "01" "01" "01" "01"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "03" "01" "01" "01" "01" "01"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "01" "01" "01" "01" "01" "01"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "01" "01" "01" "024" "022" "01"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "01" "01" "01" "01" "01" "01"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "03" "01" "01" "01" "01" "01"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "01" "01" "01" "01" "01" "01"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "01" "01" "01" "01" "01" "03"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "01" "01" "01" "03" "01" "01"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "03" "022" "01" "01" "01" "01"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "01" "01" "01" "022" "01" "01"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "01" "01" "01" "01" "01" "022"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "01" "01" "01" "03" "01" "01"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "01" "03" "01" "01" "01" "01"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "01" "01" "01" "01" "03" "01"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "01" "022" "01" "01" "01" "01"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "01" "01" "01" "01" "01" "022"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "01" "01" "01" "01" "01" "01"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "01" "01" "01" "01" "03" "01"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "01" "01" "01" "01" "01" "03"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "01" "01" "01" "01" "01" "01"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "01" "01" "01" "01" "03" "01"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "01" "01" "01" "01" "01" "01"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "01" "01" "01" "01" "01" "01"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "01" "01" "01" "01" "01" "01"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "022" "01" "01" "01" "01" "01"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "01" "01" "01" "01" "022" "01"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "022" "01" "01" "01" "01" "01"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "01" "03" "03" "01" "01" "01"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "01" "01" "01" "01" "01" "03"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "01" "01" "01" "01" "01" "03"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "01" "022" "01" "01" "01" "01"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "01" "01" "01" "01" "01" "01"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "01" "01" "01" "03" "01" "01"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "01" "01" "01" "01" "01" "03"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "01" "01" "01" "01" "01" "01"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "022" "01" "01" "01" "01" "01"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "01" "01" "01" "01" "01" "01"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "01" "01" "01" "01" "01" "03"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "03" "01" "01" "01" "01" "01"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "01" "03" "01" "01" "01" "01"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "01" "01" "01" "01" "01" "01"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "01" "01" "01" "01" "01" "01"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "01" "01" "01" "01" "01" "01"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "01" "01" "03" "01" "01" "01"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "01" "01" "01" "01" "01" "03"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "01" "01" "01" "01" "03" "01"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "01" "01" "01" "01" "03" "01"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "01" "01" "01" "01" "03" "03"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "01" "01" "01" "022" "01" "01"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "03" "03" "01" "01" "01" "01"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "01" "01" "01" "01" "01" "01"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "01" "01" "01" "01" "01" "022"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "01" "03" "01" "01" "01" "01"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "01" "01" "01" "01" "01" "03"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "01" "01" "01" "01" "01" "03"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "01" "01" "01" "01" "01" "01"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "03" "01" "01" "01" "01" "01"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "01" "01" "01" "01" "01" "01"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "01" "01" "03" "01" "022" "01"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "01" "03" "01" "01" "01" "01"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "01" "01" "01" "01" "01" "01"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "01" "01" "03" "01" "01" "01"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "01" "01" "01" "01" "01" "01"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "01" "01" "01" "01" "01" "01"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "01" "01" "01" "01" "01" "01"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "01" "01" "01" "01" "01" "01"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "01" "01" "03" "01" "01" "01"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "01" "01" "01" "01" "01" "01"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "01" "01" "01" "01" "01" "01"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "01" "01" "01" "01" "01" "01"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "01" "01" "01" "01" "01" "01"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "01" "01" "01" "01" "01" "01"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "01" "01" "01" "01" "01" "01"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "01" "01" "03" "01" "01" "01"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "01" "01" "01" "01" "01" "01"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "01" "01" "01" "01" "03" "01"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "01" "01" "01" "01" "01" "01"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "01" "01" "01" "01" "01" "01"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "01" "01" "01" "03" "01" "01"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "01" "01" "01" "01" "01" "01"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "01" "01" "01" "01" "03" "01"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "01" "01" "01" "01" "01" "01"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "01" "01" "01" "01" "01" "01"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "01" "01" "01" "01" "01" "01"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "01" "03" "01" "01" "01" "01"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "01" "01" "01" "03" "01" "01"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "01" "01" "01" "01" "01" "01"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "01" "01" "03" "03" "01" "01"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "01" "01" "01" "01" "01" "01"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "01" "023" "01" "01" "01" "01"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "01" "01" "03" "01" "01" "01"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "01" "01" "01" "01" "01" "01"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "01" "01" "01" "01" "01" "01"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "01" "01" "01" "01" "01" "01"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "01" "01" "01" "01" "01"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 3364))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "023" "023" "023" "023" "023" "023"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "023" "023" "023" "023" "023" "023"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "023" "023" "023" "023" "023" "023"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "0213" "023" "023" "022" "023" "023"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "0213" "023" "023" "023" "023" "023"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "0213" "023" "023" "022" "023" "023"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "023" "023" "023" "023" "023" "023"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "023" "022" "023" "022" "022" "023"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "023" "023" "03" "022" "03" "023"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "023" "023" "0212" "023" "023" "023"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "022" "022" "023" "023" "022" "023"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "023" "023" "023" "023" "023" "022"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "023" "023" "023" "023" "023" "023"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "023" "023" "023" "023" "022" "03"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "022" "023" "023" "023" "023" "023"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "023" "023" "023" "023" "023" "022"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "023" "022" "023" "022" "022" "022"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "023" "022" "01" "022" "022" "022"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "022" "023" "022" "023" "023" "022"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "022" "022" "023" "022" "023" "022"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "023" "022" "023" "023" "022" "023"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "03" "01" "023" "022" "022" "022"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "023" "022" "023" "022" "022" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "01" "03" "022" "022" "022" "022"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "022" "022" "022" "022" "022" "022"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "023" "022" "022" "022" "022" "03"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "03" "03" "023" "022" "023" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "023" "023" "023" "023" "023" "023"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "023" "023" "023" "023" "023" "023"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "022" "023" "024" "023" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "023" "023" "022" "022" "022" "023"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "022" "022" "022" "022" "022" "022"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "022" "022" "024" "023" "024" "023"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "022" "01" "01" "023" "03" "01"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "01" "01" "03" "01" "03" "01"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "01" "03" "03" "03" "01" "03"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "022" "024" "01" "022" "03" "03"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "022" "03" "03" "03" "022" "03"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "01" "022" "022" "022" "022" "022"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "01" "03" "03" "03" "01" "03"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "03" "022" "03" "01" "03" "03"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "03" "03" "03" "01" "03" "022"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "01" "01" "03" "01" "022" "03"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "03" "01" "03" "01" "03" "03"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "03" "03" "01" "03" "03" "03"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "03" "01" "023" "022" "03" "03"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "01" "03" "01" "01" "01" "022"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "022" "03" "03" "022" "023" "03"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "022" "022" "023" "0212" "0213" "023"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "0212" "0213" "022" "0213" "023" "023"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "0213" "023" "0213" "0212" "0213" "023"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "0213" "0213" "022" "023" "0213" "0212"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "023" "03" "0212" "0213" "023" "0213"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "0212" "023" "0212" "0213" "03" "03"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "023" "0213" "0213" "0213" "0212" "0212"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "0212" "0212" "0212" "022" "023" "0213"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "0212" "023" "0211" "024" "023" "0213"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "022" "03" "022" "03" "0212" "0212"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "023" "022" "022" "0212" "022" "022"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "03" "023" "0213" "03" "01" "01"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "03" "01" "023" "03" "022" "022"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "022" "03" "03" "022" "022" "022"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "01" "03" "022" "03" "022" "03"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "03" "022" "023" "03" "022" "0213"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "023" "023" "022" "03" "03" "022"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "022" "022" "03" "024" "022" "022"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "03" "022" "01" "03" "03" "03"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "022" "022" "03" "022" "022" "03"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "03" "03" "03" "01" "01" "022"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "01" "022" "022" "03" "03" "023"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "022" "022" "03" "03" "022" "03"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "022" "022" "022" "03" "03" "03"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "023" "03" "022" "022" "03" "022"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "023" "024" "03" "03" "03" "022"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "03" "03" "01" "022" "03" "03"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "024" "022" "03" "03" "01" "03"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "01" "03" "03" "03" "022" "03"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "03" "03" "01" "01" "03" "01"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "0213" "023" "0213" "03" "023" "023"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "023" "022" "03" "01" "01" "023"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "022" "022" "022" "023" "03" "022"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "022" "03" "022" "022" "022" "022"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "023" "03" "0213" "0213" "023" "022"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "022" "023" "023" "0212" "022" "022"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "0213" "0213" "022" "023" "0212" "0212"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "03" "03" "03" "023" "0212" "022"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "03" "0212" "03" "0212" "03" "01"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "03" "03" "03" "01" "03" "01"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "03" "03" "01" "03" "03" "03"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "022" "01" "022" "03" "03" "03"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "03" "023" "03" "022" "03" "022"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "022" "022" "022" "022" "023" "0213"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "022" "022" "022" "023" "022" "023"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "022" "022" "022" "023" "023" "022"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "022" "022" "022" "022" "022" "03"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "022" "022" "023" "023" "022" "022"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "022" "022" "022" "022" "022" "03"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "022" "022" "022" "022" "022" "03"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "022" "022" "022" "03" "022" "022"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "022" "022" "022" "022" "022" "022"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "022" "022" "0211" "022" "022" "022"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "022" "023" "022" "022" "023" "023"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "022" "022" "03" "022" "022" "022"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "024" "022" "022" "023" "022" "022"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "022" "022" "022" "022" "022" "022"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "03" "022" "03" "01" "022" "03"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "022" "03" "01" "01" "024" "03"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "03" "01" "03" "03" "03" "022"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "022" "022" "03" "03" "03" "03"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "022" "03" "01" "022" "022" "01"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "03" "022" "022" "022" "03" "03"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "022" "022" "022" "022" "022" "022"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "022" "022" "022" "022" "022" "022"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "022" "022" "03" "03" "03" "03"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "03" "03" "03" "03" "03" "03"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "03" "03" "03" "03" "03" "0213"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "03" "03" "03" "03" "03" "03"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "03" "03" "03" "03" "03" "03"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "024" "03" "0212" "03" "03" "03"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "03" "03" "03" "03" "03" "03"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "03" "03" "03" "03" "0212" "03"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "03" "03" "0212" "03" "0212" "0212"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "0212" "0212" "03" "03" "023" "03"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "03" "03" "03" "03" "0212" "03"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "03" "0212" "03" "03" "03" "024"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "03" "03" "03" "03" "03" "03"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "03" "03" "03" "03" "03" "03"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "03" "03" "03" "03" "024" "03"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "03" "03" "03" "03" "03" "03"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "03" "03" "03" "03" "03" "03"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "024" "03" "03" "03" "03" "024"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "03" "024" "03" "03" "024" "03"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "03" "03" "03" "03" "0212" "03"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "03" "03" "03" "03" "03" "03"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "03" "03" "03" "03" "03" "03"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "03" "03" "03" "03" "03" "03"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "03" "03" "03" "03" "03" "03"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "03" "03" "03" "03" "03" "0212"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "03" "03" "03" "03" "03" "024"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "0213" "024" "0212" "0212" "024" "0213"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "0213" "0213" "024" "0212" "0213" "024"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "0213" "0213" "0211" "0212" "0212" "0212"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "03" "0212" "03" "0212" "0212"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "0212" "0212" "024" "0212" "0212" "0212"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "03" "0212" "0212" "0212" "0212" "0212"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "0213" "03" "024" "03" "0212" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "03" "024" "0212" "0212" "0212" "024"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "0212" "0212" "0212" "0212" "0212" "024"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "0212" "0212" "0212" "0212" "0212" "0212"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "0212" "0211" "0212" "0213" "0213"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "0212" "0213" "0211" "0211" "0211" "0212"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "0213" "0213" "0211" "0213" "0211" "0213"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "0213" "0213" "0212" "0213" "0213"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "0213" "0213" "0213" "0213" "0213" "0213"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "0213" "0213" "0213" "0213" "0212" "0213"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "0213" "0213" "0213" "0213" "0213" "0213"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "0213" "0211" "0213" "0213" "0213" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "0213" "0213" "0212" "0213" "0213" "0213"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "0213" "0211" "0212" "0212" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "0212" "0212" "0212" "0212" "0212" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "0212" "0212" "03" "0212" "0212" "0212"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "0212" "0213" "0212" "0212" "0212" "0212"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "0212" "0212" "0212" "03" "03" "0212"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "0212" "0212" "0212" "0212" "0213" "0212"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "0212" "03" "03" "03" "0213" "0212"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "0212" "0213" "0212" "0212" "0212" "0212"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "0212" "03" "0213" "03" "03" "0213"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "0212" "0212" "03" "0213" "0212" "03"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "0212" "0212" "0213" "0212" "0212" "0212"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "0212" "0212" "03" "0212" "0212" "03"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "0212" "0212" "0212" "0212" "03" "0212"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "0213" "0212" "0212" "03" "03" "0212"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "0212" "03" "0212" "03" "0211" "0212"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "0212" "0211" "0211" "0212" "0212" "0212"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "0212" "03" "024" "0212" "0212" "03"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "03" "024" "0212" "0212" "024" "03"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "03" "03" "03" "03" "03" "024"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "024" "024" "024" "03" "03" "03"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "024" "024" "024" "03" "03" "024"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "03" "0211" "024" "03" "024" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "024" "03" "024" "0211" "024" "03"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "024" "024" "024" "024" "03" "03"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "024" "0211" "024" "024" "03" "024"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "024" "024" "024" "03" "024" "024"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "024" "03" "024" "024" "024" "024"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "03" "024" "024" "024" "024" "024"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "024" "024" "024" "024" "024" "024"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "024" "024" "024" "024" "024" "024"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "024" "024" "024" "024" "024" "024"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "024" "024" "024" "024" "03" "024"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "024" "0211" "024" "024" "0211" "024"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "024" "024" "024" "024" "024"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "024" "024" "0211" "024" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "024" "0211" "024" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "024" "0211" "0211" "0211" "0211" "024"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "024" "0211" "0211" "024" "024" "024"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "024" "024" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "024" "024" "024" "024" "024"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "024" "024" "024" "024" "0211" "024"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "024" "024" "024" "024" "024" "024"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "024" "024" "024" "024" "024" "024"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "023" "024" "024" "0211" "024"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "024" "0211" "024" "0212" "024" "024"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "024" "024" "0211" "024" "024" "024"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "024" "024" "0211" "0211" "024" "024"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "024" "024" "024" "024" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "0212" "024" "024" "0211" "024" "024"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "024" "024" "0211" "024" "024"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "024" "024" "024" "0211" "0211" "024"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "03" "03" "03" "03" "03"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "03" "03" "03" "03" "03" "03"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "03" "03" "03" "03" "03" "03"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "03" "03" "03" "01" "03" "03"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "03" "03" "03" "03" "03" "03"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "03" "03" "03" "03" "03" "03"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "03" "03" "03" "03" "03" "01"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "03" "03" "03" "03" "03" "03"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "01" "03" "03" "03" "03" "03"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "03" "03" "01" "03" "03" "03"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "03" "03" "03" "024" "024" "03"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "03" "03" "024" "03" "03" "03"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "03" "01" "03" "03" "03" "03"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "03" "03" "024" "03" "03" "03"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "03" "03" "03" "03" "024" "03"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "03" "024" "03" "03" "03" "01"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "03" "03" "03" "03" "03" "03"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "03" "03" "03" "024" "03" "03"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "03" "03" "03" "03" "03" "03"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "024" "03" "03" "03" "03" "024"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "024" "024" "024" "03" "01" "03"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "03" "03" "03" "03" "03" "03"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "03" "03" "03" "03" "03" "03"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "03" "024" "03" "03" "03" "024"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "03" "03" "03" "024" "024" "024"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "03" "03" "03" "01" "03" "024"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "03" "03" "03" "03" "03" "03"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "024" "024" "03" "024" "024" "024"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "024" "024" "022" "03" "03" "03"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "03" "03" "03" "03" "03" "03"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "03" "03" "024" "024" "03" "03"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "03" "03" "03" "024" "03" "03"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "03" "03" "03" "024" "024" "03"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "024" "024" "03" "022" "024" "024"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "024" "024" "024" "03" "03" "024"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "024" "03" "024" "024" "03" "024"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "03" "024" "024" "024" "03" "024"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "022" "024" "024" "03" "03" "03"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "03" "024" "024" "024" "022" "024"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "024" "024" "024" "024" "03" "03"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "024" "024" "03" "024" "03" "024"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "024" "024" "024" "024" "024" "024"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "024" "022" "024" "024" "024" "024"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "024" "024" "01" "01" "01" "01"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "01" "01" "01" "01" "01" "01"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "01" "01" "01" "01" "01" "01"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "01" "01" "01" "01" "01" "01"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "022" "01" "01" "01" "01" "01"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "01" "01" "01" "01" "01" "022"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "01" "023" "01" "01" "01" "01"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "03" "01" "03" "01" "01" "01"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "01" "022" "01" "01" "01" "01"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "03" "01" "01" "01" "01" "01"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "01" "01" "01" "01" "01" "01"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "01" "01" "01" "024" "022" "01"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "01" "01" "01" "01" "01" "01"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "03" "01" "01" "01" "01" "01"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "01" "01" "01" "01" "01" "01"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "01" "01" "01" "01" "01" "03"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "01" "01" "01" "03" "01" "01"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "03" "022" "01" "01" "01" "01"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "01" "01" "01" "022" "01" "01"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "01" "01" "01" "01" "01" "022"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "01" "01" "01" "03" "01" "01"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "01" "03" "01" "01" "01" "01"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "01" "01" "01" "01" "03" "01"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "01" "022" "01" "01" "01" "01"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "01" "01" "01" "01" "01" "022"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "01" "01" "01" "01" "01" "01"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "01" "01" "01" "01" "03" "01"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "01" "01" "01" "01" "01" "03"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "01" "01" "01" "01" "01" "01"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "01" "01" "01" "01" "03" "01"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "01" "01" "01" "01" "01" "01"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "01" "01" "01" "01" "01" "01"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "01" "01" "01" "01" "01" "01"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "022" "01" "01" "01" "01" "01"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "01" "01" "01" "01" "022" "01"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "022" "01" "01" "01" "01" "01"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "01" "03" "03" "01" "01" "01"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "01" "01" "01" "01" "01" "03"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "01" "01" "01" "01" "01" "03"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "01" "022" "01" "01" "01" "01"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "01" "01" "01" "01" "01" "01"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "01" "01" "01" "03" "01" "01"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "01" "01" "01" "01" "01" "03"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "01" "01" "01" "01" "01" "01"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "022" "01" "01" "01" "01" "01"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "01" "01" "01" "01" "01" "01"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "01" "01" "01" "01" "01" "03"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "03" "01" "01" "01" "01" "01"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "01" "03" "01" "01" "01" "01"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "01" "01" "01" "01" "01" "01"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "01" "01" "01" "01" "01" "01"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "01" "01" "01" "01" "01" "01"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "01" "01" "03" "01" "01" "01"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "01" "01" "01" "01" "01" "03"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "01" "01" "01" "01" "03" "01"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "01" "01" "01" "01" "03" "01"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "01" "01" "01" "01" "03" "03"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "01" "01" "01" "022" "01" "01"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "03" "03" "01" "01" "01" "01"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "01" "01" "01" "01" "01" "01"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "01" "01" "01" "01" "01" "022"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "01" "03" "01" "01" "01" "01"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "01" "01" "01" "01" "01" "03"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "01" "01" "01" "01" "01" "03"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "01" "01" "01" "01" "01" "01"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "03" "01" "01" "01" "01" "01"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "01" "01" "01" "01" "01" "01"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "01" "01" "03" "01" "022" "01"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "01" "03" "01" "01" "01" "01"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "01" "01" "01" "01" "01" "01"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "01" "01" "03" "01" "01" "01"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "01" "01" "01" "01" "01" "01"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "01" "01" "01" "01" "01" "01"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "01" "01" "01" "01" "01" "01"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "01" "01" "01" "01" "01" "01"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "01" "01" "03" "01" "01" "01"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "01" "01" "01" "01" "01" "01"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "01" "01" "01" "01" "01" "01"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "01" "01" "01" "01" "01" "01"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "01" "01" "01" "01" "01" "01"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "01" "01" "01" "01" "01" "01"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "01" "01" "01" "01" "01" "01"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "01" "01" "03" "01" "01" "01"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "01" "01" "01" "01" "01" "01"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "01" "01" "01" "01" "03" "01"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "01" "01" "01" "01" "01" "01"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "01" "01" "01" "01" "01" "01"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "01" "01" "01" "03" "01" "01"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "01" "01" "01" "01" "01" "01"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "01" "01" "01" "01" "03" "01"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "01" "01" "01" "01" "01" "01"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "01" "01" "01" "01" "01" "01"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "01" "01" "01" "01" "01" "01"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "01" "03" "01" "01" "01" "01"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "01" "01" "01" "03" "01" "01"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "01" "01" "01" "01" "01" "01"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "01" "01" "03" "03" "01" "01"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "01" "01" "01" "01" "01" "01"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "01" "023" "01" "01" "01" "01"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "01" "01" "03" "01" "01" "01"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "01" "01" "01" "01" "01" "01"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "01" "01" "01" "01" "01" "01"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "01" "01" "01" "01" "01" "01"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "01" "01" "01" "01" "01"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 3491))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "023" "023" "023" "023" "023" "023"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "023" "023" "023" "023" "023" "023"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "023" "023" "023" "023" "023" "023"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "0213" "023" "023" "022" "023" "023"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "0213" "023" "023" "023" "023" "023"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "0213" "023" "023" "022" "023" "023"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "023" "023" "023" "023" "023" "023"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "023" "022" "023" "022" "022" "023"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "023" "023" "03" "022" "03" "023"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "023" "023" "0212" "023" "023" "023"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "022" "022" "023" "023" "022" "023"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "023" "023" "023" "023" "023" "022"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "023" "023" "023" "023" "023" "023"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "023" "023" "023" "023" "022" "03"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "022" "023" "023" "023" "023" "023"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "023" "023" "023" "023" "023" "022"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "023" "022" "023" "022" "022" "022"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "023" "022" "01" "022" "022" "022"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "022" "023" "022" "023" "023" "022"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "022" "022" "023" "022" "023" "022"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "023" "022" "023" "023" "022" "023"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "03" "01" "023" "022" "022" "022"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "023" "022" "023" "022" "022" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "01" "03" "022" "022" "022" "022"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "022" "022" "022" "022" "022" "022"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "023" "022" "022" "022" "022" "03"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "03" "03" "023" "022" "023" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "023" "023" "023" "023" "023" "023"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "023" "023" "023" "023" "023" "023"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "022" "023" "024" "023" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "023" "023" "022" "022" "022" "023"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "022" "022" "022" "022" "022" "022"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "022" "022" "024" "023" "024" "023"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "022" "01" "01" "023" "03" "01"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "01" "01" "03" "01" "03" "01"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "01" "03" "03" "03" "01" "03"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "022" "024" "01" "022" "03" "03"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "022" "03" "03" "03" "022" "03"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "01" "022" "022" "022" "022" "022"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "01" "03" "03" "03" "01" "03"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "03" "022" "03" "01" "03" "03"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "03" "03" "03" "01" "03" "022"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "01" "01" "03" "01" "022" "03"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "03" "01" "03" "01" "03" "03"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "03" "03" "01" "03" "03" "03"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "03" "01" "023" "022" "03" "03"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "01" "03" "01" "01" "01" "022"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "022" "03" "03" "022" "023" "03"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "022" "022" "023" "0212" "0213" "023"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "0212" "0213" "022" "0213" "023" "023"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "0213" "023" "0213" "0212" "0213" "023"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "0213" "0213" "022" "023" "0213" "0212"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "023" "03" "0212" "0213" "023" "0213"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "0212" "023" "0212" "0213" "03" "03"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "023" "0213" "0213" "0213" "0212" "0212"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "0212" "0212" "0212" "022" "023" "0213"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "0212" "023" "0211" "024" "023" "0213"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "022" "03" "022" "03" "0212" "0212"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "023" "022" "022" "0212" "022" "022"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "03" "023" "0213" "03" "01" "01"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "03" "01" "023" "03" "022" "022"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "022" "03" "03" "022" "022" "022"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "01" "03" "022" "03" "022" "03"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "03" "022" "023" "03" "022" "0213"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "023" "023" "022" "03" "03" "022"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "022" "022" "03" "024" "022" "022"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "03" "022" "01" "03" "03" "03"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "022" "022" "03" "022" "022" "03"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "03" "03" "03" "01" "01" "022"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "01" "022" "022" "03" "03" "023"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "022" "022" "03" "03" "022" "03"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "022" "022" "022" "03" "03" "03"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "023" "03" "022" "022" "03" "022"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "023" "024" "03" "03" "03" "022"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "03" "03" "01" "022" "03" "03"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "024" "022" "03" "03" "01" "03"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "01" "03" "03" "03" "022" "03"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "03" "03" "01" "01" "03" "01"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "0213" "023" "0213" "03" "023" "023"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "023" "022" "03" "01" "01" "023"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "022" "022" "022" "023" "03" "022"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "022" "03" "022" "022" "022" "022"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "023" "03" "0213" "0213" "023" "022"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "022" "023" "023" "0212" "022" "022"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "0213" "0213" "022" "023" "0212" "0212"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "03" "03" "03" "023" "0212" "022"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "03" "0212" "03" "0212" "03" "01"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "03" "03" "03" "01" "03" "01"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "03" "03" "01" "03" "03" "03"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "022" "01" "022" "03" "03" "03"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "03" "023" "03" "022" "03" "022"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "022" "022" "022" "022" "023" "0213"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "022" "022" "022" "023" "022" "023"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "022" "022" "022" "023" "023" "022"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "022" "022" "022" "022" "022" "03"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "022" "022" "023" "023" "022" "022"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "022" "022" "022" "022" "022" "03"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "022" "022" "022" "022" "022" "03"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "022" "022" "022" "03" "022" "022"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "022" "022" "022" "022" "022" "022"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "022" "022" "0211" "022" "022" "022"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "022" "023" "022" "022" "023" "023"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "022" "022" "03" "022" "022" "022"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "024" "022" "022" "023" "022" "022"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "022" "022" "022" "022" "022" "022"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "03" "022" "03" "01" "022" "03"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "022" "03" "01" "01" "024" "03"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "03" "01" "03" "03" "03" "022"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "022" "022" "03" "03" "03" "03"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "022" "03" "01" "022" "022" "01"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "03" "022" "022" "022" "03" "03"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "022" "022" "022" "022" "022" "022"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "022" "022" "022" "022" "022" "022"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "022" "022" "03" "03" "03" "03"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "03" "03" "03" "03" "03" "03"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "03" "03" "03" "03" "03" "0213"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "03" "03" "03" "03" "03" "03"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "03" "03" "03" "03" "03" "03"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "024" "03" "0212" "03" "03" "03"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "03" "03" "03" "03" "03" "03"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "03" "03" "03" "03" "0212" "03"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "03" "03" "0212" "03" "0212" "0212"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "0212" "0212" "03" "03" "023" "03"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "03" "03" "03" "03" "0212" "03"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "03" "0212" "03" "03" "03" "024"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "03" "03" "03" "03" "03" "03"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "03" "03" "03" "03" "03" "03"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "03" "03" "03" "03" "024" "03"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "03" "03" "03" "03" "03" "03"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "03" "03" "03" "03" "03" "03"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "024" "03" "03" "03" "03" "024"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "03" "024" "03" "03" "024" "03"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "03" "03" "03" "03" "0212" "03"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "03" "03" "03" "03" "03" "03"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "03" "03" "03" "03" "03" "03"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "03" "03" "03" "03" "03" "03"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "03" "03" "03" "03" "03" "03"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "03" "03" "03" "03" "03" "0212"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "03" "03" "03" "03" "03" "024"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "0213" "024" "0212" "0212" "024" "0213"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "0213" "0213" "024" "0212" "0213" "024"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "0213" "0213" "0211" "0212" "0212" "0212"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "03" "0212" "03" "0212" "0212"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "0212" "0212" "024" "0212" "0212" "0212"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "03" "0212" "0212" "0212" "0212" "0212"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "0213" "03" "024" "03" "0212" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "03" "024" "0212" "0212" "0212" "024"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "0212" "0212" "0212" "0212" "0212" "024"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "0212" "0212" "0212" "0212" "0212" "0212"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "0212" "0211" "0212" "0213" "0213"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "0212" "0213" "0211" "0211" "0211" "0212"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "0213" "0213" "0211" "0213" "0211" "0213"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "0213" "0213" "0212" "0213" "0213"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "0213" "0213" "0213" "0213" "0213" "0213"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "0213" "0213" "0213" "0213" "0212" "0213"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "0213" "0213" "0213" "0213" "0213" "0213"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "0213" "0211" "0213" "0213" "0213" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "0213" "0213" "0212" "0213" "0213" "0213"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "0213" "0211" "0212" "0212" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "0212" "0212" "0212" "0212" "0212" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "0212" "0212" "03" "0212" "0212" "0212"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "0212" "0213" "0212" "0212" "0212" "0212"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "0212" "0212" "0212" "03" "03" "0212"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "0212" "0212" "0212" "0212" "0213" "0212"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "0212" "03" "03" "03" "0213" "0212"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "0212" "0213" "0212" "0212" "0212" "0212"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "0212" "03" "0213" "03" "03" "0213"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "0212" "0212" "03" "0213" "0212" "03"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "0212" "0212" "0213" "0212" "0212" "0212"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "0212" "0212" "03" "0212" "0212" "03"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "0212" "0212" "0212" "0212" "03" "0212"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "0213" "0212" "0212" "03" "03" "0212"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "0212" "03" "0212" "03" "0211" "0212"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "0212" "0211" "0211" "0212" "0212" "0212"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "0212" "03" "024" "0212" "0212" "03"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "03" "024" "0212" "0212" "024" "03"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "03" "03" "03" "03" "03" "024"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "024" "024" "024" "03" "03" "03"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "024" "024" "024" "03" "03" "024"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "03" "0211" "024" "03" "024" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "024" "03" "024" "0211" "024" "03"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "024" "024" "024" "024" "03" "03"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "024" "0211" "024" "024" "03" "024"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "024" "024" "024" "03" "024" "024"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "024" "03" "024" "024" "024" "024"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "03" "024" "024" "024" "024" "024"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "024" "024" "024" "024" "024" "024"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "024" "024" "024" "024" "024" "024"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "024" "024" "024" "024" "024" "024"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "024" "024" "024" "024" "03" "024"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "024" "0211" "024" "024" "0211" "024"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "024" "024" "024" "024" "024"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "024" "024" "0211" "024" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "024" "0211" "024" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "024" "0211" "0211" "0211" "0211" "024"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "024" "0211" "0211" "024" "024" "024"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "024" "024" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "024" "024" "024" "024" "024"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "024" "024" "024" "024" "0211" "024"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "024" "024" "024" "024" "024" "024"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "024" "024" "024" "024" "024" "024"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "023" "024" "024" "0211" "024"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "024" "0211" "024" "0212" "024" "024"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "024" "024" "0211" "024" "024" "024"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "024" "024" "0211" "0211" "024" "024"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "024" "024" "024" "024" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "0212" "024" "024" "0211" "024" "024"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "024" "024" "0211" "024" "024"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "024" "024" "024" "0211" "0211" "024"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "03" "03" "03" "03" "03"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "03" "03" "03" "03" "03" "03"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "03" "03" "03" "03" "03" "03"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "03" "03" "03" "01" "03" "03"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "03" "03" "03" "03" "03" "03"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "03" "03" "03" "03" "03" "03"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "03" "03" "03" "03" "03" "01"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "03" "03" "03" "03" "03" "03"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "01" "03" "03" "03" "03" "03"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "03" "03" "01" "03" "03" "03"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "03" "03" "03" "024" "024" "03"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "03" "03" "024" "03" "03" "03"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "03" "01" "03" "03" "03" "03"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "03" "03" "024" "03" "03" "03"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "03" "03" "03" "03" "024" "03"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "03" "024" "03" "03" "03" "01"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "03" "03" "03" "03" "03" "03"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "03" "03" "03" "024" "03" "03"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "03" "03" "03" "03" "03" "03"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "024" "03" "03" "03" "03" "024"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "024" "024" "024" "03" "01" "03"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "03" "03" "03" "03" "03" "03"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "03" "03" "03" "03" "03" "03"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "03" "024" "03" "03" "03" "024"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "03" "03" "03" "024" "024" "024"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "03" "03" "03" "01" "03" "024"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "03" "03" "03" "03" "03" "03"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "024" "024" "03" "024" "024" "024"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "024" "024" "022" "03" "03" "03"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "03" "03" "03" "03" "03" "03"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "03" "03" "024" "024" "03" "03"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "03" "03" "03" "024" "03" "03"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "03" "03" "03" "024" "024" "03"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "024" "024" "03" "022" "024" "024"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "024" "024" "024" "03" "03" "024"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "024" "03" "024" "024" "03" "024"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "03" "024" "024" "024" "03" "024"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "022" "024" "024" "03" "03" "03"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "03" "024" "024" "024" "022" "024"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "024" "024" "024" "024" "03" "03"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "024" "024" "03" "024" "03" "024"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "024" "024" "024" "024" "024" "024"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "024" "022" "024" "024" "024" "024"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "024" "024" "01" "01" "01" "01"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "01" "01" "01" "01" "01" "01"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "01" "01" "01" "01" "01" "01"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "01" "01" "01" "01" "01" "01"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "022" "01" "01" "01" "01" "01"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "01" "01" "01" "01" "01" "022"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "01" "023" "01" "01" "01" "01"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "03" "01" "03" "01" "01" "01"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "01" "022" "01" "01" "01" "01"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "03" "01" "01" "01" "01" "01"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "01" "01" "01" "01" "01" "01"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "01" "01" "01" "024" "022" "01"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "01" "01" "01" "01" "01" "01"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "03" "01" "01" "01" "01" "01"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "01" "01" "01" "01" "01" "01"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "01" "01" "01" "01" "01" "03"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "01" "01" "01" "03" "01" "01"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "03" "022" "01" "01" "01" "01"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "01" "01" "01" "022" "01" "01"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "01" "01" "01" "01" "01" "022"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "01" "01" "01" "03" "01" "01"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "01" "03" "01" "01" "01" "01"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "01" "01" "01" "01" "03" "01"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "01" "022" "01" "01" "01" "01"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "01" "01" "01" "01" "01" "022"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "01" "01" "01" "01" "01" "01"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "01" "01" "01" "01" "03" "01"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "01" "01" "01" "01" "01" "03"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "01" "01" "01" "01" "01" "01"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "01" "01" "01" "01" "03" "01"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "01" "01" "01" "01" "01" "01"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "01" "01" "01" "01" "01" "01"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "01" "01" "01" "01" "01" "01"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "022" "01" "01" "01" "01" "01"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "01" "01" "01" "01" "022" "01"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "022" "01" "01" "01" "01" "01"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "01" "03" "03" "01" "01" "01"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "01" "01" "01" "01" "01" "03"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "01" "01" "01" "01" "01" "03"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "01" "022" "01" "01" "01" "01"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "01" "01" "01" "01" "01" "01"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "01" "01" "01" "03" "01" "01"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "01" "01" "01" "01" "01" "03"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "01" "01" "01" "01" "01" "01"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "022" "01" "01" "01" "01" "01"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "01" "01" "01" "01" "01" "01"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "01" "01" "01" "01" "01" "03"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "03" "01" "01" "01" "01" "01"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "01" "03" "01" "01" "01" "01"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "01" "01" "01" "01" "01" "01"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "01" "01" "01" "01" "01" "01"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "01" "01" "01" "01" "01" "01"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "01" "01" "03" "01" "01" "01"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "01" "01" "01" "01" "01" "03"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "01" "01" "01" "01" "03" "01"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "01" "01" "01" "01" "03" "01"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "01" "01" "01" "01" "03" "03"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "01" "01" "01" "022" "01" "01"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "03" "03" "01" "01" "01" "01"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "01" "01" "01" "01" "01" "01"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "01" "01" "01" "01" "01" "022"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "01" "03" "01" "01" "01" "01"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "01" "01" "01" "01" "01" "03"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "01" "01" "01" "01" "01" "03"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "01" "01" "01" "01" "01" "01"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "03" "01" "01" "01" "01" "01"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "01" "01" "01" "01" "01" "01"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "01" "01" "03" "01" "022" "01"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "01" "03" "01" "01" "01" "01"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "01" "01" "01" "01" "01" "01"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "01" "01" "03" "01" "01" "01"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "01" "01" "01" "01" "01" "01"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "01" "01" "01" "01" "01" "01"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "01" "01" "01" "01" "01" "01"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "01" "01" "01" "01" "01" "01"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "01" "01" "03" "01" "01" "01"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "01" "01" "01" "01" "01" "01"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "01" "01" "01" "01" "01" "01"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "01" "01" "01" "01" "01" "01"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "01" "01" "01" "01" "01" "01"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "01" "01" "01" "01" "01" "01"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "01" "01" "01" "01" "01" "01"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "01" "01" "03" "01" "01" "01"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "01" "01" "01" "01" "01" "01"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "01" "01" "01" "01" "03" "01"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "01" "01" "01" "01" "01" "01"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "01" "01" "01" "01" "01" "01"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "01" "01" "01" "03" "01" "01"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "01" "01" "01" "01" "01" "01"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "01" "01" "01" "01" "03" "01"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "01" "01" "01" "01" "01" "01"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "01" "01" "01" "01" "01" "01"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "01" "01" "01" "01" "01" "01"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "01" "03" "01" "01" "01" "01"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "01" "01" "01" "03" "01" "01"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "01" "01" "01" "01" "01" "01"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "01" "01" "03" "03" "01" "01"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "01" "01" "01" "01" "01" "01"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "01" "023" "01" "01" "01" "01"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "01" "01" "03" "01" "01" "01"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "01" "01" "01" "01" "01" "01"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "01" "01" "01" "01" "01" "01"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "01" "01" "01" "01" "01" "01"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "01" "01" "01" "01" "01"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 5340))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "023" "023" "023" "023" "023" "023"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "023" "023" "023" "023" "023" "023"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "023" "023" "023" "023" "023" "023"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "0213" "023" "023" "022" "023" "023"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "0213" "023" "023" "023" "023" "023"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "0213" "023" "023" "022" "023" "023"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "023" "023" "023" "023" "023" "023"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "023" "022" "023" "022" "022" "023"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "023" "023" "03" "022" "03" "023"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "023" "023" "0212" "023" "023" "023"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "022" "022" "023" "023" "022" "023"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "023" "023" "023" "023" "023" "022"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "023" "023" "023" "023" "023" "023"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "023" "023" "023" "023" "022" "03"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "022" "023" "023" "023" "023" "023"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "023" "023" "023" "023" "023" "022"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "023" "022" "023" "022" "022" "022"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "023" "022" "01" "022" "022" "022"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "022" "023" "022" "023" "023" "022"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "022" "022" "023" "022" "023" "022"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "023" "022" "023" "023" "022" "023"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "03" "01" "023" "022" "022" "022"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "023" "022" "023" "022" "022" "0211"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "01" "03" "022" "022" "022" "022"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "022" "022" "022" "022" "022" "022"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "023" "022" "022" "022" "022" "03"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "03" "03" "023" "022" "023" "0211"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "023" "023" "023" "023" "023" "023"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "023" "023" "023" "023" "023" "023"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "0211" "022" "023" "024" "023" "0211"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "023" "023" "022" "022" "022" "023"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "022" "022" "022" "022" "022" "022"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "022" "022" "024" "023" "024" "023"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "022" "01" "01" "023" "03" "01"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "01" "01" "03" "01" "03" "01"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "01" "03" "03" "03" "01" "03"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "022" "024" "01" "022" "03" "03"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "022" "03" "03" "03" "022" "03"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "01" "022" "022" "022" "022" "022"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "01" "03" "03" "03" "01" "03"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "03" "022" "03" "01" "03" "03"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "03" "03" "03" "01" "03" "022"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "01" "01" "03" "01" "022" "03"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "03" "01" "03" "01" "03" "03"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "03" "03" "01" "03" "03" "03"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "03" "01" "023" "022" "03" "03"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "01" "03" "01" "01" "01" "022"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "022" "03" "03" "022" "023" "03"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "022" "022" "023" "0212" "0213" "023"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "0212" "0213" "022" "0213" "023" "023"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "0213" "023" "0213" "0212" "0213" "023"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "0213" "0213" "022" "023" "0213" "0212"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "023" "03" "0212" "0213" "023" "0213"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "0212" "023" "0212" "0213" "03" "03"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "023" "0213" "0213" "0213" "0212" "0212"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "0212" "0212" "0212" "022" "023" "0213"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "0212" "023" "0211" "024" "023" "0213"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "022" "03" "022" "03" "0212" "0212"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "023" "022" "022" "0212" "022" "022"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "03" "023" "0213" "03" "01" "01"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "03" "01" "023" "03" "022" "022"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "022" "03" "03" "022" "022" "022"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "01" "03" "022" "03" "022" "03"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "03" "022" "023" "03" "022" "0213"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "023" "023" "022" "03" "03" "022"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "022" "022" "03" "024" "022" "022"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "03" "022" "01" "03" "03" "03"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "022" "022" "03" "022" "022" "03"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "03" "03" "03" "01" "01" "022"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "01" "022" "022" "03" "03" "023"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "022" "022" "03" "03" "022" "03"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "022" "022" "022" "03" "03" "03"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "023" "03" "022" "022" "03" "022"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "023" "024" "03" "03" "03" "022"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "03" "03" "01" "022" "03" "03"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "024" "022" "03" "03" "01" "03"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "01" "03" "03" "03" "022" "03"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "03" "03" "01" "01" "03" "01"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "0213" "023" "0213" "03" "023" "023"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "023" "022" "03" "01" "01" "023"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "022" "022" "022" "023" "03" "022"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "022" "03" "022" "022" "022" "022"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "023" "03" "0213" "0213" "023" "022"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "022" "023" "023" "0212" "022" "022"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "0213" "0213" "022" "023" "0212" "0212"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "03" "03" "03" "023" "0212" "022"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "03" "0212" "03" "0212" "03" "01"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "03" "03" "03" "01" "03" "01"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "03" "03" "01" "03" "03" "03"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "022" "01" "022" "03" "03" "03"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "03" "023" "03" "022" "03" "022"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "022" "022" "022" "022" "023" "0213"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "022" "022" "022" "023" "022" "023"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "022" "022" "022" "023" "023" "022"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "022" "022" "022" "022" "022" "03"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "022" "022" "023" "023" "022" "022"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "022" "022" "022" "022" "022" "03"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "022" "022" "022" "022" "022" "03"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "022" "022" "022" "03" "022" "022"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "022" "022" "022" "022" "022" "022"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "022" "022" "0211" "022" "022" "022"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "022" "023" "022" "022" "023" "023"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "022" "022" "03" "022" "022" "022"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "024" "022" "022" "023" "022" "022"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "022" "022" "022" "022" "022" "022"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "03" "022" "03" "01" "022" "03"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "022" "03" "01" "01" "024" "03"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "03" "01" "03" "03" "03" "022"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "022" "022" "03" "03" "03" "03"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "022" "03" "01" "022" "022" "01"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "03" "022" "022" "022" "03" "03"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "022" "022" "022" "022" "022" "022"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "022" "022" "022" "022" "022" "022"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "022" "022" "03" "03" "03" "03"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "03" "03" "03" "03" "03" "03"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "03" "03" "03" "03" "03" "0213"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "03" "03" "03" "03" "03" "03"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "03" "03" "03" "03" "03" "03"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "024" "03" "0212" "03" "03" "03"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "03" "03" "03" "03" "03" "03"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "03" "03" "03" "03" "0212" "03"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "03" "03" "0212" "03" "0212" "0212"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "0212" "0212" "03" "03" "023" "03"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "03" "03" "03" "03" "0212" "03"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "03" "0212" "03" "03" "03" "024"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "03" "03" "03" "03" "03" "03"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "03" "03" "03" "03" "03" "03"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "03" "03" "03" "03" "024" "03"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "03" "03" "03" "03" "03" "03"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "03" "03" "03" "03" "03" "03"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "024" "03" "03" "03" "03" "024"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "03" "024" "03" "03" "024" "03"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "03" "03" "03" "03" "0212" "03"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "03" "03" "03" "03" "03" "03"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "03" "03" "03" "03" "03" "03"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "03" "03" "03" "03" "03" "03"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "03" "03" "03" "03" "03" "03"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "03" "03" "03" "03" "03" "0212"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "03" "03" "03" "03" "03" "024"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "0213" "024" "0212" "0212" "024" "0213"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "0213" "0213" "024" "0212" "0213" "024"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "0213" "0213" "0211" "0212" "0212" "0212"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "0211" "03" "0212" "03" "0212" "0212"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "0212" "0212" "024" "0212" "0212" "0212"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "03" "0212" "0212" "0212" "0212" "0212"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "0213" "03" "024" "03" "0212" "0211"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "03" "024" "0212" "0212" "0212" "024"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "0212" "0212" "0212" "0212" "0212" "024"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "0212" "0212" "0212" "0212" "0212" "0212"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "0211" "0212" "0211" "0212" "0213" "0213"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "0212" "0213" "0211" "0211" "0211" "0212"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "0213" "0213" "0211" "0213" "0211" "0213"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "0211" "0213" "0213" "0212" "0213" "0213"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "0213" "0213" "0213" "0213" "0213" "0213"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "0213" "0213" "0213" "0213" "0212" "0213"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "0213" "0213" "0213" "0213" "0213" "0213"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "0213" "0211" "0213" "0213" "0213" "0211"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "0213" "0213" "0212" "0213" "0213" "0213"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "0211" "0213" "0211" "0212" "0212" "0211"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "0212" "0212" "0212" "0212" "0212" "0211"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "0212" "0212" "03" "0212" "0212" "0212"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "0212" "0213" "0212" "0212" "0212" "0212"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "0212" "0212" "0212" "03" "03" "0212"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "0212" "0212" "0212" "0212" "0213" "0212"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "0212" "03" "03" "03" "0213" "0212"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "0212" "0213" "0212" "0212" "0212" "0212"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "0212" "03" "0213" "03" "03" "0213"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "0212" "0212" "03" "0213" "0212" "03"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "0212" "0212" "0213" "0212" "0212" "0212"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "0212" "0212" "03" "0212" "0212" "03"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "0212" "0212" "0212" "0212" "03" "0212"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "0213" "0212" "0212" "03" "03" "0212"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "0212" "03" "0212" "03" "0211" "0212"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "0212" "0211" "0211" "0212" "0212" "0212"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "0212" "03" "024" "0212" "0212" "03"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "03" "024" "0212" "0212" "024" "03"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "03" "03" "03" "03" "03" "024"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "024" "024" "024" "03" "03" "03"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "024" "024" "024" "03" "03" "024"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "03" "0211" "024" "03" "024" "0211"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "024" "03" "024" "0211" "024" "03"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "024" "024" "024" "024" "03" "03"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "024" "0211" "024" "024" "03" "024"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "024" "024" "024" "03" "024" "024"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "024" "03" "024" "024" "024" "024"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "03" "024" "024" "024" "024" "024"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "024" "024" "024" "024" "024" "024"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "024" "024" "024" "024" "024" "024"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "024" "024" "024" "024" "024" "024"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "024" "024" "024" "024" "03" "024"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "024" "0211" "024" "024" "0211" "024"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "0211" "024" "024" "024" "024" "024"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "0211" "024" "024" "0211" "024" "0211"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "024" "0211" "024" "0211" "0211" "0211"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "024" "0211" "0211" "0211" "0211" "024"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "024" "0211" "0211" "024" "024" "024"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "0211" "0211" "0211" "024" "024" "0211"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "0211" "024" "024" "024" "024" "024"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "024" "024" "024" "024" "0211" "024"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "024" "024" "024" "024" "024" "024"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "024" "024" "024" "024" "024" "024"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "0211" "023" "024" "024" "0211" "024"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "024" "0211" "024" "0212" "024" "024"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "024" "024" "0211" "024" "024" "024"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "024" "024" "0211" "0211" "024" "024"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "0211" "024" "024" "024" "024" "0211"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "0212" "024" "024" "0211" "024" "024"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "0211" "024" "024" "0211" "024" "024"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "024" "024" "024" "0211" "0211" "024"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "0211" "0211" "0211" "0211" "0211" "0211"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "0211" "03" "03" "03" "03" "03"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "03" "03" "03" "03" "03" "03"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "03" "03" "03" "03" "03" "03"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "03" "03" "03" "01" "03" "03"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "03" "03" "03" "03" "03" "03"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "03" "03" "03" "03" "03" "03"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "03" "03" "03" "03" "03" "01"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "03" "03" "03" "03" "03" "03"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "01" "03" "03" "03" "03" "03"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "03" "03" "01" "03" "03" "03"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "03" "03" "03" "024" "024" "03"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "03" "03" "024" "03" "03" "03"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "03" "01" "03" "03" "03" "03"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "03" "03" "024" "03" "03" "03"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "03" "03" "03" "03" "024" "03"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "03" "024" "03" "03" "03" "01"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "03" "03" "03" "03" "03" "03"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "03" "03" "03" "024" "03" "03"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "03" "03" "03" "03" "03" "03"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "024" "03" "03" "03" "03" "024"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "024" "024" "024" "03" "01" "03"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "03" "03" "03" "03" "03" "03"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "03" "03" "03" "03" "03" "03"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "03" "024" "03" "03" "03" "024"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "03" "03" "03" "024" "024" "024"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "03" "03" "03" "01" "03" "024"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "03" "03" "03" "03" "03" "03"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "024" "024" "03" "024" "024" "024"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "024" "024" "022" "03" "03" "03"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "03" "03" "03" "03" "03" "03"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "03" "03" "024" "024" "03" "03"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "03" "03" "03" "024" "03" "03"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "03" "03" "03" "024" "024" "03"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "024" "024" "03" "022" "024" "024"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "024" "024" "024" "03" "03" "024"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "024" "03" "024" "024" "03" "024"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "03" "024" "024" "024" "03" "024"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "022" "024" "024" "03" "03" "03"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "03" "024" "024" "024" "022" "024"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "024" "024" "024" "024" "03" "03"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "024" "024" "03" "024" "03" "024"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "024" "024" "024" "024" "024" "024"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "024" "022" "024" "024" "024" "024"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "024" "024" "01" "01" "01" "01"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "01" "01" "01" "01" "01" "01"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "01" "01" "01" "01" "01" "01"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "01" "01" "01" "01" "01" "01"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "022" "01" "01" "01" "01" "01"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "01" "01" "01" "01" "01" "022"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "01" "023" "01" "01" "01" "01"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "03" "01" "03" "01" "01" "01"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "01" "022" "01" "01" "01" "01"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "03" "01" "01" "01" "01" "01"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "01" "01" "01" "01" "01" "01"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "01" "01" "01" "024" "022" "01"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "01" "01" "01" "01" "01" "01"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "03" "01" "01" "01" "01" "01"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "01" "01" "01" "01" "01" "01"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "01" "01" "01" "01" "01" "03"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "01" "01" "01" "03" "01" "01"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "03" "022" "01" "01" "01" "01"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "01" "01" "01" "022" "01" "01"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "01" "01" "01" "01" "01" "022"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "01" "01" "01" "03" "01" "01"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "01" "03" "01" "01" "01" "01"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "01" "01" "01" "01" "03" "01"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "01" "022" "01" "01" "01" "01"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "01" "01" "01" "01" "01" "022"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "01" "01" "01" "01" "01" "01"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "01" "01" "01" "01" "03" "01"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "01" "01" "01" "01" "01" "03"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "01" "01" "01" "01" "01" "01"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "01" "01" "01" "01" "03" "01"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "01" "01" "01" "01" "01" "01"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "01" "01" "01" "01" "01" "01"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "01" "01" "01" "01" "01" "01"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "022" "01" "01" "01" "01" "01"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "01" "01" "01" "01" "022" "01"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "022" "01" "01" "01" "01" "01"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "01" "03" "03" "01" "01" "01"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "01" "01" "01" "01" "01" "03"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "01" "01" "01" "01" "01" "03"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "01" "022" "01" "01" "01" "01"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "01" "01" "01" "01" "01" "01"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "01" "01" "01" "03" "01" "01"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "01" "01" "01" "01" "01" "03"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "01" "01" "01" "01" "01" "01"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "022" "01" "01" "01" "01" "01"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "01" "01" "01" "01" "01" "01"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "01" "01" "01" "01" "01" "03"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "03" "01" "01" "01" "01" "01"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "01" "03" "01" "01" "01" "01"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "01" "01" "01" "01" "01" "01"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "01" "01" "01" "01" "01" "01"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "01" "01" "01" "01" "01" "01"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "01" "01" "03" "01" "01" "01"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "01" "01" "01" "01" "01" "03"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "01" "01" "01" "01" "03" "01"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "01" "01" "01" "01" "03" "01"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "01" "01" "01" "01" "03" "03"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "01" "01" "01" "022" "01" "01"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "03" "03" "01" "01" "01" "01"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "01" "01" "01" "01" "01" "01"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "01" "01" "01" "01" "01" "022"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "01" "03" "01" "01" "01" "01"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "01" "01" "01" "01" "01" "03"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "01" "01" "01" "01" "01" "03"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "01" "01" "01" "01" "01" "01"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "03" "01" "01" "01" "01" "01"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "01" "01" "01" "01" "01" "01"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "01" "01" "03" "01" "022" "01"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "01" "03" "01" "01" "01" "01"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "01" "01" "01" "01" "01" "01"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "01" "01" "03" "01" "01" "01"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "01" "01" "01" "01" "01" "01"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "01" "01" "01" "01" "01" "01"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "01" "01" "01" "01" "01" "01"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "01" "01" "01" "01" "01" "01"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "01" "01" "03" "01" "01" "01"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "01" "01" "01" "01" "01" "01"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "01" "01" "01" "01" "01" "01"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "01" "01" "01" "01" "01" "01"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "01" "01" "01" "01" "01" "01"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "01" "01" "01" "01" "01" "01"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "01" "01" "01" "01" "01" "01"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "01" "01" "03" "01" "01" "01"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "01" "01" "01" "01" "01" "01"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "01" "01" "01" "01" "03" "01"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "01" "01" "01" "01" "01" "01"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "01" "01" "01" "01" "01" "01"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "01" "01" "01" "03" "01" "01"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "01" "01" "01" "01" "01" "01"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "01" "01" "01" "01" "03" "01"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "01" "01" "01" "01" "01" "01"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "01" "01" "01" "01" "01" "01"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "01" "01" "01" "01" "01" "01"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "01" "03" "01" "01" "01" "01"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "01" "01" "01" "03" "01" "01"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "01" "01" "01" "01" "01" "01"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "01" "01" "03" "03" "01" "01"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "01" "01" "01" "01" "01" "01"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "01" "023" "01" "01" "01" "01"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "01" "01" "03" "01" "01" "01"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "01" "01" "01" "01" "01" "01"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "01" "01" "01" "01" "01" "01"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "01" "01" "01" "01" "01" "01"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "01" "01" "01" "01" "01"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 6647))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "023" "023" "023" "023" "023" "023"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "023" "023" "023" "023" "023" "023"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "023" "023" "023" "023" "023" "023"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "021" "023" "023" "022" "023" "023"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "021" "023" "023" "023" "023" "023"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "021" "023" "023" "022" "023" "023"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "023" "023" "023" "023" "023" "023"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "023" "022" "023" "022" "022" "023"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "023" "023" "03" "022" "03" "023"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "023" "023" "021" "023" "023" "023"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "022" "022" "023" "023" "022" "023"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "023" "023" "023" "023" "023" "022"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "023" "023" "023" "023" "023" "023"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "023" "023" "023" "023" "022" "03"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "022" "023" "023" "023" "023" "023"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "023" "023" "023" "023" "023" "022"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "023" "022" "023" "022" "022" "022"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "023" "022" "01" "022" "022" "022"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "022" "023" "022" "023" "023" "022"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "022" "022" "023" "022" "023" "022"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "023" "022" "023" "023" "022" "023"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "03" "01" "023" "022" "022" "022"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "023" "022" "023" "022" "022" "021"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "01" "03" "022" "022" "022" "022"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "022" "022" "022" "022" "022" "022"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "023" "022" "022" "022" "022" "03"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "03" "03" "023" "022" "023" "021"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "023" "023" "023" "023" "023" "023"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "023" "023" "023" "023" "023" "023"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "021" "022" "023" "024" "023" "021"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "023" "023" "022" "022" "022" "023"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "022" "022" "022" "022" "022" "022"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "022" "022" "024" "023" "024" "023"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "022" "01" "01" "023" "03" "01"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "01" "01" "03" "01" "03" "01"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "01" "03" "03" "03" "01" "03"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "022" "024" "01" "022" "03" "03"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "022" "03" "03" "03" "022" "03"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "01" "022" "022" "022" "022" "022"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "01" "03" "03" "03" "01" "03"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "03" "022" "03" "01" "03" "03"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "03" "03" "03" "01" "03" "022"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "01" "01" "03" "01" "022" "03"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "03" "01" "03" "01" "03" "03"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "03" "03" "01" "03" "03" "03"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "03" "01" "023" "022" "03" "03"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "01" "03" "01" "01" "01" "022"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "022" "03" "03" "022" "023" "03"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "022" "022" "023" "021" "021" "023"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "021" "021" "022" "021" "023" "023"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "021" "023" "021" "021" "021" "023"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "021" "021" "022" "023" "021" "021"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "023" "03" "021" "021" "023" "021"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "021" "023" "021" "021" "03" "03"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "023" "021" "021" "021" "021" "021"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "021" "021" "021" "022" "023" "021"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "021" "023" "021" "024" "023" "021"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "022" "03" "022" "03" "021" "021"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "023" "022" "022" "021" "022" "022"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "03" "023" "021" "03" "01" "01"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "03" "01" "023" "03" "022" "022"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "022" "03" "03" "022" "022" "022"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "01" "03" "022" "03" "022" "03"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "03" "022" "023" "03" "022" "021"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "023" "023" "022" "03" "03" "022"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "022" "022" "03" "024" "022" "022"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "03" "022" "01" "03" "03" "03"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "022" "022" "03" "022" "022" "03"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "03" "03" "03" "01" "01" "022"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "01" "022" "022" "03" "03" "023"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "022" "022" "03" "03" "022" "03"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "022" "022" "022" "03" "03" "03"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "023" "03" "022" "022" "03" "022"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "023" "024" "03" "03" "03" "022"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "03" "03" "01" "022" "03" "03"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "024" "022" "03" "03" "01" "03"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "01" "03" "03" "03" "022" "03"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "03" "03" "01" "01" "03" "01"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "021" "023" "021" "03" "023" "023"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "023" "022" "03" "01" "01" "023"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "022" "022" "022" "023" "03" "022"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "022" "03" "022" "022" "022" "022"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "023" "03" "021" "021" "023" "022"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "022" "023" "023" "021" "022" "022"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "021" "021" "022" "023" "021" "021"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "03" "03" "03" "023" "021" "022"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "03" "021" "03" "021" "03" "01"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "03" "03" "03" "01" "03" "01"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "03" "03" "01" "03" "03" "03"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "022" "01" "022" "03" "03" "03"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "03" "023" "03" "022" "03" "022"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "022" "022" "022" "022" "023" "021"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "022" "022" "022" "023" "022" "023"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "022" "022" "022" "023" "023" "022"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "022" "022" "022" "022" "022" "03"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "022" "022" "023" "023" "022" "022"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "022" "022" "022" "022" "022" "03"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "022" "022" "022" "022" "022" "03"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "022" "022" "022" "03" "022" "022"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "022" "022" "022" "022" "022" "022"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "022" "022" "021" "022" "022" "022"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "022" "023" "022" "022" "023" "023"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "022" "022" "03" "022" "022" "022"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "024" "022" "022" "023" "022" "022"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "022" "022" "022" "022" "022" "022"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "03" "022" "03" "01" "022" "03"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "022" "03" "01" "01" "024" "03"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "03" "01" "03" "03" "03" "022"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "022" "022" "03" "03" "03" "03"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "022" "03" "01" "022" "022" "01"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "03" "022" "022" "022" "03" "03"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "022" "022" "022" "022" "022" "022"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "022" "022" "022" "022" "022" "022"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "022" "022" "03" "03" "03" "03"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "03" "03" "03" "03" "03" "03"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "03" "03" "03" "03" "03" "021"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "03" "03" "03" "03" "03" "03"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "03" "03" "03" "03" "03" "03"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "024" "03" "021" "03" "03" "03"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "03" "03" "03" "03" "03" "03"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "03" "03" "03" "03" "021" "03"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "03" "03" "021" "03" "021" "021"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "021" "021" "03" "03" "023" "03"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "03" "03" "03" "03" "021" "03"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "03" "021" "03" "03" "03" "024"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "03" "03" "03" "03" "03" "03"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "03" "03" "03" "03" "03" "03"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "03" "03" "03" "03" "024" "03"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "03" "03" "03" "03" "03" "03"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "03" "03" "03" "03" "03" "03"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "024" "03" "03" "03" "03" "024"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "03" "024" "03" "03" "024" "03"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "03" "03" "03" "03" "021" "03"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "03" "03" "03" "03" "03" "03"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "03" "03" "03" "03" "03" "03"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "03" "03" "03" "03" "03" "03"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "03" "03" "03" "03" "03" "03"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "03" "03" "03" "03" "03" "021"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "03" "03" "03" "03" "03" "024"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "021" "024" "021" "021" "024" "021"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "021" "021" "024" "021" "021" "024"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "021" "021" "021" "021" "021" "021"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "021" "03" "021" "03" "021" "021"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "021" "021" "024" "021" "021" "021"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "03" "021" "021" "021" "021" "021"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "021" "03" "024" "03" "021" "021"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "03" "024" "021" "021" "021" "024"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "021" "021" "021" "021" "021" "024"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "021" "021" "021" "021" "021" "021"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "021" "021" "021" "021" "021" "021"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "021" "021" "021" "021" "021" "021"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "021" "021" "021" "021" "021" "021"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "021" "021" "021" "021" "021" "021"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "021" "021" "021" "021" "021" "021"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "021" "021" "021" "021" "021" "021"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "021" "021" "021" "021" "021" "021"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "021" "021" "021" "021" "021" "021"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "021" "021" "021" "021" "021" "021"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "021" "021" "021" "021" "021" "021"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "021" "021" "021" "021" "021" "021"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "021" "021" "03" "021" "021" "021"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "021" "021" "021" "021" "021" "021"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "021" "021" "021" "03" "03" "021"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "021" "021" "021" "021" "021" "021"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "021" "03" "03" "03" "021" "021"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "021" "021" "021" "021" "021" "021"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "021" "03" "021" "03" "03" "021"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "021" "021" "03" "021" "021" "03"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "021" "021" "021" "021" "021" "021"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "021" "021" "03" "021" "021" "03"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "021" "021" "021" "021" "03" "021"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "021" "021" "021" "03" "03" "021"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "021" "03" "021" "03" "021" "021"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "021" "021" "021" "021" "021" "021"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "021" "03" "024" "021" "021" "03"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "03" "024" "021" "021" "024" "03"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "03" "03" "03" "03" "03" "024"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "024" "024" "024" "03" "03" "03"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "024" "024" "024" "03" "03" "024"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "03" "021" "024" "03" "024" "021"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "024" "03" "024" "021" "024" "03"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "024" "024" "024" "024" "03" "03"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "024" "021" "024" "024" "03" "024"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "024" "024" "024" "03" "024" "024"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "024" "03" "024" "024" "024" "024"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "03" "024" "024" "024" "024" "024"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "024" "024" "024" "024" "024" "024"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "024" "024" "024" "024" "024" "024"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "024" "024" "024" "024" "024" "024"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "024" "024" "024" "024" "03" "024"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "024" "021" "024" "024" "021" "024"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "021" "024" "024" "024" "024" "024"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "021" "024" "024" "021" "024" "021"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "024" "021" "024" "021" "021" "021"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "021" "021" "021" "021" "021" "021"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "021" "021" "021" "021" "021" "021"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "021" "021" "021" "021" "021" "021"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "024" "021" "021" "021" "021" "024"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "024" "021" "021" "024" "024" "024"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "021" "021" "021" "024" "024" "021"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "021" "024" "024" "024" "024" "024"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "024" "024" "024" "024" "021" "024"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "024" "024" "024" "024" "024" "024"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "024" "024" "024" "024" "024" "024"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "021" "023" "024" "024" "021" "024"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "024" "021" "024" "021" "024" "024"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "024" "024" "021" "024" "024" "024"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "024" "024" "021" "021" "024" "024"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "021" "024" "024" "024" "024" "021"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "021" "024" "024" "021" "024" "024"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "021" "024" "024" "021" "024" "024"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "024" "024" "024" "024" "024" "024"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "024" "024" "024" "021" "021" "024"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "021" "021" "021" "021" "021" "021"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "021" "03" "03" "03" "03" "03"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "03" "03" "03" "03" "03" "03"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "03" "03" "03" "03" "03" "03"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "03" "03" "03" "01" "03" "03"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "03" "03" "03" "03" "03" "03"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "03" "03" "03" "03" "03" "03"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "03" "03" "03" "03" "03" "01"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "03" "03" "03" "03" "03" "03"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "01" "03" "03" "03" "03" "03"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "03" "03" "01" "03" "03" "03"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "03" "03" "03" "024" "024" "03"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "03" "03" "024" "03" "03" "03"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "03" "01" "03" "03" "03" "03"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "03" "03" "024" "03" "03" "03"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "03" "03" "03" "03" "024" "03"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "03" "024" "03" "03" "03" "01"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "03" "03" "03" "03" "03" "03"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "03" "03" "03" "024" "03" "03"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "03" "03" "03" "03" "03" "03"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "024" "03" "03" "03" "03" "024"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "024" "024" "024" "03" "01" "03"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "03" "03" "03" "03" "03" "03"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "03" "03" "03" "03" "03" "03"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "03" "024" "03" "03" "03" "024"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "03" "03" "03" "024" "024" "024"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "03" "03" "03" "01" "03" "024"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "03" "03" "03" "03" "03" "03"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "024" "024" "03" "024" "024" "024"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "024" "024" "022" "03" "03" "03"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "03" "03" "03" "03" "03" "03"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "03" "03" "024" "024" "03" "03"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "03" "03" "03" "024" "03" "03"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "03" "03" "03" "024" "024" "03"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "024" "024" "03" "022" "024" "024"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "024" "024" "024" "03" "03" "024"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "024" "03" "024" "024" "03" "024"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "03" "024" "024" "024" "03" "024"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "022" "024" "024" "03" "03" "03"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "03" "024" "024" "024" "022" "024"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "024" "024" "024" "024" "03" "03"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "024" "024" "03" "024" "03" "024"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "024" "024" "024" "024" "024" "024"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "024" "024" "024" "024" "024" "024"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "024" "022" "024" "024" "024" "024"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "024" "024" "01" "01" "01" "01"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "01" "01" "01" "01" "01" "01"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "01" "01" "01" "01" "01" "01"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "01" "01" "01" "01" "01" "01"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "022" "01" "01" "01" "01" "01"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "01" "01" "01" "01" "01" "022"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "01" "023" "01" "01" "01" "01"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "03" "01" "03" "01" "01" "01"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "01" "022" "01" "01" "01" "01"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "03" "01" "01" "01" "01" "01"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "01" "01" "01" "01" "01" "01"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "01" "01" "01" "024" "022" "01"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "01" "01" "01" "01" "01" "01"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "03" "01" "01" "01" "01" "01"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "01" "01" "01" "01" "01" "01"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "01" "01" "01" "01" "01" "03"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "01" "01" "01" "03" "01" "01"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "03" "022" "01" "01" "01" "01"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "01" "01" "01" "022" "01" "01"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "01" "01" "01" "01" "01" "022"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "01" "01" "01" "03" "01" "01"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "01" "03" "01" "01" "01" "01"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "01" "01" "01" "01" "03" "01"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "01" "022" "01" "01" "01" "01"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "01" "01" "01" "01" "01" "022"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "01" "01" "01" "01" "01" "01"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "01" "01" "01" "01" "03" "01"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "01" "01" "01" "01" "01" "03"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "01" "01" "01" "01" "01" "01"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "01" "01" "01" "01" "03" "01"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "01" "01" "01" "01" "01" "01"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "01" "01" "01" "01" "01" "01"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "01" "01" "01" "01" "01" "01"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "022" "01" "01" "01" "01" "01"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "01" "01" "01" "01" "022" "01"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "022" "01" "01" "01" "01" "01"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "01" "03" "03" "01" "01" "01"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "01" "01" "01" "01" "01" "03"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "01" "01" "01" "01" "01" "03"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "01" "022" "01" "01" "01" "01"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "01" "01" "01" "01" "01" "01"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "01" "01" "01" "03" "01" "01"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "01" "01" "01" "01" "01" "03"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "01" "01" "01" "01" "01" "01"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "022" "01" "01" "01" "01" "01"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "01" "01" "01" "01" "01" "01"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "01" "01" "01" "01" "01" "03"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "03" "01" "01" "01" "01" "01"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "01" "03" "01" "01" "01" "01"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "01" "01" "01" "01" "01" "01"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "01" "01" "01" "01" "01" "01"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "01" "01" "01" "01" "01" "01"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "01" "01" "03" "01" "01" "01"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "01" "01" "01" "01" "01" "03"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "01" "01" "01" "01" "03" "01"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "01" "01" "01" "01" "03" "01"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "01" "01" "01" "01" "03" "03"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "01" "01" "01" "022" "01" "01"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "03" "03" "01" "01" "01" "01"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "01" "01" "01" "01" "01" "01"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "01" "01" "01" "01" "01" "022"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "01" "03" "01" "01" "01" "01"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "01" "01" "01" "01" "01" "03"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "01" "01" "01" "01" "01" "03"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "01" "01" "01" "01" "01" "01"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "03" "01" "01" "01" "01" "01"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "01" "01" "01" "01" "01" "01"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "01" "01" "03" "01" "022" "01"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "01" "03" "01" "01" "01" "01"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "01" "01" "01" "01" "01" "01"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "01" "01" "03" "01" "01" "01"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "01" "01" "01" "01" "01" "01"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "01" "01" "01" "01" "01" "01"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "01" "01" "01" "01" "01" "01"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "01" "01" "01" "01" "01" "01"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "01" "01" "03" "01" "01" "01"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "01" "01" "01" "01" "01" "01"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "01" "01" "01" "01" "01" "01"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "01" "01" "01" "01" "01" "01"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "01" "01" "01" "01" "01" "01"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "01" "01" "01" "01" "01" "01"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "01" "01" "01" "01" "01" "01"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "01" "01" "03" "01" "01" "01"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "01" "01" "01" "01" "01" "01"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "01" "01" "01" "01" "03" "01"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "01" "01" "01" "01" "01" "01"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "01" "01" "01" "01" "01" "01"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "01" "01" "01" "03" "01" "01"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "01" "01" "01" "01" "01" "01"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "01" "01" "01" "01" "03" "01"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "01" "01" "01" "01" "01" "01"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "01" "01" "01" "01" "01" "01"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "01" "01" "01" "01" "01" "01"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "01" "03" "01" "01" "01" "01"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "01" "01" "01" "03" "01" "01"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "01" "01" "01" "01" "01" "01"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "01" "01" "03" "03" "01" "01"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "01" "01" "01" "01" "01" "01"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "01" "023" "01" "01" "01" "01"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "01" "01" "03" "01" "01" "01"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "01" "01" "01" "01" "01" "01"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "01" "01" "01" "01" "01" "01"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "01" "01" "01" "01" "01" "01"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "01" "01" "01" "01" "01"
get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 7613))
#> 1772071015_C02 1772071017_G12 1772071017_A05 1772071014_B06 1772067065_H06 1772071017_E02
#> "02" "02" "02" "02" "02" "02"
#> 1772067065_B07 1772067060_B09 1772071014_E04 1772071015_D04 1772071015_C11 1772071017_D04
#> "02" "02" "02" "02" "02" "02"
#> 1772071017_D06 1772067082_D07 1772071017_F09 1772071017_A09 1772067094_C05 1772067059_B06
#> "02" "02" "02" "02" "02" "02"
#> 1772067096_E05 1772066089_C05 1772067094_F04 1772071045_A01 1772071015_C08 1772071045_D06
#> "02" "02" "02" "02" "02" "02"
#> 1772071017_A03 1772071017_F07 1772071017_E06 1772067066_C10 1772071017_B05 1772071014_E06
#> "02" "02" "02" "02" "02" "02"
#> 1772067058_D11 1772071014_B04 1772067066_B09 1772071017_E10 1772071015_B08 1772071014_C11
#> "02" "02" "02" "02" "02" "02"
#> 1772067066_E10 1772067065_F11 1772071014_H11 1772071017_B11 1772071014_A07 1772071017_B03
#> "02" "02" "02" "02" "02" "02"
#> 1772071015_B04 1772071014_D03 1772067065_D06 1772067066_H08 1772067096_G11 1772071017_G11
#> "02" "02" "02" "02" "02" "02"
#> 1772067054_E12 1772067083_B12 1772067054_G01 1772067096_A02 1772067093_H05 1772067083_B09
#> "02" "02" "03" "02" "03" "02"
#> 1772071014_H12 1772067082_H11 1772067094_D06 1772071015_F03 1772071015_B11 1772071014_G10
#> "02" "02" "02" "02" "02" "02"
#> 1772067066_B07 1772067065_G01 1772071015_F07 1772067065_E07 1772071015_C10 1772067063_E06
#> "02" "02" "02" "02" "02" "02"
#> 1772067065_A11 1772071015_G12 1772067058_D07 1772067065_D01 1772071015_A02 1772071014_F01
#> "02" "02" "02" "02" "02" "02"
#> 1772071015_D06 1772071017_B02 1772071017_D07 1772071017_A11 1772071017_B01 1772071017_C07
#> "02" "02" "02" "02" "02" "02"
#> 1772071015_H11 1772071014_A05 1772071017_A10 1772071017_C08 1772071017_B09 1772067066_A09
#> "02" "02" "02" "02" "02" "03"
#> 1772067065_A12 1772071015_G04 1772067066_B02 1772071015_E06 1772067064_E04 1772071015_C01
#> "02" "02" "02" "02" "02" "02"
#> 1772071014_F06 1772071017_D10 1772071017_C05 1772071014_E05 1772071017_E04 1772058148_D08
#> "02" "02" "02" "02" "02" "02"
#> 1772067065_F07 1772062128_G08 1772066102_B02 1772063077_B03 1772062114_H03 1772066074_A03
#> "02" "02" "02" "02" "02" "02"
#> 1772066102_C09 1772062114_E02 1772063068_G07 1772062115_A12 1772062113_F08 1772066108_B02
#> "02" "02" "01" "02" "02" "02"
#> 1772066102_G06 1772067059_E03 1772071035_G04 1772066102_C06 1772067057_H02 1772062115_G05
#> "02" "02" "02" "02" "02" "02"
#> 1772066097_G03 1772063064_G08 1772067082_B01 1772066099_C04 1772071040_A12 1772063078_F01
#> "02" "02" "02" "02" "02" "02"
#> 1772067082_F03 1772071044_A03 1772067060_B04 1772071045_C11 1772067083_B10 1772066077_E08
#> "02" "02" "02" "02" "02" "02"
#> 1772063078_F12 1772062115_C05 1772066099_C11 1772063064_G03 1772071036_E09 1772062128_D11
#> "03" "01" "02" "02" "02" "02"
#> 1772067058_A12 1772063078_B02 1772066108_E06 1772066100_A12 1772066073_B03 1772067076_A06
#> "02" "02" "02" "02" "02" "02"
#> 1772062111_G03 1772063061_H03 1772066097_H05 1772067065_A02 1772066077_H12 1772062128_G04
#> "01" "03" "02" "02" "02" "02"
#> 1772062109_H03 1772063063_F01 1772062128_B10 1772063061_B03 1772063061_B05 1772058177_G09
#> "02" "02" "02" "02" "02" "02"
#> 1772066095_D02 1772066097_G12 1772066097_G02 1772066100_G07 1772066097_H01 1772071045_H03
#> "02" "02" "02" "02" "02" "03"
#> 1772067083_F08 1772067083_H01 1772066101_F04 1772067058_H12 1772067082_F02 1772067058_H05
#> "03" "03" "02" "02" "02" "02"
#> 1772071035_B09 1772071015_H07 1772071036_C02 1772066108_F04 1772071035_H02 1772062109_H07
#> "02" "02" "02" "02" "02" "02"
#> 1772067076_E03 1772067059_G10 1772067076_D04 1772066099_H06 1772066102_G12 1772071035_E07
#> "02" "02" "02" "02" "02" "02"
#> 1772066073_B02 1772067076_A03 1772066102_B11 1772066089_A01 1772066099_A01 1772067057_H04
#> "02" "02" "02" "02" "02" "02"
#> 1772066102_C11 1772071045_A10 1772066096_G01 1772066102_H10 1772066099_C12 1772071044_H10
#> "02" "02" "02" "02" "02" "02"
#> 1772067083_D10 1772066099_E04 1772066100_D08 1772066099_H02 1772066089_H04 1772066089_B06
#> "02" "02" "02" "02" "02" "02"
#> 1772066102_G08 1772066102_A04 1772066097_B06 1772067076_E04 1772066097_C06 1772067057_D12
#> "02" "02" "02" "02" "02" "02"
#> 1772066100_A05 1772066101_F03 1772071014_A06 1772071015_A11 1772071015_C09 1772063071_A06
#> "02" "01" "01" "02" "03" "01"
#> 1772058148_F09 1772067066_H09 1772067065_G10 1772071015_A05 1772067065_B10 1772067065_A01
#> "01" "01" "03" "01" "03" "01"
#> 1772062128_F10 1772071017_H06 1772071014_A12 1772067065_F08 1772058148_H04 1772066102_B06
#> "01" "03" "03" "03" "01" "03"
#> 1772063077_H05 1772067076_A12 1772067065_B12 1772067065_G11 1772067066_A10 1772067066_E02
#> "02" "02" "01" "02" "03" "03"
#> 1772067066_A11 1772067065_B09 1772067065_F10 1772063063_H03 1772071017_A01 1772067066_D04
#> "02" "03" "03" "03" "02" "03"
#> 1772067065_G12 1772071017_G05 1772071017_D12 1772071015_A01 1772071017_H10 1772063070_B10
#> "01" "02" "02" "02" "02" "02"
#> 1772063065_C02 1772071015_E10 1772067082_B09 1772062115_H01 1772071041_B06 1772066090_C05
#> "01" "03" "03" "03" "01" "03"
#> 1772067096_F07 1772071015_F05 1772067083_G04 1772062115_G06 1772071015_G09 1772066095_F07
#> "03" "02" "03" "01" "03" "03"
#> 1772071017_G02 1772062111_C11 1772058148_H03 1772066100_D06 1772071017_C10 1772071014_B10
#> "03" "03" "03" "01" "03" "02"
#> 1772062128_G06 1772067057_A08 1772063068_F12 1772063074_E11 1772066100_D04 1772066100_F03
#> "01" "01" "03" "01" "02" "03"
#> 1772067093_D01 1772066100_E01 1772067073_C01 1772067083_B11 1772067054_F12 1772058177_D04
#> "03" "01" "03" "01" "03" "03"
#> 1772067082_H03 1772071017_D01 1772067094_H08 1772067096_A01 1772058148_H08 1772067093_F03
#> "03" "03" "01" "03" "03" "03"
#> 1772071015_E08 1772067083_C02 1772066100_H07 1772071014_C04 1772067096_G05 1772071017_A08
#> "03" "01" "02" "02" "03" "03"
#> 1772066097_G04 1772067094_A09 1772067082_D05 1772067082_B03 1772063064_B06 1772067082_D04
#> "01" "03" "01" "01" "01" "02"
#> 1772067065_A08 1772066100_F08 1772067082_C02 1772067082_B02 1772067093_H07 1772071017_A06
#> "02" "03" "03" "02" "02" "03"
#> 1772071014_F12 1772071014_E02 1772067069_H02 1772063071_B07 1772067073_F04 1772067069_A03
#> "02" "02" "02" "02" "02" "02"
#> 1772067066_E04 1772067063_C05 1772067069_C12 1772067064_C12 1772071041_F07 1772071040_B04
#> "02" "02" "02" "02" "02" "02"
#> 1772067063_E09 1772067070_D04 1772067064_C07 1772067069_A11 1772067064_H09 1772071040_B01
#> "02" "02" "02" "02" "02" "02"
#> 1772067064_B04 1772063063_E12 1772067069_D10 1772062109_B03 1772067064_C09 1772067064_D02
#> "02" "02" "02" "02" "02" "02"
#> 1772067069_H10 1772071017_G01 1772067063_B02 1772060240_A07 1772067073_A01 1772067064_B01
#> "02" "03" "02" "02" "02" "02"
#> 1772067074_A06 1772062116_B04 1772071041_G09 1772067069_B02 1772067070_C01 1772067070_A03
#> "02" "02" "02" "02" "03" "03"
#> 1772071017_C06 1772067064_B05 1772067073_C12 1772067064_C02 1772067070_G11 1772067074_F07
#> "02" "02" "02" "02" "02" "02"
#> 1772067069_G06 1772067070_F07 1772071041_H11 1772067066_A06 1772071040_G08 1772067064_G02
#> "02" "02" "02" "02" "02" "02"
#> 1772071040_E01 1772067070_F03 1772067074_D05 1772067069_G03 1772067070_E11 1772071017_D11
#> "02" "02" "02" "02" "02" "02"
#> 1772071041_E12 1772071041_F09 1772071041_D09 1772071041_H12 1772067073_F08 1772071041_D04
#> "02" "03" "02" "03" "02" "02"
#> 1772071040_F05 1772071041_E01 1772071041_G07 1772071041_G03 1772071041_H09 1772071041_G08
#> "02" "02" "02" "02" "02" "02"
#> 1772067070_G08 1772067064_F02 1772067064_F01 1772063063_H02 1772063065_C11 1772063071_G03
#> "03" "02" "02" "03" "01" "01"
#> 1772063068_A01 1772063071_E06 1772071041_A04 1772063068_B01 1772063070_F03 1772063063_G11
#> "03" "01" "02" "03" "02" "02"
#> 1772063062_H11 1772063077_D06 1772071041_H10 1772063064_D02 1772067074_C05 1772067066_B03
#> "02" "03" "03" "02" "02" "02"
#> 1772063068_F11 1772067070_D06 1772067074_B09 1772063077_D12 1772067074_F03 1772071041_C05
#> "01" "03" "02" "03" "02" "03"
#> 1772067070_G12 1772071041_A02 1772067074_B01 1772062115_G01 1772067063_B12 1772067063_H04
#> "03" "02" "02" "03" "02" "02"
#> 1772067073_G09 1772067069_E04 1772067073_C04 1772063071_H01 1772063065_A10 1772063068_D04
#> "02" "02" "02" "03" "03" "02"
#> 1772067069_F05 1772063068_F07 1772063068_A02 1772063063_E04 1772063065_F02 1772067074_F12
#> "02" "02" "03" "02" "02" "02"
#> 1772067064_A01 1772063064_B11 1772062128_E10 1772063065_F03 1772060224_B06 1772071041_H05
#> "03" "02" "01" "03" "03" "03"
#> 1772062109_E06 1772071040_G09 1772071041_E10 1772062128_D07 1772062128_D10 1772063078_B12
#> "02" "02" "03" "02" "02" "03"
#> 1772071041_A06 1772060240_F12 1772063065_D04 1772062116_B11 1772063078_A04 1772063068_D03
#> "03" "03" "03" "01" "01" "02"
#> 1772062128_D12 1772063070_E01 1772062116_G05 1772063068_H12 1772063070_B11 1772071041_A05
#> "01" "02" "02" "03" "03" "02"
#> 1772060240_H05 1772063065_F04 1772063065_G10 1772067074_D10 1772071040_B12 1772063065_D12
#> "02" "02" "03" "03" "02" "03"
#> 1772063065_B02 1772067074_F10 1772060224_H02 1772063068_E06 1772071041_B01 1772060226_F11
#> "02" "02" "02" "03" "03" "03"
#> 1772067069_C08 1772063065_C08 1772062116_A06 1772063061_A05 1772063068_F02 1772060240_D06
#> "02" "03" "02" "02" "03" "02"
#> 1772063063_D11 1772062115_C11 1772071041_C10 1772060225_C12 1772063068_G11 1772067069_C05
#> "02" "02" "03" "03" "03" "02"
#> 1772063065_C09 1772063065_E02 1772063068_G10 1772067073_B04 1772067074_D08 1772071040_H01
#> "03" "03" "01" "02" "03" "03"
#> 1772063062_F07 1772062113_E01 1772063071_E07 1772063065_D02 1772063071_C08 1772063062_F05
#> "02" "02" "03" "03" "01" "03"
#> 1772063068_A06 1772066104_F10 1772058177_G10 1772063068_H01 1772067073_F10 1772063062_C04
#> "01" "03" "03" "03" "02" "03"
#> 1772062109_A11 1772063068_C10 1772063068_G04 1772063065_A03 1772062128_A09 1772063071_F08
#> "03" "03" "01" "01" "03" "01"
#> 1772067058_G11 1772071015_D07 1772071015_D08 1772067054_G11 1772067064_A12 1772067066_C03
#> "02" "02" "02" "03" "02" "02"
#> 1772066095_D06 1772062109_F09 1772067082_D08 1772060224_C03 1772071040_H03 1772067059_E04
#> "02" "02" "03" "01" "01" "02"
#> 1772067058_C12 1772066073_C01 1772067076_A05 1772067059_A05 1772067082_B12 1772066100_D12
#> "02" "02" "02" "02" "03" "02"
#> 1772067076_C01 1772067082_F05 1772067082_C10 1772067082_G07 1772066098_B05 1772066097_H07
#> "02" "03" "02" "02" "02" "02"
#> 1772066102_F02 1772063062_D03 1772067064_A11 1772067073_E06 1772071040_F10 1772071040_D11
#> "02" "03" "02" "02" "02" "02"
#> 1772062116_B02 1772071041_D08 1772067064_G12 1772062109_E09 1772067074_A02 1772067074_C04
#> "02" "02" "02" "02" "02" "02"
#> 1772071040_F06 1772067074_G06 1772067063_B09 1772071041_F02 1772067073_B06 1772067073_G04
#> "02" "02" "02" "02" "02" "02"
#> 1772067070_B11 1772062111_H10 1772067063_A01 1772071040_A11 1772071041_E04 1772062118_B11
#> "03" "03" "03" "02" "02" "02"
#> 1772067070_G04 1772071040_E02 1772071041_D11 1772071040_B06 1772067070_H11 1772063071_C01
#> "03" "02" "03" "02" "03" "01"
#> 1772062111_B01 1772063068_C01 1772060240_B10 1772060240_B01 1772066096_B04 1772060225_E01
#> "03" "03" "03" "01" "03" "01"
#> 1772063077_C12 1772063065_F01 1772062115_D01 1772062118_A01 1772063065_A01 1772067070_D10
#> "03" "03" "01" "03" "03" "03"
#> 1772071040_A01 1772063068_B10 1772067066_G02 1772063077_G04 1772063071_E01 1772067070_D05
#> "02" "01" "02" "03" "03" "03"
#> 1772062111_H11 1772071041_B12 1772063077_E05 1772067073_F02 1772062111_A09 1772063061_A10
#> "03" "02" "03" "02" "03" "02"
#> 1772062128_C12 1772063061_A03 1772063074_E06 1772063064_H01 1772071014_C08 1772067064_H05
#> "02" "02" "02" "02" "02" "02"
#> 1772063068_A12 1772062109_H06 1772062109_D03 1772067065_G07 1772062128_D01 1772071014_H02
#> "02" "02" "02" "02" "02" "02"
#> 1772063061_H04 1772062115_C09 1772063078_E02 1772063061_H12 1772063061_E05 1772058177_G03
#> "02" "02" "02" "02" "02" "02"
#> 1772063068_E07 1772063061_C11 1772063061_D11 1772063061_E06 1772063071_A03 1772058171_C07
#> "02" "02" "02" "02" "02" "03"
#> 1772063061_G12 1772062128_H06 1772062115_C08 1772063061_C02 1772063061_C06 1772063061_H01
#> "02" "02" "02" "02" "02" "02"
#> 1772063061_B06 1772063071_E12 1772058177_C10 1772058177_H05 1772063061_F06 1772058177_H07
#> "02" "02" "02" "02" "02" "03"
#> 1772058171_E01 1772063061_A02 1772063061_B01 1772063068_F09 1772063064_C02 1772063061_G01
#> "02" "02" "02" "02" "02" "03"
#> 1772063068_B04 1772063077_C06 1772063061_H08 1772062128_E06 1772063063_E11 1772063070_F01
#> "02" "02" "02" "03" "02" "02"
#> 1772063078_F03 1772062115_D06 1772063062_D12 1772062113_D06 1772063062_D06 1772062114_F10
#> "02" "02" "02" "02" "02" "02"
#> 1772063078_C04 1772063068_C12 1772062109_G11 1772062115_E09 1772063062_A03 1772062114_G07
#> "02" "02" "02" "02" "02" "02"
#> 1772062113_G03 1772067063_H06 1772062114_A02 1772062109_D07 1772062113_E03 1772067073_H12
#> "02" "02" "02" "02" "02" "02"
#> 1772062111_H03 1772067073_D11 1772063071_D09 1772063071_E09 1772062113_D03 1772063070_D11
#> "02" "02" "03" "02" "02" "02"
#> 1772067074_D06 1772063063_A07 1772062111_C10 1772071041_E08 1772063065_D09 1772062111_E07
#> "02" "02" "02" "02" "02" "02"
#> 1772067070_F11 1772063063_H04 1772067073_D12 1772071040_G12 1772062115_E10 1772063068_E12
#> "02" "02" "02" "02" "02" "02"
#> 1772060225_E04 1772063068_G01 1772063065_B10 1772063065_H05 1772060224_F11 1772062113_A04
#> "03" "02" "03" "01" "02" "03"
#> 1772071040_H08 1772063074_C06 1772063065_A08 1772063071_B03 1772067058_A05 1772063071_E05
#> "02" "03" "01" "01" "02" "03"
#> 1772062113_B05 1772063078_E04 1772063068_C02 1772063068_E08 1772063068_C05 1772063070_D09
#> "03" "01" "03" "03" "03" "02"
#> 1772063077_B04 1772062114_B06 1772063065_B05 1772063078_D10 1772063078_E06 1772063078_G09
#> "02" "02" "03" "03" "03" "03"
#> 1772063070_F09 1772063068_B07 1772063068_A07 1772062114_G09 1772060224_C05 1772063078_C10
#> "02" "03" "01" "02" "02" "01"
#> 1772062128_F12 1772060240_F09 1772062128_A11 1772060240_E07 1772060240_E09 1772060240_D04
#> "03" "02" "02" "02" "03" "03"
#> 1772063068_D02 1772063063_A02 1772063068_E03 1772060240_A02 1772060240_C06 1772060240_B09
#> "02" "02" "02" "02" "02" "02"
#> 1772060240_A05 1772060240_G02 1772063065_A06 1772063077_B02 1772063068_E02 1772063068_C11
#> "02" "02" "02" "02" "02" "02"
#> 1772063068_C06 1772063077_A07 1772067054_A04 1772066073_G02 1772066098_A07 1772067060_B12
#> "02" "02" "03" "03" "03" "03"
#> 1772067059_F12 1772067082_C12 1772067069_B11 1772067082_F04 1772066077_H11 1772071044_H04
#> "03" "03" "03" "03" "03" "03"
#> 1772067058_F04 1772066077_D08 1772066090_A08 1772067093_F09 1772066070_B03 1772071035_C06
#> "03" "03" "03" "03" "03" "02"
#> 1772071036_C05 1772067083_D06 1772066090_F10 1772066090_F06 1772071035_G06 1772071036_E02
#> "03" "03" "03" "03" "03" "03"
#> 1772067082_E08 1772066090_C03 1772066077_G03 1772067054_D06 1772067093_F07 1772067059_A07
#> "03" "03" "03" "03" "03" "03"
#> 1772067094_F06 1772066073_G06 1772071040_C06 1772071040_D07 1772062116_E12 1772066073_D09
#> "02" "03" "02" "03" "03" "03"
#> 1772067058_F12 1772066080_B06 1772066090_G07 1772066099_A12 1772067058_H04 1772067059_G08
#> "03" "03" "03" "03" "03" "03"
#> 1772067070_D03 1772071044_H01 1772062111_B08 1772066099_F07 1772067076_C05 1772071040_H11
#> "03" "03" "03" "03" "02" "03"
#> 1772066077_H01 1772066097_E07 1772067070_C07 1772071017_A02 1772062109_C04 1772071017_G07
#> "03" "03" "02" "03" "02" "02"
#> 1772067074_A09 1772071041_C06 1772067070_D09 1772067094_B06 1772067063_C06 1772063063_D03
#> "02" "02" "03" "03" "02" "03"
#> 1772071041_B09 1772067094_A03 1772067066_D09 1772071017_E11 1772071017_B07 1772060225_G12
#> "03" "03" "03" "03" "02" "03"
#> 1772071041_A09 1772067069_D09 1772066107_A06 1772066090_G08 1772066076_C06 1772066102_C12
#> "03" "02" "03" "03" "03" "02"
#> 1772066070_H06 1772066090_H06 1772066076_D09 1772066080_H01 1772066080_E04 1772066076_E02
#> "03" "03" "03" "03" "03" "03"
#> 1772066099_D09 1772066080_D06 1772066070_H11 1772067076_B12 1772066080_D10 1772066099_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772067076_F06 1772066108_H03 1772066077_A05 1772066076_D05 1772066076_A05 1772067059_B09
#> "03" "03" "03" "03" "03" "03"
#> 1772067076_C12 1772067060_E11 1772066070_F03 1772066102_B10 1772067054_A07 1772067096_G07
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E03 1772066108_D11 1772066070_A08 1772066076_D07 1772066097_G06 1772066090_H03
#> "03" "03" "03" "03" "02" "03"
#> 1772066090_E06 1772066102_D10 1772066070_C01 1772066090_F01 1772066070_C11 1772066077_D05
#> "03" "03" "03" "03" "03" "03"
#> 1772066070_E05 1772066070_C04 1772066100_B12 1772066097_G07 1772066070_E08 1772066077_E06
#> "03" "03" "03" "03" "03" "03"
#> 1772067096_H05 1772067082_D09 1772066074_C01 1772067096_E02 1772067096_G04 1772066102_H06
#> "02" "03" "03" "03" "03" "02"
#> 1772067094_A04 1772066080_B10 1772066090_C11 1772066077_A04 1772066077_H08 1772066070_A04
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_H07 1772067082_G01 1772066073_F08 1772066090_D11 1772067076_D08 1772067082_D01
#> "03" "02" "03" "03" "02" "03"
#> 1772067083_D02 1772067082_A11 1772066107_E06 1772067094_G06 1772066077_B01 1772066074_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_B04 1772066070_C06 1772066070_C05 1772066070_E12 1772066070_G05 1772066070_D08
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_G10 1772066090_A01 1772066070_B07 1772066090_D07 1772066100_A08 1772066107_G05
#> "03" "03" "03" "03" "02" "03"
#> 1772066070_H12 1772066077_G12 1772066070_F02 1772066077_B12 1772066089_C03 1772066077_C10
#> "03" "03" "03" "03" "03" "03"
#> 1772071044_G04 1772066090_H05 1772066090_B01 1772066090_F07 1772066108_E08 1772066107_C10
#> "03" "03" "03" "03" "03" "03"
#> 1772066070_C09 1772066077_F04 1772066090_G09 1772066090_A11 1772062116_F11 1772066070_G11
#> "03" "03" "03" "03" "03" "03"
#> 1772066077_G09 1772066073_E05 1772067094_C04 1772066070_B05 1772066073_G08 1772066077_C09
#> "03" "03" "03" "03" "03" "03"
#> 1772066107_A12 1772066074_F01 1772067096_D04 1772066070_C03 1772066080_D12 1772067096_F12
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E04 1772067054_C07 1772066089_A02 1772066070_H04 1772066107_E01 1772067096_C11
#> "03" "03" "03" "03" "03" "02"
#> 1772066070_F12 1772066107_B09 1772066070_E09 1772066090_C10 1772066070_H08 1772066099_C03
#> "03" "03" "03" "03" "03" "03"
#> 1772066090_E09 1772066070_F07 1772066070_D11 1772066089_D12 1772066090_C09 1772067094_D09
#> "03" "03" "03" "03" "03" "02"
#> 1772067059_A12 1772067096_A04 1772067058_G12 1772067076_D10 1772066102_G02 1772071035_A07
#> "02" "02" "02" "02" "02" "02"
#> 1772071045_F12 1772066099_D11 1772071044_G10 1772067076_A01 1772071045_F02 1772071045_G12
#> "02" "02" "02" "02" "02" "02"
#> 1772067076_A02 1772067054_D11 1772071036_D10 1772067094_H12 1772067058_F02 1772067096_D10
#> "02" "02" "02" "02" "02" "02"
#> 1772066099_A04 1772067094_F01 1772066108_H02 1772067094_G07 1772071036_F11 1772067094_H04
#> "02" "03" "02" "03" "02" "02"
#> 1772067096_C05 1772067096_C12 1772067054_D04 1772067094_H07 1772067058_G07 1772067094_H11
#> "02" "02" "02" "02" "02" "02"
#> 1772067096_H06 1772067059_E11 1772067096_E04 1772071044_E08 1772067094_F02 1772071035_D08
#> "03" "02" "02" "02" "02" "02"
#> 1772071036_H11 1772067094_A02 1772067054_G10 1772067093_H02 1772066102_A07 1772067058_E06
#> "02" "03" "02" "03" "02" "02"
#> 1772067093_A03 1772067058_G10 1772071036_H03 1772067096_B12 1772067094_A12 1772067096_A09
#> "03" "02" "02" "02" "02" "02"
#> 1772067060_E12 1772067094_C02 1772066102_D04 1772067054_B03 1772067058_B01 1772067082_G02
#> "02" "02" "02" "02" "02" "02"
#> 1772067054_E07 1772066096_D07 1772066095_C11 1772067054_H06 1772066073_E09 1772071044_A11
#> "02" "02" "02" "02" "02" "02"
#> 1772067059_H12 1772067058_E11 1772067060_C03 1772066073_H02 1772071035_H06 1772066080_C02
#> "02" "02" "02" "02" "02" "02"
#> 1772071045_B06 1772066095_E07 1772071036_F12 1772071044_A09 1772067059_D05 1772067058_A11
#> "02" "02" "02" "02" "02" "02"
#> 1772071044_E12 1772067076_D06 1772066076_H02 1772066099_A07 1772066074_B02 1772071044_A07
#> "02" "02" "02" "02" "02" "02"
#> 1772066077_B07 1772066080_H11 1772066099_B05 1772071044_F04 1772071036_B10 1772066107_G03
#> "02" "02" "02" "02" "02" "02"
#> 1772066099_G02 1772067057_D06 1772066076_H07 1772071035_A12 1772071044_B06 1772071035_C09
#> "02" "02" "02" "02" "02" "02"
#> 1772071045_A07 1772067058_F06 1772066099_D02 1772071036_E07 1772066089_C07 1772071045_F04
#> "02" "02" "02" "02" "02" "02"
#> 1772071036_C12 1772066107_B02 1772071036_A09 1772066080_F12 1772071035_H04 1772071036_G08
#> "02" "02" "02" "02" "02" "02"
#> 1772067057_G05 1772071036_A01 1772071035_F04 1772071036_C08 1772067059_G04 1772066074_C08
#> "02" "02" "02" "02" "02" "02"
#> 1772066102_B12 1772066107_A01 1772071036_D07 1772067054_A12 1772066080_F06 1772071035_C04
#> "02" "02" "02" "02" "02" "02"
#> 1772066107_H11 1772067059_D04 1772066074_E07 1772066107_E03 1772066107_E05 1772066077_A12
#> "02" "02" "02" "02" "02" "02"
#> 1772067059_G07 1772071036_D11 1772067058_B06 1772067059_C12 1772071045_H07 1772066107_H04
#> "02" "02" "02" "02" "02" "02"
#> 1772067058_C06 1772066077_D12 1772067096_H02 1772066107_F12 1772071036_E04 1772071044_D11
#> "02" "02" "03" "02" "02" "02"
#> 1772066077_G05 1772066107_H06 1772066077_E05 1772067058_E04 1772066107_H03 1772067057_E06
#> "02" "02" "02" "02" "02" "02"
#> 1772066077_E04 1772066107_G10 1772066077_G04 1772066077_D10 1772066077_B09 1772071036_C06
#> "02" "02" "02" "03" "03" "02"
#> 1772066077_F05 1772066090_C02 1772066077_C11 1772066077_A10 1772071035_G09 1772066107_B04
#> "02" "02" "02" "02" "02" "02"
#> 1772066077_D06 1772066077_E09 1772066077_E11 1772066077_C06 1772066076_D06 1772067094_E04
#> "02" "03" "03" "03" "02" "02"
#> 1772067058_C07 1772071035_E06 1772067060_A01 1772067083_B04 1772066077_C01 1772067057_C11
#> "02" "02" "02" "02" "02" "02"
#> 1772066103_E06 1772066107_D02 1772066107_E04 1772071045_A04 1772067058_H06 1772067059_H04
#> "02" "03" "02" "03" "03" "02"
#> 1772071036_H04 1772066090_B09 1772066077_C04 1772071035_D03 1772066077_D07 1772066107_A02
#> "02" "02" "03" "02" "02" "03"
#> 1772067060_G04 1772071036_G04 1772071036_C10 1772066096_E11 1772071036_B06 1772071036_B04
#> "02" "02" "02" "02" "02" "02"
#> 1772066107_A03 1772071036_C11 1772071044_H06 1772067059_D09 1772066073_F07 1772067094_E06
#> "02" "02" "03" "02" "02" "03"
#> 1772066076_D02 1772066103_C06 1772071036_B11 1772066089_C12 1772066090_C04 1772066104_H07
#> "02" "02" "02" "02" "03" "02"
#> 1772067059_E12 1772067076_C04 1772071036_A11 1772066107_C11 1772067059_G12 1772066103_A02
#> "02" "02" "02" "03" "03" "02"
#> 1772071036_A12 1772066107_A11 1772066077_F06 1772066096_G09 1772066076_B02 1772066096_E07
#> "02" "03" "02" "03" "02" "02"
#> 1772066103_D11 1772066108_H01 1772066096_B07 1772066096_D03 1772066102_A09 1772071045_D04
#> "02" "02" "02" "02" "02" "02"
#> 1772067054_E05 1772067094_H06 1772067058_H10 1772071044_G05 1772071044_C07 1772067082_C08
#> "02" "03" "02" "02" "02" "03"
#> 1772066073_E04 1772067058_A07 1772071036_B05 1772071045_H04 1772071044_E11 1772071044_G01
#> "03" "02" "02" "02" "02" "03"
#> 1772067096_G10 1772066098_H11 1772071035_E10 1772067094_B10 1772067093_C02 1772067058_C05
#> "03" "03" "03" "03" "03" "02"
#> 1772066101_B04 1772071045_G05 1772067076_F05 1772066073_E11 1772067096_H04 1772071044_H12
#> "02" "02" "02" "03" "03" "03"
#> 1772066096_B12 1772067059_E06 1772067060_E04 1772066097_F06 1772066096_A09 1772066100_B03
#> "02" "02" "02" "03" "03" "02"
#> 1772071044_F05 1772071035_D12 1772066095_C04 1772071045_E10 1772066080_A04 1772071035_H12
#> "03" "02" "02" "03" "02" "02"
#> 1772066103_D05 1772071044_F10 1772066073_G07 1772066096_H08 1772066101_D06 1772066073_A11
#> "02" "03" "02" "02" "02" "03"
#> 1772066070_A11 1772066080_A06 1772066107_G02 1772066101_C06 1772067060_E02 1772066089_A05
#> "02" "02" "02" "02" "02" "02"
#> 1772066089_A06 1772071035_D05 1772071035_B10 1772066108_E04 1772071035_A06 1772066096_F02
#> "02" "02" "02" "02" "03" "03"
#> 1772066070_B11 1772066108_C07 1772066098_G02 1772066096_D12 1772066080_A02 1772071035_G05
#> "02" "02" "02" "02" "03" "02"
#> 1772066107_C06 1772066107_B06 1772066096_D09 1772066095_F03 1772066095_G06 1772067059_C02
#> "02" "02" "02" "03" "02" "02"
#> 1772066076_F12 1772071035_F10 1772066099_C06 1772067057_C05 1772066102_F09 1772071035_D11
#> "02" "03" "02" "02" "02" "02"
#> 1772066074_F08 1772066076_D11 1772066073_D07 1772066077_C12 1772066107_H01 1772066070_B12
#> "03" "02" "02" "02" "02" "02"
#> 1772066076_B11 1772066080_G10 1772066076_F09 1772066080_C06 1772066108_G07 1772066096_E04
#> "02" "02" "02" "02" "02" "02"
#> 1772066070_F10 1772067057_H10 1772066070_A10 1772066095_E05 1772066101_C09 1772066101_G12
#> "02" "02" "02" "02" "02" "02"
#> 1772066108_G09 1772066089_A12 1772066099_G06 1772066070_H10 1772071036_A06 1772066089_E11
#> "02" "02" "02" "02" "02" "02"
#> 1772066089_H05 1772066089_F04 1772066098_E11 1772066096_C06 1772066076_G10 1772066080_A01
#> "02" "02" "02" "02" "02" "02"
#> 1772066096_A12 1772066101_E11 1772066097_F11 1772066095_G01 1772071036_E12 1772066096_C10
#> "02" "02" "02" "02" "02" "02"
#> 1772066077_A01 1772067076_C11 1772066073_E01 1772066099_E12 1772066073_F01 1772067059_H11
#> "02" "02" "02" "02" "03" "02"
#> 1772066099_E02 1772066073_F02 1772066107_F04 1772066089_G06 1772066073_H11 1772066103_D07
#> "02" "02" "02" "02" "02" "02"
#> 1772067059_H10 1772066076_A12 1772066077_G07 1772066089_H02 1772067057_H06 1772066089_H06
#> "02" "02" "02" "02" "02" "02"
#> 1772066099_F11 1772067057_G10 1772066099_F01 1772066102_E11 1772066080_G11 1772066102_F04
#> "02" "02" "02" "02" "02" "02"
#> 1772066080_B05 1772067059_A10 1772066089_D04 1772066096_D11 1772066107_F06 1772066107_D11
#> "02" "02" "02" "02" "02" "02"
#> 1772066099_G04 1772066102_B05 1772071035_H10 1772066099_A11 1772066107_G06 1772066107_B10
#> "02" "02" "02" "02" "02" "02"
#> 1772066099_E06 1772066099_B06 1772067076_F04 1772066073_A06 1772066107_D04 1772066108_F02
#> "02" "02" "02" "02" "02" "02"
#> 1772066076_A01 1772067076_B05 1772071035_E04 1772067057_D08 1772066073_D02 1772066073_C02
#> "02" "02" "02" "02" "02" "02"
#> 1772066076_A09 1772066107_B07 1772066099_D06 1772066107_F11 1772066107_G01 1772066080_H06
#> "02" "02" "02" "02" "02" "02"
#> 1772066097_G11 1772066074_G03 1772066107_C04 1772066070_F04 1772066070_G07 1772071035_E12
#> "02" "02" "02" "02" "02" "02"
#> 1772066102_E12 1772071035_B04 1772066080_G06 1772066099_F06 1772066076_D01 1772067076_D05
#> "02" "02" "02" "02" "02" "02"
#> 1772066099_F04 1772067057_A03 1772066077_B11 1772066089_C06 1772067059_A09 1772067076_E07
#> "02" "02" "02" "02" "02" "02"
#> 1772067076_D09 1772066099_G11 1772066089_A03 1772066099_B02 1772066107_G12 1772066073_C09
#> "02" "02" "02" "02" "02" "02"
#> 1772066076_B03 1772066080_A12 1772066073_B04 1772066076_E08 1772066097_D11 1772066080_F10
#> "02" "02" "02" "02" "02" "02"
#> 1772066101_A08 1772066073_E12 1772066096_F07 1772066073_A01 1772066073_C03 1772066102_F08
#> "02" "02" "02" "02" "02" "02"
#> 1772066099_D12 1772067057_A06 1772066102_B01 1772066097_F04 1772071036_B07 1772066099_D01
#> "02" "02" "02" "02" "02" "02"
#> 1772066107_F10 1772067076_E12 1772066099_E01 1772066102_A01 1772066097_D12 1772066073_D11
#> "02" "02" "02" "02" "02" "02"
#> 1772066101_A09 1772071044_D06 1772066107_C12 1772067058_A06 1772067076_C10 1772066097_A03
#> "02" "02" "02" "02" "02" "02"
#> 1772066107_A05 1772066097_A04 1772067057_B10 1772067057_B02 1772066070_C02 1772066076_F07
#> "02" "02" "02" "02" "02" "02"
#> 1772066100_A09 1772066102_B04 1772066073_G12 1772066099_G05 1772066073_C07 1772066077_D04
#> "02" "02" "02" "02" "02" "02"
#> 1772066100_C10 1772066089_E04 1772066073_B12 1772067076_G10 1772066102_F10 1772066077_G11
#> "02" "02" "02" "02" "02" "02"
#> 1772066096_D01 1772066102_D02 1772066108_D05 1772066102_A11 1772066102_D08 1772066110_D05
#> "02" "02" "02" "02" "02" "02"
#> 1772067058_A09 1772066099_B03 1772066073_B05 1772066099_A03 1772066089_D02 1772066073_B01
#> "02" "02" "02" "02" "02" "02"
#> 1772066108_B05 1772066102_F11 1772066089_B03 1772066107_D05 1772067076_B03 1772066076_B04
#> "02" "02" "02" "02" "02" "02"
#> 1772066107_F09 1772066099_H12 1772066102_E02 1772066108_G10 1772066099_B01 1772067057_C04
#> "02" "02" "02" "02" "02" "02"
#> 1772066102_E04 1772067094_F10 1772067094_C10 1772067096_H12 1772067093_C12 1772067093_D11
#> "02" "03" "03" "03" "03" "03"
#> 1772067093_C04 1772067093_F12 1772067096_E06 1772067094_C11 1772067096_E08 1772067094_G05
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_F02 1772067093_A07 1772067054_E11 1772067096_A03 1772067054_H05 1772067082_F11
#> "03" "03" "03" "03" "03" "03"
#> 1772067082_A06 1772071044_C11 1772067093_C03 1772067082_F08 1772066100_B01 1772067058_B11
#> "03" "03" "03" "03" "03" "03"
#> 1772066074_E02 1772066098_C01 1772066097_A02 1772066076_G08 1772066107_C05 1772066073_B09
#> "03" "03" "03" "01" "03" "03"
#> 1772067082_D12 1772067083_D08 1772067094_F11 1772067093_D03 1772067094_E03 1772067054_E06
#> "03" "03" "03" "03" "03" "03"
#> 1772067096_E10 1772067096_B10 1772067054_H11 1772067094_D12 1772067094_D08 1772067094_H10
#> "03" "03" "03" "03" "03" "03"
#> 1772067054_A09 1772067054_A03 1772067054_E04 1772067054_D05 1772066100_E05 1772066100_A06
#> "03" "03" "03" "03" "03" "01"
#> 1772067093_A10 1772067058_A08 1772067076_F11 1772066103_G10 1772067058_G05 1772066104_H05
#> "03" "03" "03" "03" "03" "03"
#> 1772066098_C05 1772066073_D04 1772066074_D02 1772066095_A04 1772067094_C09 1772067094_F03
#> "03" "03" "03" "03" "03" "03"
#> 1772071044_G12 1772067096_G12 1772067054_H12 1772067093_G11 1772067094_A06 1772066103_D12
#> "03" "03" "03" "03" "03" "03"
#> 1772067093_A01 1772067096_E11 1772066101_C11 1772066107_F08 1772067082_F01 1772071035_C08
#> "01" "03" "03" "03" "03" "03"
#> 1772066101_E05 1772067082_A01 1772066098_G10 1772066076_B08 1772066074_E03 1772066104_G09
#> "03" "03" "01" "03" "03" "03"
#> 1772066101_F12 1772066073_E08 1772066102_H03 1772066107_E12 1772067057_F10 1772066100_C08
#> "03" "03" "03" "02" "02" "03"
#> 1772067083_D03 1772071044_C08 1772066095_H08 1772067054_A05 1772067054_B07 1772067058_H08
#> "03" "03" "02" "03" "03" "03"
#> 1772066073_E02 1772066100_F04 1772071044_A08 1772066098_D03 1772066103_F12 1772067058_F05
#> "03" "01" "03" "03" "03" "03"
#> 1772066074_B03 1772066097_E04 1772066096_D04 1772066076_D10 1772066096_E03 1772066102_F03
#> "03" "03" "02" "03" "03" "03"
#> 1772066076_F10 1772066100_D11 1772066101_C07 1772066100_A03 1772067076_G09 1772067058_A01
#> "03" "03" "03" "03" "02" "03"
#> 1772067093_C07 1772066070_F01 1772067094_G04 1772067054_B10 1772067058_G08 1772066100_F05
#> "03" "02" "03" "03" "03" "01"
#> 1772066077_H06 1772071044_E05 1772071035_C05 1772066103_C03 1772066100_A10 1772071036_A05
#> "03" "03" "03" "03" "03" "03"
#> 1772066096_E01 1772066080_G02 1772066101_E12 1772066098_D02 1772066107_B11 1772066098_H05
#> "03" "03" "03" "02" "03" "03"
#> 1772066100_B07 1772066104_A04 1772066101_C12 1772066101_G10 1772066073_F09 1772066102_B07
#> "03" "03" "03" "03" "03" "03"
#> 1772066102_E05 1772066102_F05 1772066100_F10 1772066098_C03 1772066098_E03 1772071035_F05
#> "02" "03" "03" "03" "03" "02"
#> 1772066095_F06 1772066101_C01 1772066097_H11 1772071036_G03 1772066098_D05 1772066095_G03
#> "02" "02" "02" "03" "01" "03"
#> 1772066101_C08 1772066101_D08 1772066095_B11 1772066097_C10 1772066096_D10 1772066098_H06
#> "03" "03" "03" "03" "03" "03"
#> 1772066101_D03 1772066096_E05 1772066098_A06 1772066080_H05 1772066098_F07 1772066098_B02
#> "03" "03" "03" "03" "03" "03"
#> 1772066099_F12 1772066090_F11 1772066080_B01 1772066107_B05 1772067057_H05 1772066102_F06
#> "03" "02" "03" "03" "03" "02"
#> 1772066073_B08 1772066100_G02 1772066098_E02 1772066097_A05 1772066073_D10 1772066098_E09
#> "03" "03" "03" "02" "02" "02"
#> 1772071036_E01 1772066101_G04 1772066098_D09 1772066096_B10 1772066104_A01 1772066097_D06
#> "03" "03" "03" "01" "03" "02"
#> 1772066098_A08 1772066097_D07 1772066107_H12 1772066089_H10 1772066101_H01 1772066076_C05
#> "03" "03" "03" "03" "03" "03"
#> 1772066101_D02 1772066089_B02 1772066080_B12 1772067076_A09 1772066096_G02 1772066097_F12
#> "02" "02" "03" "02" "02" "02"
#> 1772066080_E06 1772066073_F04 1772066096_F09 1772066074_B01 1772066098_F02 1772066095_D01
#> "02" "02" "02" "03" "03" "03"
#> 1772066098_A02 1772066101_D11 1772066098_H04 1772066100_A11 1772066074_B08 1772066099_B10
#> "03" "03" "03" "03" "03" "03"
#> 1772066080_C05 1772066099_C05 1772066089_G12 1772066099_H03 1772066080_D01 1772066070_A05
#> "03" "03" "02" "02" "03" "03"
#> 1772066073_H01 1772066101_F05 1772066098_E01 1772066097_E12 1772066095_B10 1772066096_C05
#> "03" "03" "03" "02" "03" "03"
#> 1772066089_B10 1772066101_F11 1772066074_A01 1772066097_C11 1772066073_C10 1772066101_A04
#> "03" "03" "03" "02" "02" "03"
#> 1772066108_G05 1772066097_C05 1772066107_B12 1772066089_F09 1772066099_F05 1772066090_B10
#> "02" "02" "03" "02" "02" "02"
#> 1772066095_C01 1772066096_E12 1772066098_E05 1772066102_D05 1772066089_G05 1772066076_A03
#> "02" "02" "02" "03" "03" "02"
#> 1772066097_A11 1772066102_A12 1772066100_E09 1772066070_H05 1772066089_G10 1772067076_H04
#> "02" "03" "02" "02" "03" "02"
#> 1772066103_A05 1772066095_C03 1772066089_F11 1772066073_A10 1772066097_G10 1772066098_C09
#> "03" "02" "02" "02" "03" "02"
#> 1772066097_H03 1772066096_A01 1772067057_D10 1772066097_H10 1772066095_C06 1772066095_B09
#> "02" "02" "02" "03" "03" "03"
#> 1772066074_A09 1772066096_F01 1772066097_A06 1772066102_A10 1772066099_A08 1772066089_A09
#> "03" "02" "02" "02" "02" "02"
#> 1772066097_C02 1772066102_A02 1772066074_D07 1772067057_C12 1772066099_B11 1772066076_E01
#> "02" "02" "02" "02" "03" "03"
#> 1772066073_C11 1772066074_F07 1772066101_C05 1772066096_G10 1772066099_H05 1772066097_B05
#> "02" "02" "03" "02" "03" "02"
#> 1772066095_H12 1772066076_A04 1772066080_H03 1772066102_G05 1772066080_G03 1772066073_F06
#> "02" "02" "02" "02" "02" "02"
#> 1772067057_C06 1772067076_A07 1772066098_C08 1772066097_B04 1772066107_G04 1772066099_G10
#> "02" "02" "02" "02" "02" "02"
#> 1772066089_G11 1772066097_G05 1772066096_F12 1772066073_C04 1772066089_D10 1772066099_G12
#> "02" "02" "02" "02" "02" "02"
#> 1772066097_A01 1772066099_A06 1772067057_G07 1772067076_C07 1772067064_G07 1772067070_D08
#> "02" "02" "01" "01" "01" "01"
#> 1772058177_D03 1772067074_C07 1772063070_G03 1772058177_D09 1772066080_G07 1772063063_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772066080_D07 1772062114_G10 1772063061_G05 1772058171_C02 1772067063_D03 1772062111_F07
#> "01" "01" "01" "01" "01" "01"
#> 1772071036_G12 1772067070_A05 1772062111_H05 1772062114_A12 1772066095_B05 1772060226_F05
#> "01" "01" "01" "01" "01" "01"
#> 1772066098_C04 1772062115_A09 1772066090_F05 1772062109_A05 1772062116_B05 1772060240_A10
#> "01" "01" "01" "01" "01" "01"
#> 1772066070_G12 1772062115_D07 1772063063_F08 1772060224_G07 1772060224_B04 1772062115_C01
#> "02" "01" "01" "01" "01" "01"
#> 1772066090_G12 1772060225_A11 1772066108_A08 1772063078_B09 1772063062_E07 1772062115_G09
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_A11 1772060225_A05 1772062115_F08 1772062128_B02 1772058177_E11 1772067059_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_A09 1772058177_A06 1772058171_F09 1772058171_B01 1772058177_E10 1772058171_H07
#> "01" "01" "01" "01" "01" "02"
#> 1772067073_B03 1772067069_H05 1772063063_E07 1772067069_B03 1772067074_E07 1772067069_F06
#> "01" "02" "01" "01" "01" "01"
#> 1772060240_C09 1772071044_G06 1772063063_F03 1772063063_B04 1772067060_A02 1772067059_F05
#> "03" "01" "03" "01" "01" "01"
#> 1772066098_B11 1772063061_A11 1772063063_C02 1772060240_F11 1772063063_F05 1772060225_F06
#> "01" "02" "01" "01" "01" "01"
#> 1772063063_F10 1772060225_E07 1772060225_D10 1772060225_B07 1772063063_E10 1772060226_G12
#> "03" "01" "01" "01" "01" "01"
#> 1772060226_F10 1772066077_A06 1772062109_B08 1772063079_C10 1772060225_H11 1772062111_F10
#> "01" "01" "01" "01" "01" "01"
#> 1772066090_A04 1772066110_F08 1772062111_F05 1772058177_D02 1772062128_F06 1772066110_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772066099_E05 1772067076_B10 1772066077_H04 1772066099_D10 1772066102_E10 1772062111_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_F06 1772062109_C06 1772062113_G05 1772062111_C08 1772062109_A03 1772062111_C01
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_E06 1772062109_H10 1772066108_H11 1772063077_C03 1772062116_A12 1772062109_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772066099_H01 1772062128_B11 1772062116_H06 1772062113_D10 1772062109_G03 1772062114_B01
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_H02 1772063074_C02 1772062118_E08 1772066099_B12 1772063077_B07 1772066096_C01
#> "01" "01" "01" "02" "02" "01"
#> 1772062114_B10 1772062113_B09 1772062113_D01 1772062109_E08 1772062113_D08 1772062113_G12
#> "01" "01" "01" "01" "01" "01"
#> 1772066089_C04 1772062115_H08 1772062116_F01 1772062115_C03 1772067076_H05 1772062115_G07
#> "03" "01" "01" "01" "01" "01"
#> 1772066108_H05 1772066089_E05 1772062118_G05 1772071041_E05 1772063061_H11 1772067054_A11
#> "01" "01" "01" "01" "01" "01"
#> 1772067065_G08 1772071040_D02 1772071041_G10 1772067066_C04 1772071041_F05 1772063070_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772063070_H07 1772071041_F06 1772067066_B04 1772067060_G06 1772067074_F09 1772071040_C12
#> "01" "01" "01" "01" "01" "03"
#> 1772071040_C10 1772058148_G09 1772067066_H05 1772067059_D11 1772066110_A04 1772067064_G04
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_H01 1772067073_D10 1772067073_F06 1772071041_D10 1772058148_F07 1772067069_D04
#> "01" "01" "01" "03" "01" "01"
#> 1772058148_A01 1772058148_G08 1772067064_B10 1772071036_G02 1772063070_G01 1772067070_H09
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_G11 1772067066_E12 1772067064_D10 1772067063_B07 1772062118_D03 1772067074_F05
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_C04 1772063070_C06 1772058148_A03 1772058148_B08 1772058148_D07 1772067073_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772067073_G10 1772062116_C06 1772062116_A02 1772062116_G03 1772062118_D02 1772067073_E11
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_B03 1772071040_A06 1772058148_F02 1772058148_A10 1772067074_D12 1772066080_B04
#> "03" "02" "01" "01" "01" "01"
#> 1772062116_F05 1772067074_E11 1772067064_B06 1772067073_D01 1772067069_A09 1772071041_D06
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_H06 1772071040_H10 1772062111_B11 1772067064_C08 1772067069_A02 1772060240_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772062116_B06 1772063063_H07 1772067074_A11 1772062111_B02 1772067074_F04 1772063063_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_G11 1772063063_G10 1772071040_D04 1772062118_C04 1772062109_C12 1772062109_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_G05 1772060240_F06 1772071040_C11 1772067064_C10 1772063070_G06 1772062128_H02
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_D03 1772063061_B12 1772058148_C02 1772062116_C11 1772063061_F04 1772060225_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_C06 1772060240_B12 1772062113_B06 1772062114_H12 1772063062_A06 1772062109_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_C12 1772062116_G06 1772062113_G01 1772062113_F02 1772062113_B01 1772062111_C09
#> "01" "01" "01" "02" "01" "01"
#> 1772062111_G02 1772060224_A07 1772062113_F07 1772062114_F03 1772062111_D11 1772058171_F05
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_E03 1772062113_A05 1772060224_C04 1772058171_G08 1772062113_B04 1772062113_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_C07 1772062109_F01 1772062113_G11 1772062114_A03 1772058177_A02 1772058171_C03
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_A07 1772063061_A07 1772062111_G01 1772058171_C12 1772058171_D10 1772062109_B01
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_F07 1772058171_H02 1772062128_H11 1772066108_D06 1772062111_D05 1772062113_C03
#> "01" "01" "01" "01" "01" "02"
#> 1772062116_B12 1772062118_F02 1772062114_C07 1772067057_B03 1772062118_F08 1772062114_B03
#> "01" "01" "01" "03" "01" "01"
#> 1772058171_D06 1772063062_C10 1772058171_C09 1772063062_C07 1772062116_E08 1772062116_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_B03 1772062116_A09 1772062114_E11 1772062128_H05 1772058148_A06 1772062111_G11
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_A01 1772060224_G06 1772062109_A12 1772062115_B06 1772066108_G12 1772071040_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_F06 1772063063_D06 1772062116_D04 1772063064_D06 1772063074_G12 1772062113_A02
#> "01" "03" "01" "01" "01" "01"
#> 1772058148_A04 1772062113_A12 1772063062_H08 1772063063_B06 1772062113_F03 1772062109_C03
#> "01" "01" "01" "01" "03" "01"
#> 1772062116_F04 1772063062_G01 1772062116_E02 1772063062_C01 1772063074_H11 1772063079_D07
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_G04 1772063063_A01 1772063063_A12 1772071014_D12 1772062109_A09 1772067069_G04
#> "01" "02" "01" "01" "01" "01"
#> 1772062111_E11 1772063074_A11 1772063062_G11 1772062118_H04 1772062109_F04 1772060240_C04
#> "01" "01" "01" "01" "01" "02"
#> 1772067074_F06 1772063063_B10 1772071041_A08 1772063062_B04 1772066097_B12 1772062114_E05
#> "01" "01" "01" "01" "01" "01"
#> 1772063077_D02 1772060240_G11 1772063074_C12 1772062118_H10 1772060224_H04 1772060240_F04
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_F12 1772062115_D05 1772071040_D05 1772063074_G07 1772063063_G02 1772063061_G08
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_D10 1772062114_E06 1772062111_E04 1772060224_H05 1772063062_D05 1772063061_D01
#> "01" "01" "01" "01" "03" "01"
#> 1772060240_F02 1772062114_F05 1772071041_A12 1772062116_H05 1772063062_G05 1772063062_E08
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_E11 1772062118_C01 1772071040_A08 1772062128_A01 1772063078_H04 1772063063_C10
#> "01" "01" "01" "01" "01" "03"
#> 1772062113_G09 1772062115_E01 1772063074_F10 1772063068_D10 1772063062_E01 1772063063_B11
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_A08 1772060225_E02 1772063061_F05 1772071041_A10 1772062118_A03 1772063079_F04
#> "01" "01" "01" "01" "01" "01"
#> 1772071041_B04 1772062116_A11 1772062118_B03 1772063061_G11 1772063061_D12 1772063078_B01
#> "01" "01" "01" "01" "03" "01"
#> 1772062113_B11 1772062115_A04 1772060225_G01 1772066098_A04 1772063078_E11 1772066098_B04
#> "01" "01" "01" "01" "01" "01"
#> 1772060225_C05 1772062115_D04 1772063078_B06 1772062118_F10 1772063068_G06 1772063078_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_B07 1772062113_A08 1772062115_C06 1772060225_C11 1772063077_E09 1772063074_A04
#> "01" "01" "01" "01" "01" "01"
#> 1772063074_G04 1772062115_B10 1772060225_G04 1772060224_A11 1772060224_B03 1772060224_C10
#> "01" "01" "01" "01" "01" "01"
#> 1772062115_C04 1772062111_B04 1772060225_C07 1772062114_B09 1772063062_F03 1772063078_F05
#> "02" "01" "01" "01" "01" "01"
#> 1772063078_C09 1772060240_F10 1772062116_E04 1772063078_C08 1772063078_F02 1772063078_B11
#> "01" "01" "01" "01" "02" "01"
#> 1772062115_A02 1772060224_D03 1772062111_A12 1772063078_F11 1772066080_D05 1772060240_G10
#> "02" "01" "01" "01" "01" "01"
#> 1772062116_E01 1772060225_G06 1772060240_A12 1772063079_C01 1772060224_A06 1772063061_H10
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_D06 1772066096_C04 1772063061_C05 1772060225_F12 1772063061_E08 1772062118_E02
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_H05 1772063061_C03 1772062114_H10 1772062115_A06 1772062114_B12 1772063079_E08
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_B11 1772063061_F11 1772066070_C12 1772062114_A08 1772063078_G08 1772063074_A09
#> "01" "03" "03" "01" "01" "01"
#> 1772060225_B12 1772063079_A06 1772063077_D09 1772060224_A02 1772062118_B05 1772060225_F09
#> "01" "01" "01" "01" "01" "03"
#> 1772063074_G10 1772063079_A12 1772063079_D01 1772063074_F12 1772067073_A08 1772063077_C01
#> "01" "01" "01" "01" "01" "03"
#> 1772060225_A12 1772063079_F09 1772063078_A03 1772062114_H04 1772062115_D03 1772063064_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_D08 1772060224_E09 1772063079_H03 1772062111_H07 1772060224_H11 1772063074_H10
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_D09 1772066089_F12 1772062116_F10 1772063078_E03 1772060224_B05 1772060224_D01
#> "01" "01" "01" "01" "01" "01"
#> 1772063079_D09 1772063063_H08 1772060225_G07 1772060226_D12 1772063062_D01 1772063064_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_D10 1772060225_H12 1772060226_A01 1772060226_A11 1772060226_D01 1772060226_D11
#> "01" "02" "01" "01" "01" "01"
#> 1772060225_D07 1772060226_F06 1772060226_A07 1772060226_D03 1772060226_D04 1772060226_E10
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_B11 1772060226_A08 1772060226_G04 1772060226_H11 1772060226_G06 1772060226_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_G11 1772060226_F04 1772060226_F08 1772060226_C07 1772060226_B03 1772060226_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_A12 1772063065_F12 1772060226_B04 1772060226_B10 1772062114_A06 1772060226_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_H01 1772060226_B07 1772062115_E11 1772060226_G10 1772060226_A06 1772060226_B02
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_E05 1772060226_C03 1772060226_E12 1772060226_D06 1772060226_A10 1772060226_E11
#> "01" "01" "01" "01" "01" "01"
#> 1772060226_B12 1772060225_E12 1772062115_E07 1772063068_F10 1772062111_B05 1772062111_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772063065_H06 1772062111_C02 1772060225_B06 1772062128_E11 1772058148_B06 1772063079_E02
#> "01" "01" "01" "01" "01" "01"
#> 1772060225_A07 1772066100_F06 1772063074_A12 1772062118_G06 1772062114_F08 1772062115_C10
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_C05 1772063077_F04 1772060225_H10 1772063074_H05 1772060224_A01 1772060225_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_F08 1772062115_G04 1772060225_D08 1772062115_F05 1772060224_B08 1772062115_B03
#> "01" "01" "01" "03" "01" "01"
#> 1772063074_C03 1772062113_E10 1772063068_A09 1772060224_F03 1772062128_G11 1772060225_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772060225_D09 1772062113_C09 1772062128_B04 1772063062_F08 1772063068_E05 1772062114_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772060224_C08 1772063061_D05 1772062109_D10 1772063077_A12 1772063078_D05 1772063078_B08
#> "01" "01" "01" "01" "01" "03"
#> 1772063071_A05 1772063078_A09 1772063062_D10 1772063065_D03 1772063079_G07 1772066095_A03
#> "01" "01" "01" "01" "01" "01"
#> 1772066098_A11 1772063068_B05 1772063077_D10 1772063068_F06 1772063078_G01 1772063065_B03
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_C11 1772063078_D09 1772066077_A03 1772063065_H08 1772063062_D08 1772063074_E01
#> "02" "01" "01" "01" "01" "01"
#> 1772062111_G04 1772063064_G09 1772067070_C09 1772060225_D06 1772062109_B11 1772062115_A10
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_D10 1772063068_H06 1772062111_A10 1772063065_A02 1772066098_F01 1772066070_B06
#> "01" "01" "01" "01" "01" "01"
#> 1772066097_D10 1772063062_F09 1772066098_A03 1772063062_F01 1772066098_D10 1772066074_A08
#> "01" "01" "01" "01" "01" "03"
#> 1772066101_H08 1772060226_H10 1772066098_E12 1772062118_H05 1772062118_B06 1772066098_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772066095_F09 1772067059_A01 1772062116_F08 1772071035_A02 1772067074_A01 1772062111_E08
#> "03" "01" "01" "01" "01" "01"
#> 1772063078_D12 1772062111_C03 1772067094_E11 1772062111_D09 1772067058_A10 1772062118_C07
#> "01" "03" "01" "01" "01" "01"
#> 1772063079_H01 1772063063_E02 1772058171_E06 1772066108_E05 1772062128_H08 1772066104_C11
#> "01" "01" "01" "01" "01" "01"
#> 1772063063_C08 1772066102_A05 1772062118_H03 1772063074_E07 1772067094_F05 1772063063_A04
#> "01" "01" "01" "01" "01" "01"
#> 1772067083_C11 1772067060_F01 1772058148_G01 1772058148_E07 1772067058_D12 1772063061_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772067054_A06 1772062128_E09 1772066107_E11 1772067054_C12 1772067070_C12 1772062128_G02
#> "01" "01" "01" "01" "01" "01"
#> 1772071045_D02 1772058177_D06 1772058177_F03 1772062128_E12 1772062128_F09 1772058177_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_A05 1772063063_E06 1772066070_G10 1772062128_C01 1772071045_E11 1772066076_G06
#> "01" "01" "03" "01" "01" "01"
#> 1772066103_H11 1772063063_E05 1772071045_F05 1772066076_B12 1772067058_F10 1772062128_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_A09 1772067054_F08 1772067096_F04 1772067059_C11 1772066096_G11 1772062115_G11
#> "01" "01" "01" "01" "01" "03"
#> 1772067076_B09 1772063063_A11 1772066100_G06 1772067058_B10 1772063070_D01 1772067060_H04
#> "01" "01" "01" "01" "03" "01"
#> 1772058148_B01 1772058148_A11 1772067059_E05 1772067063_G11 1772062128_F08 1772067060_E10
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_G04 1772066098_D12 1772058148_A09 1772063074_B06 1772066090_D10 1772067076_G01
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_F05 1772066108_H10 1772067059_G06 1772066095_F11 1772066077_B04 1772066102_G11
#> "01" "01" "01" "01" "03" "01"
#> 1772066108_E12 1772058177_E04 1772067076_B06 1772067057_A12 1772066090_B02 1772066077_C02
#> "01" "01" "01" "01" "03" "03"
#> 1772067076_G12 1772062115_E03 1772066099_E11 1772066108_A05 1772062118_H12 1772062111_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772066108_C04 1772062115_H05 1772062109_B05 1772062109_D04 1772066076_F11 1772060224_D10
#> "01" "01" "01" "02" "01" "01"
#> 1772066108_H08 1772066102_D12 1772063074_A01 1772062118_C10 1772063062_E06 1772062118_G11
#> "03" "03" "01" "01" "01" "01"
#> 1772062111_C05 1772062115_B11 1772062115_G12 1772062118_F01 1772066076_E05 1772063062_H01
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_D12 1772062111_E12 1772062113_C02 1772062114_A01 1772062118_D05 1772062118_G02
#> "01" "01" "01" "01" "01" "01"
#> 1772062115_B08 1772062109_H02 1772062111_B07 1772062111_B10 1772062109_F06 1772062113_C06
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_C11 1772063070_C10 1772062111_A07 1772062111_H04 1772063061_F12 1772063079_H02
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_E01 1772062115_E04 1772062109_F12 1772063070_D05 1772062113_G06 1772063061_E12
#> "01" "01" "01" "01" "01" "02"
#> 1772062113_E02 1772062113_H11 1772062111_H02 1772062113_D04 1772063079_D02 1772063079_E09
#> "01" "03" "01" "01" "01" "01"
#> 1772066095_G12 1772063061_D02 1772063078_F04 1772062113_F12 1772063079_C04 1772062116_H02
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_B09 1772062115_C07 1772063064_E07 1772066108_H04 1772067060_D02 1772063079_D11
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_E07 1772058171_B04 1772058177_E07 1772067076_D02 1772058177_D12 1772058171_E07
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_C01 1772058171_A02 1772058171_B05 1772062111_E05 1772058171_D03 1772058177_A03
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_E02 1772058171_A04 1772063074_D10 1772058171_G01 1772058177_E06 1772058177_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_B05 1772058171_D04 1772058171_D01 1772058177_F08 1772058171_C01 1772058171_F03
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_A11 1772058171_G11 1772058171_A09 1772058171_F08 1772058177_F06 1772058171_B08
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_G03 1772058177_A01 1772058177_B06 1772058148_G12 1772058171_B07 1772058177_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_F07 1772058171_E10 1772058171_B06 1772058177_E12 1772058171_D02 1772058177_B04
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_F04 1772058171_D08 1772058171_E05 1772058177_B09 1772058177_C12 1772058177_D05
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_G10 1772058171_C04 1772058171_C08 1772058171_C10 1772062128_C10 1772063061_B04
#> "01" "01" "01" "01" "01" "03"
#> 1772058171_F04 1772060226_D02 1772062109_F11 1772066090_E08 1772067057_G11 1772058148_F06
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_A09 1772058177_A07 1772060225_E03 1772058177_D10 1772058177_D11 1772062109_D01
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_C03 1772062109_E05 1772062128_F05 1772067070_C04 1772066095_B12 1772058148_E12
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_D12 1772058148_A05 1772066104_B07 1772062111_G10 1772060226_E03 1772060240_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772066096_G06 1772058177_A12 1772062128_C02 1772066095_G07 1772058171_C05 1772062128_A07
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_E01 1772058177_B11 1772058177_F07 1772058177_G04 1772063074_B03 1772058171_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772062113_A11 1772062111_H06 1772063061_F10 1772062116_D02 1772062115_A07 1772062115_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_E12 1772062109_D06 1772062128_D02 1772062118_F04 1772063078_G02 1772063063_H11
#> "01" "01" "01" "01" "01" "03"
#> 1772062118_A11 1772060224_F07 1772063077_F06 1772062111_A05 1772060224_B12 1772066076_A07
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_D12 1772060240_F05 1772063077_E03 1772063074_F08 1772058177_F04 1772067074_D04
#> "01" "01" "01" "01" "01" "01"
#> 1772066080_F07 1772062111_G06 1772062109_D12 1772062109_A06 1772062113_E05 1772062111_F12
#> "01" "01" "01" "01" "01" "01"
#> 1772062118_H01 1772063074_H12 1772067064_B09 1772067057_B09 1772060224_H07 1772067094_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772067070_C02 1772067096_G06 1772060240_H10 1772062116_G09 1772067058_C04 1772063077_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772063063_A03 1772060226_H12 1772066090_B06 1772062118_F03 1772063062_D07 1772062128_H04
#> "03" "01" "01" "01" "01" "01"
#> 1772062118_E06 1772071044_B03 1772060225_F05 1772060226_F12 1772062115_H11 1772062109_C05
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_E03 1772060224_B07 1772060226_H02 1772062118_D09 1772062118_F11 1772062111_D12
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_B03 1772066090_D03 1772063071_E02 1772063064_A11 1772060224_B09 1772063078_H11
#> "01" "01" "01" "01" "01" "01"
#> 1772063061_G03 1772063071_D01 1772063064_B05 1772062111_E02 1772063062_H12 1772058177_C08
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_A07 1772060240_A03 1772067070_H08 1772063079_C02 1772063071_A01 1772063079_A09
#> "01" "01" "01" "01" "01" "01"
#> 1772067070_C05 1772063079_A11 1772062113_G08 1772062128_G09 1772060240_D11 1772071044_B01
#> "01" "01" "03" "01" "02" "01"
#> 1772071036_E10 1772062113_D11 1772063063_B01 1772058171_E12 1772063064_F06 1772058148_H05
#> "01" "03" "01" "01" "01" "01"
#> 1772066103_B12 1772058177_G06 1772058177_H06 1772058177_H02 1772058177_D01 1772058171_E11
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_F10 1772058171_G09 1772058171_G07 1772058177_F12 1772058177_G12 1772058171_F01
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_H05 1772058171_G05 1772062128_D06 1772063079_B05 1772062109_H08 1772062109_D05
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_D07 1772063077_D11 1772062113_H07 1772062111_G12 1772063079_C11 1772063079_H12
#> "01" "01" "01" "01" "01" "01"
#> 1772060224_E05 1772063070_F11 1772062114_A09 1772062111_H12 1772063070_B04 1772063064_E04
#> "01" "01" "03" "01" "01" "01"
#> 1772058177_G07 1772062113_C01 1772067073_A12 1772063063_C11 1772062109_B07 1772067058_F03
#> "01" "01" "01" "01" "01" "01"
#> 1772071040_D01 1772063063_G05 1772067069_E07 1772067063_A11 1772071040_F09 1772067063_A07
#> "01" "01" "01" "01" "01" "01"
#> 1772066096_C02 1772066098_E07 1772058148_D04 1772067074_H04 1772058148_E02 1772067073_B09
#> "01" "01" "01" "01" "01" "01"
#> 1772063071_D11 1772071040_E11 1772067074_H09 1772071041_H04 1772067073_F07 1772058148_C04
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_E09 1772067074_H08 1772058148_F12 1772071036_D04 1772063070_A07 1772067074_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_B04 1772063070_A05 1772071040_B11 1772063070_E06 1772066102_E06 1772060240_D07
#> "01" "01" "01" "01" "01" "01"
#> 1772067063_B03 1772058148_F05 1772066108_B09 1772066102_C04 1772060224_A05 1772063070_G07
#> "01" "01" "01" "01" "01" "01"
#> 1772066095_B03 1772063065_D10 1772060226_E09 1772063061_B10 1772062115_F01 1772063065_D08
#> "01" "01" "01" "01" "01" "01"
#> 1772066097_C03 1772058148_F10 1772066077_E10 1772063065_B12 1772063063_H05 1772063068_B12
#> "01" "01" "03" "01" "01" "01"
#> 1772067058_D06 1772062109_G06 1772062116_H04 1772063062_G06 1772058171_G04 1772067063_D05
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_A05 1772058177_F11 1772063079_A07 1772062116_H07 1772063070_F02 1772060224_C09
#> "01" "01" "01" "01" "01" "01"
#> 1772067073_H05 1772058171_A12 1772067073_H10 1772067074_D07 1772062109_E02 1772060224_F01
#> "01" "01" "01" "01" "01" "01"
#> 1772066099_F09 1772062111_A11 1772058171_A06 1772060224_F04 1772060224_H12 1772063071_F12
#> "01" "01" "01" "01" "01" "01"
#> 1772062111_A08 1772058177_A08 1772060224_H01 1772066095_A07 1772058177_B01 1772062111_B12
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_A08 1772063064_B02 1772062115_G08 1772062114_H08 1772063071_G12 1772060225_H04
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_H03 1772063064_F09 1772060224_D12 1772066080_C04 1772063062_B10 1772062128_E01
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_A02 1772062128_C11 1772060240_B11 1772063078_A02 1772058148_B03 1772062128_C09
#> "01" "01" "01" "01" "01" "01"
#> 1772062116_C03 1772058177_H04 1772063071_B06 1772067063_E01 1772058171_A01 1772062111_F09
#> "01" "01" "01" "01" "01" "01"
#> 1772066104_A09 1772060240_G06 1772062109_B04 1772063071_B12 1772063071_D02 1772067058_D10
#> "01" "01" "01" "01" "01" "01"
#> 1772067069_H12 1772063062_A05 1772063071_G02 1772066096_E06 1772071014_H04 1772066098_B06
#> "01" "01" "01" "01" "01" "01"
#> 1772071044_C05 1772067058_E08 1772071044_C04 1772067096_A11 1772066098_C02 1772071045_F10
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_C10 1772062109_D11 1772062111_B03 1772071014_C07 1772067063_E05 1772071045_D05
#> "01" "01" "03" "01" "01" "01"
#> 1772071015_H09 1772071014_G04 1772071014_H07 1772071014_D06 1772071014_F02 1772058171_H01
#> "01" "01" "01" "01" "01" "01"
#> 1772071015_A08 1772071015_D10 1772067064_A10 1772071015_H10 1772062118_H11 1772067069_C11
#> "01" "01" "01" "01" "03" "01"
#> 1772071014_E01 1772071015_D02 1772062128_D05 1772071014_D07 1772071014_A02 1772063071_H08
#> "01" "01" "01" "01" "01" "01"
#> 1772062128_E02 1772066110_G07 1772066096_C07 1772066096_B01 1772063077_F03 1772058177_E09
#> "01" "01" "01" "01" "01" "01"
#> 1772066096_A04 1772071036_F10 1772066076_A11 1772066102_H01 1772062109_F07 1772058177_D07
#> "01" "01" "01" "01" "01" "01"
#> 1772067076_F10 1772058171_F07 1772062114_D03 1772062114_B05 1772058177_B03 1772058171_B03
#> "01" "01" "01" "01" "01" "01"
#> 1772063064_D08 1772071015_A12 1772071015_G05 1772063062_B05 1772063061_F08 1772062128_B12
#> "01" "01" "01" "01" "01" "01"
#> 1772062114_E01 1772063068_F04 1772063065_D11 1772063064_H03 1772066098_C10 1772058171_A08
#> "01" "01" "01" "03" "01" "01"
#> 1772063071_B11 1772062128_E04 1772063071_H07 1772063071_H09 1772062118_G01 1772063062_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772063068_D06 1772066095_B02 1772063065_E10 1772062115_D08 1772060226_B09 1772066099_H10
#> "01" "01" "01" "01" "01" "01"
#> 1772063071_H02 1772066080_C10 1772066090_G04 1772066095_C10 1772063077_A11 1772066098_B12
#> "01" "01" "01" "01" "01" "01"
#> 1772066076_E12 1772067060_G01 1772066098_A01 1772067082_A12 1772066090_A06 1772066101_G05
#> "01" "01" "01" "01" "01" "01"
#> 1772066098_D07 1772067076_H10 1772071036_E06 1772067060_D10 1772066080_A11 1772066070_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772066090_C12 1772066090_F08 1772071036_F04 1772062128_F01 1772066070_A06 1772062118_A08
#> "01" "01" "01" "01" "03" "01"
#> 1772062114_B04 1772062128_C08 1772066110_D07 1772062109_A08 1772067057_E02 1772062115_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772060240_F07 1772062113_F04 1772062118_A10 1772062114_D04 1772063077_G09 1772063077_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772060240_B02 1772058148_C01 1772067093_A09 1772060224_G08 1772060240_D05 1772060240_B05
#> "01" "01" "01" "01" "01" "01"
#> 1772071044_C01 1772060224_D09 1772062109_E04 1772063061_C12 1772063063_F04 1772071045_C02
#> "01" "01" "01" "01" "01" "01"
#> 1772063074_D02 1772062109_E11 1772060240_H12 1772066077_D11 1772062118_G03 1772071041_B08
#> "01" "01" "01" "01" "01" "01"
#> 1772067096_A10 1772062114_F06 1772067054_G12 1772063062_C11 1772062113_E12 1772067063_G08
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_G05 1772063064_E06 1772058148_C05 1772062128_C04 1772063063_E01 1772060224_E12
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_E08 1772058177_C04 1772063077_B01 1772063077_E12 1772058148_C09 1772063074_C07
#> "01" "01" "01" "01" "01" "01"
#> 1772063063_F12 1772067073_H07 1772067066_C06 1772067073_E04 1772067064_C11 1772063063_G08
#> "01" "01" "01" "01" "01" "01"
#> 1772067063_E07 1772066090_F02 1772062116_B01 1772067063_A06 1772066076_E11 1772071040_B09
#> "01" "03" "01" "01" "01" "01"
#> 1772071044_H11 1772066102_D01 1772071045_H02 1772067070_B12 1772058148_G03 1772058148_E06
#> "01" "01" "01" "03" "01" "01"
#> 1772062128_G01 1772058148_F08 1772062111_A04 1772062118_C05 1772063061_D08 1772063062_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772067074_F02 1772060226_C10 1772063078_D03 1772067083_H04 1772060225_C06 1772066101_B02
#> "01" "01" "01" "01" "01" "01"
#> 1772062109_G12 1772067094_B04 1772066080_C03 1772063078_G04 1772062128_E07 1772063070_B07
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_G06 1772067059_C05 1772066100_B04 1772060226_H05 1772058148_B11 1772066110_H07
#> "01" "01" "01" "01" "01" "01"
#> 1772067058_B03 1772062128_E08 1772062113_C04 1772058177_G08 1772060240_H06 1772063078_G03
#> "01" "01" "03" "03" "01" "01"
#> 1772071035_H05 1772066098_F09 1772063077_D01 1772066090_G01 1772067076_H12 1772066076_G11
#> "01" "01" "01" "01" "01" "01"
#> 1772067093_E09 1772067094_G09 1772066108_B03 1772067057_F12 1772067076_E06 1772067060_H11
#> "01" "02" "01" "01" "01" "01"
#> 1772067059_E10 1772067094_G10 1772066080_C11 1772066096_C12 1772066102_C03 1772066101_B07
#> "01" "01" "03" "01" "01" "01"
#> 1772066110_F06 1772058148_B12 1772063063_C12 1772066076_F02 1772060226_E06 1772063065_A11
#> "01" "01" "01" "01" "01" "01"
#> 1772058148_D11 1772058148_C07 1772058148_B02 1772058148_A12 1772071041_G06 1772063079_E03
#> "01" "01" "01" "01" "01" "01"
#> 1772058177_B08 1772066110_A07 1772063078_E07 1772058177_B10 1772060240_C12 1772067073_A03
#> "01" "01" "01" "01" "01" "01"
#> 1772067069_E08 1772058148_D03 1772058148_D10 1772067060_B11 1772063062_D11 1772058148_F01
#> "01" "01" "01" "01" "01" "01"
#> 1772063062_D04 1772066076_H03 1772058177_G01 1772062111_B09 1772066076_C02 1772062113_E06
#> "01" "01" "01" "01" "01" "01"
#> 1772066080_B09 1772063061_C07 1772062111_D02 1772063077_A05 1772063079_F03 1772063077_B05
#> "01" "01" "01" "01" "01" "01"
#> 1772058171_E08 1772062113_H10 1772067074_G05 1772062113_D02 1772066076_C01 1772066080_E09
#> "01" "01" "01" "01" "01" "01"
#> 1772067057_E04 1772066080_D11 1772067074_C09 1772063077_B06 1772066076_H04 1772062116_E06
#> "01" "01" "01" "01" "01" "01"
#> 1772067064_D03 1772063063_G07 1772067063_E08 1772058148_G02 1772066080_G05 1772063074_F11
#> "01" "01" "01" "01" "01" "01"
#> 1772063074_C04 1772062111_E09 1772062111_F01 1772063074_H03 1772063062_H10 1772058148_D02
#> "01" "01" "01" "01" "01" "01"
#> 1772063078_G10 1772066110_D12 1772071017_A07 1772063071_G10 1772058148_C03 1772063061_D09
#> "01" "01" "01" "01" "01" "01"
#> 1772067059_B04 1772066097_D04 1772063068_D01 1772066098_A12 1772058148_F03
#> "01" "01" "01" "01" "01"
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 = 457),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 457),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 527),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 527),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 535),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 535),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 541),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 541),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 641),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 641),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 730),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 730),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 805),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 805),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1003),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1003),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1028),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1028),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1035),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1035),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1221),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1221),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1237),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1237),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1470),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1470),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1471),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1471),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1516),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1516),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1540),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1540),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2137),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2137),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2873),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2873),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2890),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2890),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2911),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2911),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2959),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2959),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2997),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2997),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 3071),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 3071),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 3364),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 3364),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 3491),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 3491),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 5340),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 5340),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 6647),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 6647),
method = "UMAP", top_value_method = "ATC", top_n = 1200, scale_rows = TRUE)
par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 7613),
method = "UMAP", top_value_method = "SD", top_n = 1200, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 7613),
method = "UMAP", top_value_method = "ATC", top_n = 1200, 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 = 457))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 527))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 535))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 541))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 641))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 730))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 805))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1003))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1028))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1035))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1221))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1237))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1470))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1471))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1516))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1540))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 2137))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 2873))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 2890))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 2911))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 2959))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 2997))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 3071))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 3364))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 3491))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 5340))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 6647))
get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 7613))
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 = 457))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 527))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 535))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 541))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 641))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 730))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 805))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1003))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1028))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1035))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1221))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1237))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1470))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1471))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1516))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1540))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 2137))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 2873))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 2890))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 2911))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 2959))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 2997))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 3071))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 3364))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 3491))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 5340))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 6647))
#> level1class level2class
#> class 0 0
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 7613))
#> level1class level2class
#> class 0 0
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.
#> On a matrix with 10825 rows and 500 columns, randomly sampled from 3005 columns.
#> Top rows (1018) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 1.00 0.996 0.998 0.5015 0.499 0.499
#> 3 3 1.00 0.980 0.984 0.1831 0.909 0.817
#> 4 4 0.99 0.944 0.976 0.0806 0.942 0.859
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
#> 1772071015_C02 2 0.000
#> 1772071017_G12 2 0.000
#> 1772071017_A05 2 0.000
#> 1772071014_B06 2 0.000
#> 1772067065_H06 2 0.000
#> 1772071017_E02 2 0.000
#> 1772067065_B07 2 0.249
#> 1772067060_B09 2 0.000
#> 1772071014_E04 2 0.000
#> 1772071015_D04 2 0.000
#> 1772071015_C11 2 0.000
#> 1772071017_D04 2 0.000
#> 1772071017_D06 2 0.249
#> 1772067082_D07 2 0.000
#> 1772071017_F09 2 0.000
#> 1772071017_A09 2 0.000
#> 1772067094_C05 2 0.000
#> 1772067059_B06 2 0.249
#> 1772067096_E05 2 0.249
#> 1772066089_C05 2 0.000
#> 1772067094_F04 2 0.249
#> 1772071045_A01 2 0.000
#> 1772071015_C08 2 0.000
#> 1772071045_D06 2 0.000
#> 1772071017_A03 2 0.747
#> 1772071017_F07 2 0.249
#> 1772071017_E06 2 0.000
#> 1772067066_C10 2 0.000
#> 1772071017_B05 2 0.000
#> 1772071014_E06 2 0.000
#> 1772067058_D11 2 1.000
#> 1772071014_B04 2 0.000
#> 1772067066_B09 2 0.000
#> 1772071017_E10 2 0.000
#> 1772071015_B08 2 0.000
#> 1772071014_C11 2 0.000
#> 1772067066_E10 2 0.000
#> 1772067065_F11 2 0.000
#> 1772071014_H11 2 0.249
#> 1772071017_B11 2 0.249
#> 1772071014_A07 2 0.000
#> 1772071017_B03 2 0.000
#> 1772071015_B04 2 0.000
#> 1772071014_D03 2 0.000
#> 1772067065_D06 2 0.000
#> 1772067066_H08 2 0.000
#> 1772067096_G11 2 0.000
#> 1772071017_G11 2 0.000
#> 1772067054_E12 2 0.000
#> 1772067083_B12 2 0.000
#> 1772067054_G01 2 0.249
#> 1772067096_A02 2 0.249
#> 1772067093_H05 2 0.000
#> 1772067083_B09 2 0.000
#> 1772071014_H12 2 0.000
#> 1772067082_H11 2 0.000
#> 1772067094_D06 2 0.498
#> 1772071015_F03 2 0.502
#> 1772071015_B11 2 0.000
#> 1772071014_G10 2 0.000
#> 1772067066_B07 2 0.000
#> 1772067065_G01 2 0.000
#> 1772071015_F07 2 0.249
#> 1772067065_E07 2 0.000
#> 1772071015_C10 2 0.000
#> 1772067063_E06 2 0.000
#> 1772067065_A11 2 0.000
#> 1772071015_G12 2 0.000
#> 1772067058_D07 2 0.000
#> 1772067065_D01 2 0.000
#> 1772071015_A02 2 0.751
#> 1772071014_F01 2 0.000
#> 1772071015_D06 2 0.000
#> 1772071017_B02 2 0.000
#> 1772071017_D07 2 0.249
#> 1772071017_A11 2 0.000
#> 1772071017_B01 2 0.000
#> 1772071017_C07 2 0.000
#> 1772071015_H11 2 0.000
#> 1772071014_A05 2 0.000
#> 1772071017_A10 2 0.000
#> 1772071017_C08 2 0.000
#> 1772071017_B09 2 0.249
#> 1772067066_A09 2 0.000
#> 1772067065_A12 2 0.000
#> 1772071015_G04 2 0.000
#> 1772067066_B02 2 0.000
#> 1772071015_E06 2 0.000
#> 1772067064_E04 2 0.000
#> 1772071015_C01 2 0.000
#> 1772071014_F06 2 0.000
#> 1772071017_D10 2 0.000
#> 1772071017_C05 2 0.249
#> 1772071014_E05 2 0.000
#> 1772071017_E04 2 0.000
#> 1772058148_D08 2 0.000
#> 1772067065_F07 2 0.000
#> 1772062128_G08 1 1.000
#> 1772066102_B02 2 0.000
#> 1772063077_B03 2 0.000
#> 1772062114_H03 2 0.000
#> 1772066074_A03 2 0.000
#> 1772066102_C09 2 0.000
#> 1772062114_E02 2 0.000
#> 1772063068_G07 1 1.000
#> 1772062115_A12 2 0.000
#> 1772062113_F08 1 1.000
#> 1772066108_B02 2 0.000
#> 1772066102_G06 2 0.000
#> 1772067059_E03 2 0.000
#> 1772071035_G04 2 0.000
#> 1772066102_C06 2 0.000
#> 1772067057_H02 2 0.000
#> 1772062115_G05 2 0.000
#> 1772066097_G03 2 0.000
#> 1772063064_G08 2 0.000
#> 1772067082_B01 2 0.000
#> 1772066099_C04 2 0.000
#> 1772071040_A12 2 0.000
#> 1772063078_F01 2 0.000
#> 1772067082_F03 2 0.000
#> 1772071044_A03 2 0.000
#> 1772067060_B04 2 0.000
#> 1772071045_C11 2 0.000
#> 1772067083_B10 2 0.000
#> 1772066077_E08 2 0.000
#> 1772063078_F12 2 0.000
#> 1772062115_C05 1 1.000
#> 1772066099_C11 2 0.000
#> 1772063064_G03 2 0.000
#> 1772071036_E09 2 0.000
#> 1772062128_D11 2 0.000
#> 1772067058_A12 2 0.000
#> 1772063078_B02 2 0.000
#> 1772066108_E06 2 0.000
#> 1772066100_A12 2 0.000
#> 1772066073_B03 2 0.000
#> 1772067076_A06 2 0.249
#> 1772062111_G03 1 1.000
#> 1772063061_H03 1 1.000
#> 1772066097_H05 2 0.000
#> 1772067065_A02 2 0.000
#> 1772066077_H12 2 0.000
#> 1772062128_G04 2 0.000
#> 1772062109_H03 2 0.000
#> 1772063063_F01 2 0.000
#> 1772062128_B10 2 0.000
#> 1772063061_B03 2 0.000
#> 1772063061_B05 2 0.000
#> 1772058177_G09 2 0.000
#> 1772066095_D02 2 0.000
#> 1772066097_G12 2 0.249
#> 1772066097_G02 2 0.000
#> 1772066100_G07 2 0.000
#> 1772066097_H01 2 0.000
#> 1772071045_H03 2 0.000
#> 1772067083_F08 2 0.000
#> 1772067083_H01 1 1.000
#> 1772066101_F04 2 0.502
#> 1772067058_H12 2 0.249
#> 1772067082_F02 2 0.498
#> 1772067058_H05 2 0.502
#> 1772071035_B09 2 1.000
#> 1772071015_H07 2 0.751
#> 1772071036_C02 2 1.000
#> 1772066108_F04 2 0.249
#> 1772071035_H02 2 0.000
#> 1772062109_H07 2 0.000
#> 1772067076_E03 2 0.000
#> 1772067059_G10 2 0.000
#> 1772067076_D04 2 0.253
#> 1772066099_H06 2 0.000
#> 1772066102_G12 2 0.000
#> 1772071035_E07 2 0.751
#> 1772066073_B02 2 0.000
#> 1772067076_A03 2 0.000
#> 1772066102_B11 2 0.249
#> 1772066089_A01 2 0.000
#> 1772066099_A01 2 0.000
#> 1772067057_H04 2 0.000
#> 1772066102_C11 2 0.249
#> 1772071045_A10 2 0.000
#> 1772066096_G01 2 0.000
#> 1772066102_H10 2 0.000
#> 1772066099_C12 2 0.000
#> 1772071044_H10 2 0.000
#> 1772067083_D10 2 0.000
#> 1772066099_E04 2 0.000
#> 1772066100_D08 2 0.000
#> 1772066099_H02 1 1.000
#> 1772066089_H04 2 0.000
#> 1772066089_B06 2 0.000
#> 1772066102_G08 2 0.000
#> 1772066102_A04 2 0.000
#> 1772066097_B06 2 0.000
#> 1772067076_E04 2 0.000
#> 1772066097_C06 2 0.000
#> 1772067057_D12 2 0.000
#> 1772066100_A05 2 0.000
#> 1772066101_F03 1 1.000
#> 1772071014_A06 1 1.000
#> 1772071015_A11 2 0.249
#> 1772071015_C09 2 0.000
#> 1772063071_A06 1 0.498
#> 1772058148_F09 1 1.000
#> 1772067066_H09 1 1.000
#> 1772067065_G10 1 1.000
#> 1772071015_A05 1 1.000
#> 1772067065_B10 2 0.000
#> 1772067065_A01 1 1.000
#> 1772062128_F10 1 1.000
#> 1772071017_H06 2 0.000
#> 1772071014_A12 2 0.000
#> 1772067065_F08 1 1.000
#> 1772058148_H04 1 1.000
#> 1772066102_B06 2 0.000
#> 1772063077_H05 1 1.000
#> 1772067076_A12 2 0.249
#> 1772067065_B12 1 1.000
#> 1772067065_G11 2 0.000
#> 1772067066_A10 2 0.000
#> 1772067066_E02 2 0.000
#> 1772067066_A11 2 0.000
#> 1772067065_B09 2 0.000
#> 1772067065_F10 2 0.000
#> 1772063063_H03 2 0.000
#> 1772071017_A01 2 0.000
#> 1772067066_D04 2 0.000
#> 1772067065_G12 1 1.000
#> 1772071017_G05 2 0.000
#> 1772071017_D12 2 0.000
#> 1772071015_A01 2 0.000
#> 1772071017_H10 2 0.000
#> 1772063070_B10 2 0.000
#> 1772063065_C02 1 1.000
#> 1772071015_E10 2 0.000
#> 1772067082_B09 1 1.000
#> 1772062115_H01 2 0.000
#> 1772071041_B06 1 1.000
#> 1772066090_C05 2 0.000
#> 1772067096_F07 2 0.000
#> 1772071015_F05 2 0.000
#> 1772067083_G04 2 0.000
#> 1772062115_G06 1 1.000
#> 1772071015_G09 2 0.000
#> 1772066095_F07 2 0.000
#> 1772071017_G02 2 0.249
#> 1772062111_C11 1 1.000
#> 1772058148_H03 2 0.000
#> 1772066100_D06 1 0.502
#> 1772071017_C10 2 0.000
#> 1772071014_B10 2 0.000
#> 1772062128_G06 1 1.000
#> 1772067057_A08 1 1.000
#> 1772063068_F12 2 0.000
#> 1772063074_E11 1 1.000
#> 1772066100_D04 2 0.000
#> 1772066100_F03 2 0.000
#> 1772067093_D01 2 0.000
#> 1772066100_E01 1 1.000
#> 1772067073_C01 1 1.000
#> 1772067083_B11 1 1.000
#> 1772067054_F12 2 0.000
#> 1772058177_D04 1 1.000
#> 1772067082_H03 2 0.000
#> 1772071017_D01 2 0.000
#> 1772067094_H08 1 1.000
#> 1772067096_A01 2 0.000
#> 1772058148_H08 2 0.000
#> 1772067093_F03 2 0.000
#> 1772071015_E08 2 0.000
#> 1772067083_C02 1 0.747
#> 1772066100_H07 2 0.000
#> 1772071014_C04 2 0.000
#> 1772067096_G05 2 0.000
#> 1772071017_A08 2 0.249
#> 1772066097_G04 1 1.000
#> 1772067094_A09 2 0.000
#> 1772067082_D05 1 1.000
#> 1772067082_B03 1 1.000
#> 1772063064_B06 1 1.000
#> 1772067082_D04 2 0.000
#> 1772067065_A08 2 0.000
#> 1772066100_F08 2 0.000
#> 1772067082_C02 2 0.000
#> 1772067082_B02 2 0.000
#> 1772067093_H07 2 0.000
#> 1772071017_A06 2 0.000
#> 1772071014_F12 2 0.000
#> 1772071014_E02 2 0.000
#> 1772067069_H02 2 0.000
#> 1772063071_B07 2 0.000
#> 1772067073_F04 2 0.249
#> 1772067069_A03 2 0.000
#> 1772067066_E04 2 0.498
#> 1772067063_C05 2 1.000
#> 1772067069_C12 2 0.000
#> 1772067064_C12 2 1.000
#> 1772071041_F07 2 0.000
#> 1772071040_B04 2 0.249
#> 1772067063_E09 2 0.000
#> 1772067070_D04 2 0.249
#> 1772067064_C07 2 1.000
#> 1772067069_A11 2 0.249
#> 1772067064_H09 2 0.502
#> 1772071040_B01 2 0.498
#> 1772067064_B04 2 0.000
#> 1772063063_E12 2 0.249
#> 1772067069_D10 2 0.000
#> 1772062109_B03 2 0.000
#> 1772067064_C09 2 0.249
#> 1772067064_D02 2 0.000
#> 1772067069_H10 2 0.000
#> 1772071017_G01 2 0.000
#> 1772067063_B02 2 0.249
#> 1772060240_A07 2 0.249
#> 1772067073_A01 2 0.000
#> 1772067064_B01 2 0.751
#> 1772067074_A06 2 0.498
#> 1772062116_B04 2 0.000
#> 1772071041_G09 2 0.000
#> 1772067069_B02 2 0.747
#> 1772067070_C01 2 0.000
#> 1772067070_A03 2 0.000
#> 1772071017_C06 2 0.498
#> 1772067064_B05 2 0.751
#> 1772067073_C12 2 0.747
#> 1772067064_C02 2 0.747
#> 1772067070_G11 2 0.249
#> 1772067074_F07 2 0.498
#> 1772067069_G06 2 0.498
#> 1772067070_F07 2 0.000
#> 1772071041_H11 2 0.000
#> 1772067066_A06 2 0.000
#> 1772071040_G08 2 0.000
#> 1772067064_G02 2 0.000
#> 1772071040_E01 2 0.000
#> 1772067070_F03 2 0.000
#> 1772067074_D05 2 0.000
#> 1772067069_G03 2 0.000
#> 1772067070_E11 2 0.000
#> 1772071017_D11 2 0.502
#> 1772071041_E12 2 0.000
#> 1772071041_F09 2 0.000
#> 1772071041_D09 2 0.000
#> 1772071041_H12 2 0.000
#> 1772067073_F08 2 0.000
#> 1772071041_D04 2 0.249
#> 1772071040_F05 2 0.000
#> 1772071041_E01 2 0.000
#> 1772071041_G07 2 0.000
#> 1772071041_G03 2 0.000
#> 1772071041_H09 2 0.000
#> 1772071041_G08 2 0.000
#> 1772067070_G08 2 0.000
#> 1772067064_F02 2 0.000
#> 1772067064_F01 2 0.253
#> 1772063063_H02 2 0.000
#> 1772063065_C11 1 1.000
#> 1772063071_G03 1 1.000
#> 1772063068_A01 2 0.000
#> 1772063071_E06 1 0.747
#> 1772071041_A04 2 0.000
#> 1772063068_B01 1 1.000
#> 1772063070_F03 2 0.249
#> 1772063063_G11 2 0.000
#> 1772063062_H11 2 0.000
#> 1772063077_D06 1 1.000
#> 1772071041_H10 2 0.747
#> 1772063064_D02 2 0.000
#> 1772067074_C05 2 0.000
#> 1772067066_B03 2 0.000
#> 1772063068_F11 1 1.000
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#> 1772066090_D03 1 1.000
#> 1772063071_E02 1 0.000
#> 1772063064_A11 1 0.000
#> 1772060224_B09 1 0.000
#> 1772063078_H11 1 0.498
#> 1772063061_G03 1 1.000
#> 1772063071_D01 1 0.000
#> 1772063064_B05 1 0.000
#> 1772062111_E02 1 0.000
#> 1772063062_H12 1 0.000
#> 1772058177_C08 1 0.249
#> 1772058148_A07 1 0.249
#> 1772060240_A03 1 0.249
#> 1772067070_H08 1 1.000
#> 1772063079_C02 1 0.000
#> 1772063071_A01 1 0.000
#> 1772063079_A09 1 0.000
#> 1772067070_C05 1 0.000
#> 1772063079_A11 1 0.000
#> 1772062113_G08 2 0.747
#> 1772062128_G09 1 0.000
#> 1772060240_D11 2 1.000
#> 1772071044_B01 1 0.000
#> 1772071036_E10 1 0.000
#> 1772062113_D11 1 0.502
#> 1772063063_B01 1 0.751
#> 1772058171_E12 1 0.000
#> 1772063064_F06 1 0.000
#> 1772058148_H05 1 0.000
#> 1772066103_B12 1 0.000
#> 1772058177_G06 1 0.000
#> 1772058177_H06 1 0.000
#> 1772058177_H02 1 0.000
#> 1772058177_D01 1 0.000
#> 1772058171_E11 1 0.000
#> 1772058177_F10 1 0.000
#> 1772058171_G09 1 0.000
#> 1772058171_G07 1 0.000
#> 1772058177_F12 1 0.000
#> 1772058177_G12 1 0.000
#> 1772058171_F01 1 0.000
#> 1772058171_H05 1 0.000
#> 1772058171_G05 1 0.000
#> 1772062128_D06 1 0.000
#> 1772063079_B05 1 0.000
#> 1772062109_H08 1 0.253
#> 1772062109_D05 1 0.249
#> 1772062111_D07 1 0.751
#> 1772063077_D11 1 0.000
#> 1772062113_H07 1 0.000
#> 1772062111_G12 1 0.000
#> 1772063079_C11 1 0.000
#> 1772063079_H12 1 0.000
#> 1772060224_E05 1 0.000
#> 1772063070_F11 1 0.000
#> 1772062114_A09 1 1.000
#> 1772062111_H12 1 0.000
#> 1772063070_B04 1 0.000
#> 1772063064_E04 1 0.000
#> 1772058177_G07 1 0.000
#> 1772062113_C01 1 0.000
#> 1772067073_A12 1 0.000
#> 1772063063_C11 1 0.000
#> 1772062109_B07 1 0.249
#> 1772067058_F03 1 0.000
#> 1772071040_D01 1 0.000
#> 1772063063_G05 1 0.000
#> 1772067069_E07 1 0.000
#> 1772067063_A11 1 0.000
#> 1772071040_F09 1 0.000
#> 1772067063_A07 1 0.000
#> 1772066096_C02 1 0.253
#> 1772066098_E07 1 0.000
#> 1772058148_D04 1 0.000
#> 1772067074_H04 1 0.000
#> 1772058148_E02 1 0.000
#> 1772067073_B09 1 0.000
#> 1772063071_D11 1 0.000
#> 1772071040_E11 1 0.000
#> 1772067074_H09 1 0.000
#> 1772071041_H04 1 0.253
#> 1772067073_F07 1 0.000
#> 1772058148_C04 1 0.000
#> 1772058148_E09 1 0.000
#> 1772067074_H08 1 0.000
#> 1772058148_F12 1 0.000
#> 1772071036_D04 1 0.000
#> 1772063070_A07 1 0.000
#> 1772067074_F11 1 0.000
#> 1772063064_B04 1 0.000
#> 1772063070_A05 1 1.000
#> 1772071040_B11 1 0.000
#> 1772063070_E06 1 0.000
#> 1772066102_E06 1 0.000
#> 1772060240_D07 1 0.000
#> 1772067063_B03 1 0.000
#> 1772058148_F05 1 0.000
#> 1772066108_B09 1 0.000
#> 1772066102_C04 1 0.000
#> 1772060224_A05 1 0.000
#> 1772063070_G07 1 0.000
#> 1772066095_B03 1 0.000
#> 1772063065_D10 1 0.751
#> 1772060226_E09 1 0.000
#> 1772063061_B10 1 1.000
#> 1772062115_F01 1 0.000
#> 1772063065_D08 1 0.751
#> 1772066097_C03 1 0.000
#> 1772058148_F10 1 0.000
#> 1772066077_E10 1 1.000
#> 1772063065_B12 1 0.502
#> 1772063063_H05 1 1.000
#> 1772063068_B12 1 1.000
#> 1772067058_D06 1 0.000
#> 1772062109_G06 1 0.751
#> 1772062116_H04 1 0.000
#> 1772063062_G06 1 0.000
#> 1772058171_G04 1 0.000
#> 1772067063_D05 1 0.000
#> 1772058177_A05 1 0.000
#> 1772058177_F11 1 0.000
#> 1772063079_A07 1 0.000
#> 1772062116_H07 1 0.747
#> 1772063070_F02 1 0.000
#> 1772060224_C09 1 0.000
#> 1772067073_H05 1 0.000
#> 1772058171_A12 1 0.000
#> 1772067073_H10 1 0.000
#> 1772067074_D07 1 0.000
#> 1772062109_E02 1 0.000
#> 1772060224_F01 1 0.000
#> 1772066099_F09 1 0.000
#> 1772062111_A11 1 0.502
#> 1772058171_A06 1 0.000
#> 1772060224_F04 1 0.000
#> 1772060224_H12 1 0.000
#> 1772063071_F12 1 0.000
#> 1772062111_A08 1 0.000
#> 1772058177_A08 1 0.000
#> 1772060224_H01 1 0.000
#> 1772066095_A07 1 0.000
#> 1772058177_B01 1 0.249
#> 1772062111_B12 1 0.000
#> 1772063064_A08 1 0.000
#> 1772063064_B02 1 0.000
#> 1772062115_G08 1 0.253
#> 1772062114_H08 1 0.000
#> 1772063071_G12 1 0.000
#> 1772060225_H04 1 0.000
#> 1772058177_H03 1 0.000
#> 1772063064_F09 1 0.751
#> 1772060224_D12 1 0.000
#> 1772066080_C04 1 0.000
#> 1772063062_B10 1 0.000
#> 1772062128_E01 1 0.502
#> 1772062128_A02 1 0.000
#> 1772062128_C11 1 0.000
#> 1772060240_B11 1 0.249
#> 1772063078_A02 1 0.000
#> 1772058148_B03 1 0.751
#> 1772062128_C09 1 0.751
#> 1772062116_C03 1 0.000
#> 1772058177_H04 1 0.000
#> 1772063071_B06 1 0.000
#> 1772067063_E01 1 0.000
#> 1772058171_A01 1 0.000
#> 1772062111_F09 1 0.000
#> 1772066104_A09 1 0.000
#> 1772060240_G06 1 0.000
#> 1772062109_B04 1 0.249
#> 1772063071_B12 1 0.000
#> 1772063071_D02 1 0.000
#> 1772067058_D10 1 0.000
#> 1772067069_H12 1 0.000
#> 1772063062_A05 1 0.000
#> 1772063071_G02 1 0.000
#> 1772066096_E06 1 0.000
#> 1772071014_H04 1 0.000
#> 1772066098_B06 1 0.000
#> 1772071044_C05 1 0.000
#> 1772067058_E08 1 0.000
#> 1772071044_C04 1 0.000
#> 1772067096_A11 1 0.000
#> 1772066098_C02 1 0.000
#> 1772071045_F10 1 0.000
#> 1772066076_C10 1 0.000
#> 1772062109_D11 1 0.000
#> 1772062111_B03 1 1.000
#> 1772071014_C07 1 0.000
#> 1772067063_E05 1 0.000
#> 1772071045_D05 1 0.000
#> 1772071015_H09 1 0.000
#> 1772071014_G04 1 0.000
#> 1772071014_H07 1 0.000
#> 1772071014_D06 1 0.000
#> 1772071014_F02 1 0.000
#> 1772058171_H01 1 0.000
#> 1772071015_A08 1 0.000
#> 1772071015_D10 1 0.000
#> 1772067064_A10 1 0.000
#> 1772071015_H10 1 0.000
#> 1772062118_H11 2 0.249
#> 1772067069_C11 1 0.000
#> 1772071014_E01 1 0.000
#> 1772071015_D02 1 0.000
#> 1772062128_D05 1 0.000
#> 1772071014_D07 1 0.000
#> 1772071014_A02 1 0.000
#> 1772063071_H08 1 0.000
#> 1772062128_E02 1 0.000
#> 1772066110_G07 1 0.000
#> 1772066096_C07 1 0.000
#> 1772066096_B01 1 0.000
#> 1772063077_F03 1 0.751
#> 1772058177_E09 1 0.000
#> 1772066096_A04 1 0.000
#> 1772071036_F10 1 0.000
#> 1772066076_A11 1 0.000
#> 1772066102_H01 1 0.000
#> 1772062109_F07 1 0.000
#> 1772058177_D07 1 0.000
#> 1772067076_F10 1 0.000
#> 1772058171_F07 1 0.000
#> 1772062114_D03 1 0.249
#> 1772062114_B05 1 0.000
#> 1772058177_B03 1 0.000
#> 1772058171_B03 1 0.000
#> 1772063064_D08 1 0.000
#> 1772071015_A12 1 0.000
#> 1772071015_G05 1 0.502
#> 1772063062_B05 1 0.000
#> 1772063061_F08 1 0.000
#> 1772062128_B12 1 0.000
#> 1772062114_E01 1 0.000
#> 1772063068_F04 1 0.000
#> 1772063065_D11 1 0.000
#> 1772063064_H03 2 0.000
#> 1772066098_C10 1 0.000
#> 1772058171_A08 1 0.000
#> 1772063071_B11 1 0.000
#> 1772062128_E04 1 0.000
#> 1772063071_H07 1 0.000
#> 1772063071_H09 1 0.000
#> 1772062118_G01 1 0.000
#> 1772063062_D09 1 0.249
#> 1772063068_D06 1 0.000
#> 1772066095_B02 1 0.000
#> 1772063065_E10 1 0.000
#> 1772062115_D08 1 0.000
#> 1772060226_B09 1 0.000
#> 1772066099_H10 1 0.000
#> 1772063071_H02 1 0.000
#> 1772066080_C10 1 0.000
#> 1772066090_G04 1 0.498
#> 1772066095_C10 1 0.249
#> 1772063077_A11 1 0.000
#> 1772066098_B12 1 0.000
#> 1772066076_E12 1 0.000
#> 1772067060_G01 1 0.000
#> 1772066098_A01 1 0.000
#> 1772067082_A12 1 0.000
#> 1772066090_A06 1 0.751
#> 1772066101_G05 1 0.000
#> 1772066098_D07 1 0.000
#> 1772067076_H10 1 0.000
#> 1772071036_E06 1 0.000
#> 1772067060_D10 1 0.000
#> 1772066080_A11 1 0.000
#> 1772066070_E03 1 1.000
#> 1772066090_C12 1 0.498
#> 1772066090_F08 1 0.751
#> 1772071036_F04 1 0.000
#> 1772062128_F01 1 0.000
#> 1772066070_A06 1 0.751
#> 1772062118_A08 1 0.000
#> 1772062114_B04 1 0.000
#> 1772062128_C08 1 0.000
#> 1772066110_D07 1 0.000
#> 1772062109_A08 1 0.000
#> 1772067057_E02 1 0.000
#> 1772062115_F11 1 0.747
#> 1772060240_F07 1 0.000
#> 1772062113_F04 1 0.000
#> 1772062118_A10 1 0.000
#> 1772062114_D04 1 0.000
#> 1772063077_G09 1 0.000
#> 1772063077_F11 1 0.000
#> 1772060240_B02 1 0.000
#> 1772058148_C01 1 0.000
#> 1772067093_A09 1 0.000
#> 1772060224_G08 1 0.000
#> 1772060240_D05 1 0.000
#> 1772060240_B05 1 0.000
#> 1772071044_C01 1 0.000
#> 1772060224_D09 1 0.000
#> 1772062109_E04 1 0.000
#> 1772063061_C12 1 0.000
#> 1772063063_F04 1 0.000
#> 1772071045_C02 1 0.000
#> 1772063074_D02 1 0.000
#> 1772062109_E11 1 1.000
#> 1772060240_H12 1 0.000
#> 1772066077_D11 1 1.000
#> 1772062118_G03 1 0.000
#> 1772071041_B08 1 0.000
#> 1772067096_A10 1 1.000
#> 1772062114_F06 1 0.000
#> 1772067054_G12 1 0.000
#> 1772063062_C11 1 0.000
#> 1772062113_E12 1 0.000
#> 1772067063_G08 1 0.000
#> 1772058148_G05 1 0.000
#> 1772063064_E06 1 0.000
#> 1772058148_C05 1 0.000
#> 1772062128_C04 1 0.000
#> 1772063063_E01 1 0.249
#> 1772060224_E12 1 0.000
#> 1772058148_E08 1 0.000
#> 1772058177_C04 1 0.000
#> 1772063077_B01 1 0.000
#> 1772063077_E12 1 0.000
#> 1772058148_C09 1 0.000
#> 1772063074_C07 1 0.000
#> 1772063063_F12 1 0.000
#> 1772067073_H07 1 0.000
#> 1772067066_C06 1 0.000
#> 1772067073_E04 1 0.000
#> 1772067064_C11 1 0.000
#> 1772063063_G08 1 0.000
#> 1772067063_E07 1 0.000
#> 1772066090_F02 2 0.000
#> 1772062116_B01 1 0.253
#> 1772067063_A06 1 0.000
#> 1772066076_E11 1 0.000
#> 1772071040_B09 1 0.000
#> 1772071044_H11 1 0.000
#> 1772066102_D01 1 0.000
#> 1772071045_H02 1 0.000
#> 1772067070_B12 2 0.249
#> 1772058148_G03 1 0.000
#> 1772058148_E06 1 0.000
#> 1772062128_G01 1 0.000
#> 1772058148_F08 1 1.000
#> 1772062111_A04 1 0.249
#> 1772062118_C05 1 0.000
#> 1772063061_D08 1 0.000
#> 1772063062_E03 1 0.000
#> 1772067074_F02 1 0.000
#> 1772060226_C10 1 0.000
#> 1772063078_D03 1 0.249
#> 1772067083_H04 1 1.000
#> 1772060225_C06 1 0.000
#> 1772066101_B02 1 1.000
#> 1772062109_G12 1 0.000
#> 1772067094_B04 1 0.000
#> 1772066080_C03 1 0.751
#> 1772063078_G04 1 0.000
#> 1772062128_E07 1 0.502
#> 1772063070_B07 1 0.000
#> 1772063078_G06 1 0.000
#> 1772067059_C05 1 0.000
#> 1772066100_B04 1 0.000
#> 1772060226_H05 1 0.000
#> 1772058148_B11 1 0.000
#> 1772066110_H07 1 0.000
#> 1772067058_B03 1 0.000
#> 1772062128_E08 1 0.751
#> 1772062113_C04 2 0.000
#> 1772058177_G08 1 1.000
#> 1772060240_H06 1 0.502
#> 1772063078_G03 1 0.000
#> 1772071035_H05 1 0.000
#> 1772066098_F09 1 0.000
#> 1772063077_D01 1 0.502
#> 1772066090_G01 1 1.000
#> 1772067076_H12 1 0.000
#> 1772066076_G11 1 0.000
#> 1772067093_E09 1 0.000
#> 1772067094_G09 2 1.000
#> 1772066108_B03 1 0.502
#> 1772067057_F12 1 0.000
#> 1772067076_E06 1 0.000
#> 1772067060_H11 1 0.000
#> 1772067059_E10 1 0.000
#> 1772067094_G10 1 0.747
#> 1772066080_C11 2 0.249
#> 1772066096_C12 1 0.000
#> 1772066102_C03 1 0.000
#> 1772066101_B07 1 0.000
#> 1772066110_F06 1 0.253
#> 1772058148_B12 1 0.000
#> 1772063063_C12 1 0.000
#> 1772066076_F02 1 0.000
#> 1772060226_E06 1 0.000
#> 1772063065_A11 1 0.000
#> 1772058148_D11 1 0.000
#> 1772058148_C07 1 0.000
#> 1772058148_B02 1 0.000
#> 1772058148_A12 1 0.747
#> 1772071041_G06 1 1.000
#> 1772063079_E03 1 0.000
#> 1772058177_B08 1 0.000
#> 1772066110_A07 1 0.000
#> 1772063078_E07 1 0.000
#> 1772058177_B10 1 0.000
#> 1772060240_C12 1 0.000
#> 1772067073_A03 1 0.000
#> 1772067069_E08 1 0.000
#> 1772058148_D03 1 0.000
#> 1772058148_D10 1 0.000
#> 1772067060_B11 1 0.000
#> 1772063062_D11 1 0.000
#> 1772058148_F01 1 0.000
#> 1772063062_D04 1 0.000
#> 1772066076_H03 1 0.000
#> 1772058177_G01 1 0.000
#> 1772062111_B09 1 1.000
#> 1772066076_C02 1 0.000
#> 1772062113_E06 1 0.000
#> 1772066080_B09 1 0.000
#> 1772063061_C07 1 0.000
#> 1772062111_D02 1 0.498
#> 1772063077_A05 1 0.000
#> 1772063079_F03 1 0.000
#> 1772063077_B05 1 0.000
#> 1772058171_E08 1 0.000
#> 1772062113_H10 1 0.000
#> 1772067074_G05 1 0.000
#> 1772062113_D02 1 0.000
#> 1772066076_C01 1 0.000
#> 1772066080_E09 1 0.000
#> 1772067057_E04 1 0.000
#> 1772066080_D11 1 0.000
#> 1772067074_C09 1 0.000
#> 1772063077_B06 1 0.000
#> 1772066076_H04 1 0.000
#> 1772062116_E06 1 0.000
#> 1772067064_D03 1 0.000
#> 1772063063_G07 1 1.000
#> 1772067063_E08 1 0.000
#> 1772058148_G02 1 0.000
#> 1772066080_G05 1 0.000
#> 1772063074_F11 1 0.000
#> 1772063074_C04 1 0.000
#> 1772062111_E09 1 1.000
#> 1772062111_F01 1 0.000
#> 1772063074_H03 1 0.249
#> 1772063062_H10 1 1.000
#> 1772058148_D02 1 0.000
#> 1772063078_G10 1 1.000
#> 1772066110_D12 1 0.253
#> 1772071017_A07 1 0.000
#> 1772063071_G10 1 1.000
#> 1772058148_C03 1 1.000
#> 1772063061_D09 1 0.249
#> 1772067059_B04 1 0.000
#> 1772066097_D04 1 0.000
#> 1772063068_D01 1 0.253
#> 1772066098_A12 1 0.000
#> 1772058148_F03 1 0.000
get_classes(res, k = 3)
#> class p
#> 1772071015_C02 2 0.000
#> 1772071017_G12 2 0.000
#> 1772071017_A05 2 0.000
#> 1772071014_B06 2 0.000
#> 1772067065_H06 2 0.000
#> 1772071017_E02 2 0.000
#> 1772067065_B07 2 0.000
#> 1772067060_B09 2 0.000
#> 1772071014_E04 2 0.000
#> 1772071015_D04 2 0.000
#> 1772071015_C11 2 0.000
#> 1772071017_D04 2 0.000
#> 1772071017_D06 2 0.249
#> 1772067082_D07 2 0.000
#> 1772071017_F09 2 0.000
#> 1772071017_A09 2 0.000
#> 1772067094_C05 2 0.000
#> 1772067059_B06 2 0.000
#> 1772067096_E05 2 0.249
#> 1772066089_C05 2 0.000
#> 1772067094_F04 2 0.000
#> 1772071045_A01 2 0.000
#> 1772071015_C08 2 0.000
#> 1772071045_D06 2 0.000
#> 1772071017_A03 2 0.249
#> 1772071017_F07 2 0.000
#> 1772071017_E06 2 0.249
#> 1772067066_C10 2 0.000
#> 1772071017_B05 2 0.000
#> 1772071014_E06 2 0.000
#> 1772067058_D11 2 0.000
#> 1772071014_B04 2 1.000
#> 1772067066_B09 2 0.249
#> 1772071017_E10 2 0.000
#> 1772071015_B08 2 0.000
#> 1772071014_C11 2 0.751
#> 1772067066_E10 2 0.000
#> 1772067065_F11 2 0.000
#> 1772071014_H11 2 0.000
#> 1772071017_B11 2 0.747
#> 1772071014_A07 2 0.000
#> 1772071017_B03 2 0.000
#> 1772071015_B04 2 0.000
#> 1772071014_D03 2 0.000
#> 1772067065_D06 2 0.000
#> 1772067066_H08 2 1.000
#> 1772067096_G11 2 0.000
#> 1772071017_G11 2 0.000
#> 1772067054_E12 2 0.000
#> 1772067083_B12 2 0.000
#> 1772067054_G01 3 1.000
#> 1772067096_A02 2 0.502
#> 1772067093_H05 3 1.000
#> 1772067083_B09 2 0.000
#> 1772071014_H12 2 0.000
#> 1772067082_H11 2 0.000
#> 1772067094_D06 2 1.000
#> 1772071015_F03 2 0.000
#> 1772071015_B11 2 0.000
#> 1772071014_G10 2 0.000
#> 1772067066_B07 2 1.000
#> 1772067065_G01 2 0.000
#> 1772071015_F07 2 0.000
#> 1772067065_E07 2 0.000
#> 1772071015_C10 2 0.000
#> 1772067063_E06 2 0.000
#> 1772067065_A11 2 0.000
#> 1772071015_G12 2 0.000
#> 1772067058_D07 2 0.000
#> 1772067065_D01 2 0.000
#> 1772071015_A02 2 0.747
#> 1772071014_F01 2 0.000
#> 1772071015_D06 2 0.000
#> 1772071017_B02 2 0.000
#> 1772071017_D07 2 0.000
#> 1772071017_A11 2 0.000
#> 1772071017_B01 2 0.000
#> 1772071017_C07 2 0.000
#> 1772071015_H11 2 0.000
#> 1772071014_A05 2 0.000
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#> 1772066080_C10 1 0.000
#> 1772066090_G04 1 1.000
#> 1772066095_C10 1 0.249
#> 1772063077_A11 1 0.000
#> 1772066098_B12 1 0.000
#> 1772066076_E12 1 0.000
#> 1772067060_G01 1 0.000
#> 1772066098_A01 1 0.498
#> 1772067082_A12 1 1.000
#> 1772066090_A06 1 1.000
#> 1772066101_G05 1 0.000
#> 1772066098_D07 1 0.000
#> 1772067076_H10 1 0.249
#> 1772071036_E06 1 0.000
#> 1772067060_D10 1 1.000
#> 1772066080_A11 1 1.000
#> 1772066070_E03 1 1.000
#> 1772066090_C12 1 1.000
#> 1772066090_F08 1 1.000
#> 1772071036_F04 1 1.000
#> 1772062128_F01 1 0.498
#> 1772066070_A06 3 1.000
#> 1772062118_A08 1 0.000
#> 1772062114_B04 1 0.000
#> 1772062128_C08 1 0.000
#> 1772066110_D07 1 0.747
#> 1772062109_A08 1 0.000
#> 1772067057_E02 1 1.000
#> 1772062115_F11 1 0.249
#> 1772060240_F07 1 0.000
#> 1772062113_F04 1 0.498
#> 1772062118_A10 1 0.000
#> 1772062114_D04 1 0.000
#> 1772063077_G09 1 0.000
#> 1772063077_F11 1 1.000
#> 1772060240_B02 1 1.000
#> 1772058148_C01 1 1.000
#> 1772067093_A09 1 1.000
#> 1772060224_G08 1 0.000
#> 1772060240_D05 1 0.249
#> 1772060240_B05 1 1.000
#> 1772071044_C01 1 1.000
#> 1772060224_D09 1 0.000
#> 1772062109_E04 1 0.000
#> 1772063061_C12 1 0.502
#> 1772063063_F04 1 0.751
#> 1772071045_C02 1 1.000
#> 1772063074_D02 1 0.000
#> 1772062109_E11 1 1.000
#> 1772060240_H12 1 1.000
#> 1772066077_D11 1 1.000
#> 1772062118_G03 1 0.249
#> 1772071041_B08 1 1.000
#> 1772067096_A10 1 1.000
#> 1772062114_F06 1 0.502
#> 1772067054_G12 1 1.000
#> 1772063062_C11 1 1.000
#> 1772062113_E12 1 0.000
#> 1772067063_G08 1 1.000
#> 1772058148_G05 1 0.249
#> 1772063064_E06 1 1.000
#> 1772058148_C05 1 1.000
#> 1772062128_C04 1 0.498
#> 1772063063_E01 1 1.000
#> 1772060224_E12 1 1.000
#> 1772058148_E08 1 1.000
#> 1772058177_C04 1 1.000
#> 1772063077_B01 1 1.000
#> 1772063077_E12 1 1.000
#> 1772058148_C09 1 0.747
#> 1772063074_C07 1 1.000
#> 1772063063_F12 1 0.751
#> 1772067073_H07 1 0.498
#> 1772067066_C06 1 0.498
#> 1772067073_E04 1 1.000
#> 1772067064_C11 1 0.000
#> 1772063063_G08 1 0.000
#> 1772067063_E07 1 1.000
#> 1772066090_F02 3 0.000
#> 1772062116_B01 1 1.000
#> 1772067063_A06 1 0.502
#> 1772066076_E11 1 1.000
#> 1772071040_B09 1 0.000
#> 1772071044_H11 1 1.000
#> 1772066102_D01 1 0.249
#> 1772071045_H02 1 0.000
#> 1772067070_B12 3 0.000
#> 1772058148_G03 1 0.498
#> 1772058148_E06 1 1.000
#> 1772062128_G01 1 1.000
#> 1772058148_F08 1 1.000
#> 1772062111_A04 1 1.000
#> 1772062118_C05 1 0.747
#> 1772063061_D08 1 1.000
#> 1772063062_E03 1 0.498
#> 1772067074_F02 1 1.000
#> 1772060226_C10 1 0.000
#> 1772063078_D03 1 1.000
#> 1772067083_H04 1 0.249
#> 1772060225_C06 1 0.000
#> 1772066101_B02 1 1.000
#> 1772062109_G12 1 1.000
#> 1772067094_B04 1 1.000
#> 1772066080_C03 1 1.000
#> 1772063078_G04 1 0.498
#> 1772062128_E07 1 1.000
#> 1772063070_B07 1 1.000
#> 1772063078_G06 1 1.000
#> 1772067059_C05 1 1.000
#> 1772066100_B04 1 0.000
#> 1772060226_H05 1 1.000
#> 1772058148_B11 1 1.000
#> 1772066110_H07 1 0.000
#> 1772067058_B03 1 1.000
#> 1772062128_E08 1 1.000
#> 1772062113_C04 3 0.000
#> 1772058177_G08 3 1.000
#> 1772060240_H06 1 1.000
#> 1772063078_G03 1 0.000
#> 1772071035_H05 1 1.000
#> 1772066098_F09 1 1.000
#> 1772063077_D01 1 1.000
#> 1772066090_G01 1 1.000
#> 1772067076_H12 1 0.000
#> 1772066076_G11 1 0.000
#> 1772067093_E09 1 0.751
#> 1772067094_G09 2 0.502
#> 1772066108_B03 1 1.000
#> 1772067057_F12 1 1.000
#> 1772067076_E06 1 0.000
#> 1772067060_H11 1 0.000
#> 1772067059_E10 1 0.249
#> 1772067094_G10 1 1.000
#> 1772066080_C11 3 0.000
#> 1772066096_C12 1 0.249
#> 1772066102_C03 1 0.000
#> 1772066101_B07 1 1.000
#> 1772066110_F06 1 0.747
#> 1772058148_B12 1 0.000
#> 1772063063_C12 1 0.000
#> 1772066076_F02 1 0.000
#> 1772060226_E06 1 0.000
#> 1772063065_A11 1 1.000
#> 1772058148_D11 1 0.751
#> 1772058148_C07 1 1.000
#> 1772058148_B02 1 1.000
#> 1772058148_A12 1 0.000
#> 1772071041_G06 1 1.000
#> 1772063079_E03 1 0.249
#> 1772058177_B08 1 0.249
#> 1772066110_A07 1 1.000
#> 1772063078_E07 1 0.000
#> 1772058177_B10 1 0.000
#> 1772060240_C12 1 1.000
#> 1772067073_A03 1 0.000
#> 1772067069_E08 1 1.000
#> 1772058148_D03 1 0.253
#> 1772058148_D10 1 0.502
#> 1772067060_B11 1 1.000
#> 1772063062_D11 1 0.498
#> 1772058148_F01 1 0.498
#> 1772063062_D04 1 1.000
#> 1772066076_H03 1 0.502
#> 1772058177_G01 1 0.000
#> 1772062111_B09 1 1.000
#> 1772066076_C02 1 0.000
#> 1772062113_E06 1 0.000
#> 1772066080_B09 1 0.000
#> 1772063061_C07 1 0.747
#> 1772062111_D02 1 0.747
#> 1772063077_A05 1 0.000
#> 1772063079_F03 1 0.000
#> 1772063077_B05 1 0.747
#> 1772058171_E08 1 0.249
#> 1772062113_H10 1 1.000
#> 1772067074_G05 1 1.000
#> 1772062113_D02 1 1.000
#> 1772066076_C01 1 0.000
#> 1772066080_E09 1 1.000
#> 1772067057_E04 1 1.000
#> 1772066080_D11 1 0.000
#> 1772067074_C09 1 1.000
#> 1772063077_B06 1 1.000
#> 1772066076_H04 1 0.000
#> 1772062116_E06 1 1.000
#> 1772067064_D03 1 1.000
#> 1772063063_G07 1 1.000
#> 1772067063_E08 1 1.000
#> 1772058148_G02 1 0.249
#> 1772066080_G05 1 0.000
#> 1772063074_F11 1 0.000
#> 1772063074_C04 1 0.000
#> 1772062111_E09 1 1.000
#> 1772062111_F01 1 0.747
#> 1772063074_H03 1 1.000
#> 1772063062_H10 1 0.000
#> 1772058148_D02 1 1.000
#> 1772063078_G10 1 0.000
#> 1772066110_D12 1 1.000
#> 1772071017_A07 1 1.000
#> 1772063071_G10 1 0.000
#> 1772058148_C03 1 0.000
#> 1772063061_D09 1 1.000
#> 1772067059_B04 1 0.751
#> 1772066097_D04 1 0.000
#> 1772063068_D01 1 1.000
#> 1772066098_A12 1 0.000
#> 1772058148_F03 1 0.498
get_classes(res, k = 4)
#> class p
#> 1772071015_C02 2 0.000
#> 1772071017_G12 2 0.000
#> 1772071017_A05 2 0.000
#> 1772071014_B06 2 0.000
#> 1772067065_H06 2 0.000
#> 1772071017_E02 2 0.000
#> 1772067065_B07 2 0.000
#> 1772067060_B09 2 0.253
#> 1772071014_E04 2 0.000
#> 1772071015_D04 2 0.000
#> 1772071015_C11 2 0.000
#> 1772071017_D04 2 0.000
#> 1772071017_D06 2 0.000
#> 1772067082_D07 2 0.000
#> 1772071017_F09 2 0.000
#> 1772071017_A09 2 0.000
#> 1772067094_C05 2 0.000
#> 1772067059_B06 2 0.000
#> 1772067096_E05 2 0.502
#> 1772066089_C05 2 0.000
#> 1772067094_F04 2 0.000
#> 1772071045_A01 2 0.000
#> 1772071015_C08 2 0.000
#> 1772071045_D06 2 0.000
#> 1772071017_A03 2 0.747
#> 1772071017_F07 2 0.000
#> 1772071017_E06 2 0.249
#> 1772067066_C10 2 0.000
#> 1772071017_B05 2 0.000
#> 1772071014_E06 2 0.000
#> 1772067058_D11 2 0.000
#> 1772071014_B04 2 1.000
#> 1772067066_B09 2 0.000
#> 1772071017_E10 2 0.000
#> 1772071015_B08 2 0.000
#> 1772071014_C11 2 1.000
#> 1772067066_E10 2 0.000
#> 1772067065_F11 2 0.000
#> 1772071014_H11 2 0.000
#> 1772071017_B11 2 0.751
#> 1772071014_A07 2 0.000
#> 1772071017_B03 2 0.000
#> 1772071015_B04 2 0.000
#> 1772071014_D03 2 1.000
#> 1772067065_D06 2 0.000
#> 1772067066_H08 4 0.000
#> 1772067096_G11 4 0.000
#> 1772071017_G11 2 0.000
#> 1772067054_E12 2 0.751
#> 1772067083_B12 2 0.000
#> 1772067054_G01 4 0.000
#> 1772067096_A02 4 0.000
#> 1772067093_H05 4 0.000
#> 1772067083_B09 2 0.502
#> 1772071014_H12 2 0.000
#> 1772067082_H11 2 0.000
#> 1772067094_D06 2 1.000
#> 1772071015_F03 2 0.000
#> 1772071015_B11 2 0.000
#> 1772071014_G10 2 0.000
#> 1772067066_B07 4 0.000
#> 1772067065_G01 4 0.253
#> 1772071015_F07 2 0.000
#> 1772067065_E07 2 0.000
#> 1772071015_C10 4 0.000
#> 1772067063_E06 2 0.000
#> 1772067065_A11 2 0.000
#> 1772071015_G12 2 0.000
#> 1772067058_D07 2 1.000
#> 1772067065_D01 2 0.000
#> 1772071015_A02 2 0.502
#> 1772071014_F01 2 0.000
#> 1772071015_D06 2 0.000
#> 1772071017_B02 2 0.000
#> 1772071017_D07 2 0.000
#> 1772071017_A11 2 0.000
#> 1772071017_B01 2 0.000
#> 1772071017_C07 2 0.000
#> 1772071015_H11 2 0.000
#> 1772071014_A05 2 0.000
#> 1772071017_A10 2 1.000
#> 1772071017_C08 2 0.000
#> 1772071017_B09 4 1.000
#> 1772067066_A09 4 0.249
#> 1772067065_A12 2 0.000
#> 1772071015_G04 2 0.000
#> 1772067066_B02 2 0.249
#> 1772071015_E06 2 0.000
#> 1772067064_E04 2 0.000
#> 1772071015_C01 2 0.249
#> 1772071014_F06 2 0.000
#> 1772071017_D10 2 0.000
#> 1772071017_C05 2 0.000
#> 1772071014_E05 2 0.000
#> 1772071017_E04 2 0.000
#> 1772058148_D08 2 1.000
#> 1772067065_F07 2 0.000
#> 1772062128_G08 4 0.000
#> 1772066102_B02 2 0.000
#> 1772063077_B03 4 0.000
#> 1772062114_H03 2 0.000
#> 1772066074_A03 4 0.000
#> 1772066102_C09 2 0.000
#> 1772062114_E02 2 0.498
#> 1772063068_G07 4 0.000
#> 1772062115_A12 4 0.000
#> 1772062113_F08 4 0.000
#> 1772066108_B02 4 0.000
#> 1772066102_G06 2 0.000
#> 1772067059_E03 2 0.000
#> 1772071035_G04 2 0.000
#> 1772066102_C06 2 0.000
#> 1772067057_H02 2 0.000
#> 1772062115_G05 2 0.000
#> 1772066097_G03 4 0.000
#> 1772063064_G08 4 0.000
#> 1772067082_B01 2 0.000
#> 1772066099_C04 2 0.000
#> 1772071040_A12 2 0.000
#> 1772063078_F01 2 0.000
#> 1772067082_F03 2 0.000
#> 1772071044_A03 2 0.000
#> 1772067060_B04 2 0.000
#> 1772071045_C11 2 0.000
#> 1772067083_B10 2 0.000
#> 1772066077_E08 2 0.000
#> 1772063078_F12 4 0.000
#> 1772062115_C05 4 0.000
#> 1772066099_C11 2 0.000
#> 1772063064_G03 4 0.000
#> 1772071036_E09 2 0.000
#> 1772062128_D11 4 0.000
#> 1772067058_A12 2 0.000
#> 1772063078_B02 2 0.000
#> 1772066108_E06 2 0.000
#> 1772066100_A12 4 0.000
#> 1772066073_B03 4 0.000
#> 1772067076_A06 2 0.000
#> 1772062111_G03 4 0.000
#> 1772063061_H03 4 0.000
#> 1772066097_H05 4 0.000
#> 1772067065_A02 2 0.000
#> 1772066077_H12 4 0.000
#> 1772062128_G04 4 0.000
#> 1772062109_H03 4 0.000
#> 1772063063_F01 4 0.000
#> 1772062128_B10 4 0.000
#> 1772063061_B03 4 0.000
#> 1772063061_B05 4 0.000
#> 1772058177_G09 4 0.000
#> 1772066095_D02 2 0.000
#> 1772066097_G12 2 0.000
#> 1772066097_G02 2 0.000
#> 1772066100_G07 4 0.000
#> 1772066097_H01 4 0.000
#> 1772071045_H03 4 0.000
#> 1772067083_F08 4 0.000
#> 1772067083_H01 4 0.000
#> 1772066101_F04 2 0.000
#> 1772067058_H12 2 0.000
#> 1772067082_F02 2 0.000
#> 1772067058_H05 2 0.000
#> 1772071035_B09 2 0.000
#> 1772071015_H07 2 0.000
#> 1772071036_C02 2 0.000
#> 1772066108_F04 2 0.000
#> 1772071035_H02 2 0.000
#> 1772062109_H07 2 0.000
#> 1772067076_E03 2 0.000
#> 1772067059_G10 2 0.000
#> 1772067076_D04 2 0.000
#> 1772066099_H06 2 0.000
#> 1772066102_G12 2 0.000
#> 1772071035_E07 2 0.000
#> 1772066073_B02 2 0.000
#> 1772067076_A03 2 1.000
#> 1772066102_B11 2 0.000
#> 1772066089_A01 2 0.000
#> 1772066099_A01 2 0.000
#> 1772067057_H04 2 0.000
#> 1772066102_C11 2 0.000
#> 1772071045_A10 2 0.000
#> 1772066096_G01 2 0.000
#> 1772066102_H10 4 0.000
#> 1772066099_C12 4 0.249
#> 1772071044_H10 2 0.000
#> 1772067083_D10 4 0.000
#> 1772066099_E04 2 0.000
#> 1772066100_D08 4 0.000
#> 1772066099_H02 4 0.000
#> 1772066089_H04 4 0.000
#> 1772066089_B06 4 0.000
#> 1772066102_G08 4 0.502
#> 1772066102_A04 4 0.253
#> 1772066097_B06 2 0.747
#> 1772067076_E04 2 0.000
#> 1772066097_C06 4 0.498
#> 1772067057_D12 2 0.000
#> 1772066100_A05 4 0.000
#> 1772066101_F03 4 0.000
#> 1772071014_A06 4 0.000
#> 1772071015_A11 2 0.751
#> 1772071015_C09 4 0.249
#> 1772063071_A06 4 0.000
#> 1772058148_F09 4 0.498
#> 1772067066_H09 4 0.498
#> 1772067065_G10 4 0.000
#> 1772071015_A05 4 0.000
#> 1772067065_B10 4 0.000
#> 1772067065_A01 4 0.000
#> 1772062128_F10 4 0.000
#> 1772071017_H06 3 0.000
#> 1772071014_A12 4 0.000
#> 1772067065_F08 4 0.000
#> 1772058148_H04 4 0.000
#> 1772066102_B06 4 0.000
#> 1772063077_H05 4 0.000
#> 1772067076_A12 2 1.000
#> 1772067065_B12 4 0.000
#> 1772067065_G11 4 0.000
#> 1772067066_A10 4 0.249
#> 1772067066_E02 4 0.502
#> 1772067066_A11 4 0.000
#> 1772067065_B09 4 0.000
#> 1772067065_F10 4 0.000
#> 1772063063_H03 4 0.000
#> 1772071017_A01 3 0.751
#> 1772067066_D04 4 0.000
#> 1772067065_G12 4 0.000
#> 1772071017_G05 4 0.000
#> 1772071017_D12 2 0.000
#> 1772071015_A01 4 0.000
#> 1772071017_H10 2 0.751
#> 1772063070_B10 4 0.000
#> 1772063065_C02 4 0.000
#> 1772071015_E10 4 0.253
#> 1772067082_B09 4 0.502
#> 1772062115_H01 4 0.000
#> 1772071041_B06 4 0.498
#> 1772066090_C05 3 1.000
#> 1772067096_F07 3 1.000
#> 1772071015_F05 4 1.000
#> 1772067083_G04 4 1.000
#> 1772062115_G06 4 0.000
#> 1772071015_G09 4 0.249
#> 1772066095_F07 4 0.000
#> 1772071017_G02 4 0.000
#> 1772062111_C11 4 0.000
#> 1772058148_H03 4 0.000
#> 1772066100_D06 4 0.000
#> 1772071017_C10 4 0.000
#> 1772071014_B10 4 0.000
#> 1772062128_G06 4 0.000
#> 1772067057_A08 4 0.000
#> 1772063068_F12 4 0.000
#> 1772063074_E11 4 0.000
#> 1772066100_D04 4 0.000
#> 1772066100_F03 4 0.000
#> 1772067093_D01 4 1.000
#> 1772066100_E01 4 0.000
#> 1772067073_C01 4 0.000
#> 1772067083_B11 4 1.000
#> 1772067054_F12 4 0.000
#> 1772058177_D04 4 1.000
#> 1772067082_H03 4 0.000
#> 1772071017_D01 4 1.000
#> 1772067094_H08 4 1.000
#> 1772067096_A01 4 0.000
#> 1772058148_H08 4 1.000
#> 1772067093_F03 4 0.000
#> 1772071015_E08 3 0.000
#> 1772067083_C02 1 1.000
#> 1772066100_H07 2 0.000
#> 1772071014_C04 4 0.000
#> 1772067096_G05 4 0.249
#> 1772071017_A08 3 1.000
#> 1772066097_G04 4 0.000
#> 1772067094_A09 4 0.249
#> 1772067082_D05 4 0.249
#> 1772067082_B03 4 0.000
#> 1772063064_B06 4 0.000
#> 1772067082_D04 2 0.747
#> 1772067065_A08 4 0.000
#> 1772066100_F08 4 0.000
#> 1772067082_C02 4 0.000
#> 1772067082_B02 4 0.000
#> 1772067093_H07 2 0.000
#> 1772071017_A06 3 0.000
#> 1772071014_F12 4 0.000
#> 1772071014_E02 4 0.249
#> 1772067069_H02 2 0.751
#> 1772063071_B07 2 1.000
#> 1772067073_F04 2 0.000
#> 1772067069_A03 2 0.249
#> 1772067066_E04 2 1.000
#> 1772067063_C05 2 0.000
#> 1772067069_C12 2 1.000
#> 1772067064_C12 2 0.498
#> 1772071041_F07 2 1.000
#> 1772071040_B04 2 1.000
#> 1772067063_E09 2 0.000
#> 1772067070_D04 2 1.000
#> 1772067064_C07 2 0.000
#> 1772067069_A11 2 1.000
#> 1772067064_H09 2 1.000
#> 1772071040_B01 2 0.000
#> 1772067064_B04 2 0.000
#> 1772063063_E12 2 0.000
#> 1772067069_D10 2 0.249
#> 1772062109_B03 2 0.000
#> 1772067064_C09 2 0.000
#> 1772067064_D02 2 1.000
#> 1772067069_H10 2 1.000
#> 1772071017_G01 3 0.000
#> 1772067063_B02 2 1.000
#> 1772060240_A07 2 0.000
#> 1772067073_A01 2 0.000
#> 1772067064_B01 2 0.000
#> 1772067074_A06 2 1.000
#> 1772062116_B04 2 0.000
#> 1772071041_G09 2 1.000
#> 1772067069_B02 2 1.000
#> 1772067070_C01 3 0.000
#> 1772067070_A03 3 0.000
#> 1772071017_C06 2 1.000
#> 1772067064_B05 2 0.502
#> 1772067073_C12 2 0.498
#> 1772067064_C02 2 1.000
#> 1772067070_G11 2 1.000
#> 1772067074_F07 2 1.000
#> 1772067069_G06 2 1.000
#> 1772067070_F07 2 1.000
#> 1772071041_H11 2 1.000
#> 1772067066_A06 2 0.751
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#> 1772058177_F04 1 0.000
#> 1772067074_D04 1 0.000
#> 1772066080_F07 1 0.000
#> 1772062111_G06 1 0.000
#> 1772062109_D12 1 0.000
#> 1772062109_A06 1 0.000
#> 1772062113_E05 1 0.000
#> 1772062111_F12 1 0.000
#> 1772062118_H01 1 0.000
#> 1772063074_H12 1 0.000
#> 1772067064_B09 1 0.000
#> 1772067057_B09 1 0.000
#> 1772060224_H07 1 0.000
#> 1772067094_C07 1 0.000
#> 1772067070_C02 1 0.000
#> 1772067096_G06 1 0.000
#> 1772060240_H10 4 0.000
#> 1772062116_G09 1 0.000
#> 1772067058_C04 1 0.000
#> 1772063077_D08 1 0.000
#> 1772063063_A03 4 0.000
#> 1772060226_H12 1 0.000
#> 1772066090_B06 1 0.000
#> 1772062118_F03 1 0.000
#> 1772063062_D07 1 0.000
#> 1772062128_H04 1 0.000
#> 1772062118_E06 1 0.000
#> 1772071044_B03 1 0.000
#> 1772060225_F05 1 0.000
#> 1772060226_F12 1 0.000
#> 1772062115_H11 1 0.000
#> 1772062109_C05 1 0.000
#> 1772058177_E03 1 0.000
#> 1772060224_B07 1 0.000
#> 1772060226_H02 1 0.000
#> 1772062118_D09 1 0.000
#> 1772062118_F11 1 0.000
#> 1772062111_D12 1 0.000
#> 1772062128_B03 1 0.249
#> 1772066090_D03 1 0.000
#> 1772063071_E02 1 0.000
#> 1772063064_A11 1 0.000
#> 1772060224_B09 1 0.000
#> 1772063078_H11 1 0.751
#> 1772063061_G03 4 0.000
#> 1772063071_D01 1 0.000
#> 1772063064_B05 1 0.498
#> 1772062111_E02 1 0.000
#> 1772063062_H12 1 0.000
#> 1772058177_C08 1 0.249
#> 1772058148_A07 1 0.000
#> 1772060240_A03 1 0.000
#> 1772067070_H08 1 0.000
#> 1772063079_C02 1 0.000
#> 1772063071_A01 1 0.000
#> 1772063079_A09 1 0.000
#> 1772067070_C05 1 0.000
#> 1772063079_A11 1 0.000
#> 1772062113_G08 4 0.000
#> 1772062128_G09 1 0.000
#> 1772060240_D11 4 0.000
#> 1772071044_B01 1 0.000
#> 1772071036_E10 1 0.000
#> 1772062113_D11 4 0.000
#> 1772063063_B01 1 0.000
#> 1772058171_E12 1 0.000
#> 1772063064_F06 1 0.000
#> 1772058148_H05 1 0.000
#> 1772066103_B12 1 0.000
#> 1772058177_G06 1 0.000
#> 1772058177_H06 1 0.000
#> 1772058177_H02 1 0.000
#> 1772058177_D01 1 0.000
#> 1772058171_E11 1 0.000
#> 1772058177_F10 1 0.000
#> 1772058171_G09 1 0.000
#> 1772058171_G07 1 0.000
#> 1772058177_F12 1 0.000
#> 1772058177_G12 1 0.249
#> 1772058171_F01 1 0.000
#> 1772058171_H05 1 0.000
#> 1772058171_G05 1 0.000
#> 1772062128_D06 1 0.000
#> 1772063079_B05 1 0.000
#> 1772062109_H08 1 0.000
#> 1772062109_D05 1 0.000
#> 1772062111_D07 1 0.000
#> 1772063077_D11 1 0.000
#> 1772062113_H07 1 0.000
#> 1772062111_G12 1 0.000
#> 1772063079_C11 1 0.000
#> 1772063079_H12 1 0.000
#> 1772060224_E05 1 0.000
#> 1772063070_F11 1 0.000
#> 1772062114_A09 4 0.000
#> 1772062111_H12 1 0.000
#> 1772063070_B04 1 0.000
#> 1772063064_E04 1 0.000
#> 1772058177_G07 1 0.000
#> 1772062113_C01 1 0.000
#> 1772067073_A12 1 0.000
#> 1772063063_C11 1 0.000
#> 1772062109_B07 1 0.000
#> 1772067058_F03 1 0.000
#> 1772071040_D01 1 0.000
#> 1772063063_G05 1 0.000
#> 1772067069_E07 1 0.000
#> 1772067063_A11 1 0.000
#> 1772071040_F09 1 0.000
#> 1772067063_A07 1 0.000
#> 1772066096_C02 1 0.000
#> 1772066098_E07 1 0.000
#> 1772058148_D04 1 0.000
#> 1772067074_H04 1 0.000
#> 1772058148_E02 1 0.000
#> 1772067073_B09 1 0.000
#> 1772063071_D11 1 0.000
#> 1772071040_E11 1 0.000
#> 1772067074_H09 1 0.000
#> 1772071041_H04 1 0.000
#> 1772067073_F07 1 0.000
#> 1772058148_C04 1 0.000
#> 1772058148_E09 1 0.000
#> 1772067074_H08 1 0.000
#> 1772058148_F12 1 0.000
#> 1772071036_D04 1 0.000
#> 1772063070_A07 1 0.249
#> 1772067074_F11 1 0.000
#> 1772063064_B04 1 0.000
#> 1772063070_A05 4 1.000
#> 1772071040_B11 1 0.000
#> 1772063070_E06 1 0.000
#> 1772066102_E06 1 0.000
#> 1772060240_D07 1 0.000
#> 1772067063_B03 1 0.000
#> 1772058148_F05 1 0.000
#> 1772066108_B09 1 0.000
#> 1772066102_C04 1 0.000
#> 1772060224_A05 1 0.000
#> 1772063070_G07 1 0.000
#> 1772066095_B03 1 0.000
#> 1772063065_D10 1 0.000
#> 1772060226_E09 1 0.000
#> 1772063061_B10 4 0.000
#> 1772062115_F01 1 0.000
#> 1772063065_D08 1 0.000
#> 1772066097_C03 1 0.000
#> 1772058148_F10 1 0.000
#> 1772066077_E10 3 1.000
#> 1772063065_B12 1 0.000
#> 1772063063_H05 1 0.000
#> 1772063068_B12 4 0.502
#> 1772067058_D06 1 0.000
#> 1772062109_G06 1 0.000
#> 1772062116_H04 1 0.000
#> 1772063062_G06 1 0.000
#> 1772058171_G04 1 0.502
#> 1772067063_D05 1 0.000
#> 1772058177_A05 1 0.502
#> 1772058177_F11 1 0.249
#> 1772063079_A07 1 0.000
#> 1772062116_H07 1 0.000
#> 1772063070_F02 1 0.000
#> 1772060224_C09 1 0.000
#> 1772067073_H05 1 0.000
#> 1772058171_A12 1 0.000
#> 1772067073_H10 1 0.000
#> 1772067074_D07 1 0.000
#> 1772062109_E02 1 0.000
#> 1772060224_F01 1 0.000
#> 1772066099_F09 1 0.000
#> 1772062111_A11 1 0.249
#> 1772058171_A06 1 0.000
#> 1772060224_F04 1 0.000
#> 1772060224_H12 1 0.253
#> 1772063071_F12 1 0.000
#> 1772062111_A08 1 0.000
#> 1772058177_A08 1 0.000
#> 1772060224_H01 1 0.000
#> 1772066095_A07 1 0.000
#> 1772058177_B01 1 0.000
#> 1772062111_B12 1 0.000
#> 1772063064_A08 1 0.000
#> 1772063064_B02 1 0.249
#> 1772062115_G08 1 0.000
#> 1772062114_H08 1 0.000
#> 1772063071_G12 1 0.000
#> 1772060225_H04 1 0.000
#> 1772058177_H03 1 0.000
#> 1772063064_F09 1 0.000
#> 1772060224_D12 1 0.000
#> 1772066080_C04 1 0.751
#> 1772063062_B10 1 0.000
#> 1772062128_E01 1 0.249
#> 1772062128_A02 1 0.000
#> 1772062128_C11 1 0.000
#> 1772060240_B11 1 0.000
#> 1772063078_A02 1 1.000
#> 1772058148_B03 1 0.000
#> 1772062128_C09 4 0.000
#> 1772062116_C03 1 0.000
#> 1772058177_H04 1 0.249
#> 1772063071_B06 1 0.000
#> 1772067063_E01 1 0.000
#> 1772058171_A01 1 0.000
#> 1772062111_F09 1 0.000
#> 1772066104_A09 1 0.000
#> 1772060240_G06 1 0.000
#> 1772062109_B04 1 0.000
#> 1772063071_B12 1 0.000
#> 1772063071_D02 1 0.000
#> 1772067058_D10 1 0.000
#> 1772067069_H12 1 0.000
#> 1772063062_A05 1 0.000
#> 1772063071_G02 1 0.000
#> 1772066096_E06 1 0.000
#> 1772071014_H04 1 0.000
#> 1772066098_B06 1 0.000
#> 1772071044_C05 1 0.000
#> 1772067058_E08 1 0.000
#> 1772071044_C04 1 0.000
#> 1772067096_A11 1 0.000
#> 1772066098_C02 1 0.000
#> 1772071045_F10 1 0.000
#> 1772066076_C10 1 0.000
#> 1772062109_D11 1 0.000
#> 1772062111_B03 4 0.000
#> 1772071014_C07 1 0.000
#> 1772067063_E05 1 0.000
#> 1772071045_D05 1 0.000
#> 1772071015_H09 1 0.000
#> 1772071014_G04 1 0.000
#> 1772071014_H07 1 0.000
#> 1772071014_D06 1 0.000
#> 1772071014_F02 1 0.000
#> 1772058171_H01 1 1.000
#> 1772071015_A08 1 0.000
#> 1772071015_D10 1 0.000
#> 1772067064_A10 1 0.000
#> 1772071015_H10 1 0.253
#> 1772062118_H11 4 0.000
#> 1772067069_C11 1 0.000
#> 1772071014_E01 1 0.000
#> 1772071015_D02 1 0.000
#> 1772062128_D05 1 0.000
#> 1772071014_D07 1 0.000
#> 1772071014_A02 1 0.000
#> 1772063071_H08 1 0.000
#> 1772062128_E02 1 1.000
#> 1772066110_G07 1 0.498
#> 1772066096_C07 1 0.000
#> 1772066096_B01 1 0.000
#> 1772063077_F03 1 1.000
#> 1772058177_E09 1 0.751
#> 1772066096_A04 1 0.000
#> 1772071036_F10 1 0.000
#> 1772066076_A11 1 1.000
#> 1772066102_H01 1 0.000
#> 1772062109_F07 1 0.000
#> 1772058177_D07 1 0.751
#> 1772067076_F10 1 0.000
#> 1772058171_F07 1 0.000
#> 1772062114_D03 1 0.498
#> 1772062114_B05 1 0.000
#> 1772058177_B03 1 0.000
#> 1772058171_B03 1 0.000
#> 1772063064_D08 1 0.000
#> 1772071015_A12 1 0.000
#> 1772071015_G05 1 0.751
#> 1772063062_B05 1 0.000
#> 1772063061_F08 1 0.000
#> 1772062128_B12 1 0.249
#> 1772062114_E01 1 0.000
#> 1772063068_F04 1 0.000
#> 1772063065_D11 1 0.000
#> 1772063064_H03 3 1.000
#> 1772066098_C10 1 0.000
#> 1772058171_A08 1 0.000
#> 1772063071_B11 1 0.000
#> 1772062128_E04 1 0.000
#> 1772063071_H07 1 0.000
#> 1772063071_H09 1 0.747
#> 1772062118_G01 1 0.000
#> 1772063062_D09 1 0.000
#> 1772063068_D06 1 0.498
#> 1772066095_B02 1 0.000
#> 1772063065_E10 1 0.000
#> 1772062115_D08 1 0.000
#> 1772060226_B09 1 0.249
#> 1772066099_H10 1 0.000
#> 1772063071_H02 1 0.000
#> 1772066080_C10 1 0.000
#> 1772066090_G04 4 1.000
#> 1772066095_C10 1 0.000
#> 1772063077_A11 1 0.249
#> 1772066098_B12 1 0.000
#> 1772066076_E12 1 0.000
#> 1772067060_G01 1 0.000
#> 1772066098_A01 1 0.000
#> 1772067082_A12 1 0.000
#> 1772066090_A06 4 1.000
#> 1772066101_G05 1 0.000
#> 1772066098_D07 1 0.000
#> 1772067076_H10 1 0.000
#> 1772071036_E06 1 0.000
#> 1772067060_D10 1 0.000
#> 1772066080_A11 1 0.000
#> 1772066070_E03 1 0.253
#> 1772066090_C12 1 0.000
#> 1772066090_F08 1 0.000
#> 1772071036_F04 1 0.000
#> 1772062128_F01 1 0.000
#> 1772066070_A06 4 1.000
#> 1772062118_A08 1 0.000
#> 1772062114_B04 1 1.000
#> 1772062128_C08 1 0.747
#> 1772066110_D07 1 0.000
#> 1772062109_A08 1 0.000
#> 1772067057_E02 1 0.000
#> 1772062115_F11 1 1.000
#> 1772060240_F07 1 0.000
#> 1772062113_F04 1 0.000
#> 1772062118_A10 1 0.502
#> 1772062114_D04 1 0.000
#> 1772063077_G09 1 0.502
#> 1772063077_F11 1 0.000
#> 1772060240_B02 1 0.000
#> 1772058148_C01 1 0.000
#> 1772067093_A09 1 0.000
#> 1772060224_G08 1 0.000
#> 1772060240_D05 1 0.000
#> 1772060240_B05 1 0.000
#> 1772071044_C01 1 0.000
#> 1772060224_D09 1 0.000
#> 1772062109_E04 1 0.249
#> 1772063061_C12 1 0.000
#> 1772063063_F04 1 0.000
#> 1772071045_C02 1 0.000
#> 1772063074_D02 1 0.000
#> 1772062109_E11 1 0.000
#> 1772060240_H12 1 0.000
#> 1772066077_D11 1 1.000
#> 1772062118_G03 1 0.000
#> 1772071041_B08 1 0.000
#> 1772067096_A10 4 1.000
#> 1772062114_F06 1 0.000
#> 1772067054_G12 1 0.000
#> 1772063062_C11 1 0.000
#> 1772062113_E12 1 0.000
#> 1772067063_G08 1 0.000
#> 1772058148_G05 1 0.000
#> 1772063064_E06 1 0.000
#> 1772058148_C05 1 0.000
#> 1772062128_C04 1 0.249
#> 1772063063_E01 1 1.000
#> 1772060224_E12 1 0.000
#> 1772058148_E08 1 0.000
#> 1772058177_C04 1 0.000
#> 1772063077_B01 1 0.000
#> 1772063077_E12 1 0.000
#> 1772058148_C09 1 0.000
#> 1772063074_C07 1 0.000
#> 1772063063_F12 1 0.249
#> 1772067073_H07 1 0.000
#> 1772067066_C06 1 0.000
#> 1772067073_E04 1 0.000
#> 1772067064_C11 1 0.000
#> 1772063063_G08 1 0.000
#> 1772067063_E07 1 0.000
#> 1772066090_F02 3 0.502
#> 1772062116_B01 1 0.000
#> 1772067063_A06 1 0.000
#> 1772066076_E11 1 0.000
#> 1772071040_B09 1 0.000
#> 1772071044_H11 1 0.000
#> 1772066102_D01 1 0.000
#> 1772071045_H02 1 0.000
#> 1772067070_B12 4 1.000
#> 1772058148_G03 1 0.000
#> 1772058148_E06 1 0.000
#> 1772062128_G01 1 0.000
#> 1772058148_F08 1 0.000
#> 1772062111_A04 1 0.000
#> 1772062118_C05 1 0.000
#> 1772063061_D08 1 0.000
#> 1772063062_E03 1 0.000
#> 1772067074_F02 1 0.000
#> 1772060226_C10 1 0.000
#> 1772063078_D03 1 0.000
#> 1772067083_H04 1 1.000
#> 1772060225_C06 1 0.000
#> 1772066101_B02 1 0.000
#> 1772062109_G12 1 0.000
#> 1772067094_B04 1 0.000
#> 1772066080_C03 1 0.000
#> 1772063078_G04 1 0.249
#> 1772062128_E07 1 0.000
#> 1772063070_B07 1 0.000
#> 1772063078_G06 1 0.000
#> 1772067059_C05 1 0.000
#> 1772066100_B04 1 0.000
#> 1772060226_H05 1 0.000
#> 1772058148_B11 1 0.000
#> 1772066110_H07 1 0.000
#> 1772067058_B03 1 0.000
#> 1772062128_E08 1 0.000
#> 1772062113_C04 3 0.751
#> 1772058177_G08 3 1.000
#> 1772060240_H06 1 0.000
#> 1772063078_G03 1 0.000
#> 1772071035_H05 1 0.000
#> 1772066098_F09 1 0.000
#> 1772063077_D01 1 0.000
#> 1772066090_G01 1 0.000
#> 1772067076_H12 1 0.249
#> 1772066076_G11 1 0.249
#> 1772067093_E09 1 0.000
#> 1772067094_G09 2 1.000
#> 1772066108_B03 1 0.000
#> 1772067057_F12 1 0.000
#> 1772067076_E06 1 0.000
#> 1772067060_H11 1 0.000
#> 1772067059_E10 1 0.000
#> 1772067094_G10 1 0.000
#> 1772066080_C11 3 0.502
#> 1772066096_C12 1 0.000
#> 1772066102_C03 1 0.000
#> 1772066101_B07 1 0.000
#> 1772066110_F06 1 0.253
#> 1772058148_B12 1 0.000
#> 1772063063_C12 1 1.000
#> 1772066076_F02 1 0.000
#> 1772060226_E06 1 0.747
#> 1772063065_A11 1 0.000
#> 1772058148_D11 1 0.000
#> 1772058148_C07 1 0.000
#> 1772058148_B02 1 0.000
#> 1772058148_A12 1 1.000
#> 1772071041_G06 1 1.000
#> 1772063079_E03 1 0.000
#> 1772058177_B08 1 0.000
#> 1772066110_A07 1 0.000
#> 1772063078_E07 1 0.498
#> 1772058177_B10 1 0.000
#> 1772060240_C12 1 0.000
#> 1772067073_A03 1 0.000
#> 1772067069_E08 1 0.000
#> 1772058148_D03 1 0.000
#> 1772058148_D10 1 0.000
#> 1772067060_B11 1 0.000
#> 1772063062_D11 1 0.000
#> 1772058148_F01 1 0.000
#> 1772063062_D04 1 0.000
#> 1772066076_H03 1 0.000
#> 1772058177_G01 1 0.751
#> 1772062111_B09 1 0.253
#> 1772066076_C02 1 0.000
#> 1772062113_E06 1 0.000
#> 1772066080_B09 1 0.000
#> 1772063061_C07 1 0.000
#> 1772062111_D02 1 0.249
#> 1772063077_A05 1 0.751
#> 1772063079_F03 1 0.000
#> 1772063077_B05 1 0.000
#> 1772058171_E08 1 0.000
#> 1772062113_H10 1 0.000
#> 1772067074_G05 1 0.000
#> 1772062113_D02 1 0.000
#> 1772066076_C01 1 0.000
#> 1772066080_E09 1 0.000
#> 1772067057_E04 1 0.000
#> 1772066080_D11 1 0.000
#> 1772067074_C09 1 0.000
#> 1772063077_B06 1 0.000
#> 1772066076_H04 1 0.000
#> 1772062116_E06 1 0.000
#> 1772067064_D03 1 0.000
#> 1772063063_G07 1 0.000
#> 1772067063_E08 1 0.000
#> 1772058148_G02 1 0.000
#> 1772066080_G05 1 0.249
#> 1772063074_F11 1 0.000
#> 1772063074_C04 1 0.000
#> 1772062111_E09 1 0.000
#> 1772062111_F01 1 0.000
#> 1772063074_H03 1 0.000
#> 1772063062_H10 1 1.000
#> 1772058148_D02 1 0.000
#> 1772063078_G10 1 1.000
#> 1772066110_D12 1 0.000
#> 1772071017_A07 1 0.000
#> 1772063071_G10 1 1.000
#> 1772058148_C03 4 0.000
#> 1772063061_D09 1 0.000
#> 1772067059_B04 1 0.000
#> 1772066097_D04 1 0.000
#> 1772063068_D01 1 0.502
#> 1772066098_A12 1 0.000
#> 1772058148_F03 1 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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 2313 0 0 2
#> ATC:skmeans 1724 0 0 3
#> ATC:skmeans 1992 0 0 4
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-leaf , Node021 , Node022 , Node023 , Node024 , Node031 , Node032 , Node033 .
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 'DownSamplingConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 10825 rows and 500 columns, randomly sampled from 1374 columns.
#> Top rows (1018) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 0.990 0.996 0.498 0.503 0.503
#> 3 3 1.000 0.978 0.988 0.227 0.868 0.743
#> 4 4 0.993 0.956 0.983 0.136 0.872 0.690
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
#> 1772063068_G07 1 0.000
#> 1772062115_C05 1 0.000
#> 1772062111_G03 1 0.000
#> 1772066101_F03 1 0.000
#> 1772071014_A06 1 0.000
#> 1772063071_A06 1 0.000
#> 1772058148_F09 1 0.000
#> 1772067066_H09 1 0.000
#> 1772071015_A05 1 0.000
#> 1772067065_A01 1 0.000
#> 1772062128_F10 1 0.000
#> 1772058148_H04 1 0.000
#> 1772067065_B12 1 0.000
#> 1772067065_G12 1 0.000
#> 1772063065_C02 1 0.000
#> 1772071041_B06 1 0.000
#> 1772062115_G06 1 0.000
#> 1772066100_D06 1 0.000
#> 1772062128_G06 1 0.000
#> 1772067057_A08 1 0.000
#> 1772063074_E11 1 0.000
#> 1772066100_E01 1 0.000
#> 1772067083_B11 1 0.000
#> 1772067094_H08 1 0.000
#> 1772067083_C02 1 0.000
#> 1772066097_G04 1 0.000
#> 1772067082_D05 1 0.000
#> 1772067082_B03 1 0.000
#> 1772063064_B06 1 0.000
#> 1772063065_C11 1 0.000
#> 1772063071_G03 1 0.000
#> 1772063071_E06 1 0.000
#> 1772063068_F11 1 0.000
#> 1772062128_E10 1 0.000
#> 1772062116_B11 1 0.000
#> 1772063078_A04 1 0.000
#> 1772062128_D12 1 0.000
#> 1772063068_G10 1 0.000
#> 1772063071_C08 1 0.000
#> 1772063068_A06 1 0.000
#> 1772063068_G04 1 0.000
#> 1772063065_A03 1 0.000
#> 1772063071_F08 1 0.000
#> 1772060224_C03 1 0.000
#> 1772071040_H03 1 0.000
#> 1772063071_C01 1 0.000
#> 1772060240_B01 1 0.000
#> 1772060225_E01 1 0.000
#> 1772062115_D01 1 0.000
#> 1772063068_B10 1 0.000
#> 1772063065_H05 1 0.000
#> 1772063065_A08 1 0.000
#> 1772063071_B03 1 0.000
#> 1772063078_E04 1 0.000
#> 1772063068_A07 1 0.000
#> 1772063078_C10 2 0.747
#> 1772066076_G08 1 0.000
#> 1772066100_A06 1 0.000
#> 1772067093_A01 1 0.000
#> 1772066098_G10 1 0.000
#> 1772066100_F04 1 0.000
#> 1772066100_F05 1 0.000
#> 1772066098_D05 1 0.000
#> 1772066096_B10 1 0.000
#> 1772067057_G07 2 1.000
#> 1772067076_C07 2 0.751
#> 1772067064_G07 2 0.253
#> 1772067070_D08 1 0.498
#> 1772058177_D03 2 1.000
#> 1772067074_C07 2 1.000
#> 1772063070_G03 2 0.751
#> 1772058177_D09 2 1.000
#> 1772066080_G07 2 0.751
#> 1772063063_C07 2 0.253
#> 1772066080_D07 2 0.751
#> 1772062114_G10 2 1.000
#> 1772063061_G05 2 0.249
#> 1772058171_C02 2 0.502
#> 1772067063_D03 2 0.502
#> 1772062111_F07 2 0.751
#> 1772071036_G12 2 0.751
#> 1772067070_A05 1 0.751
#> 1772062111_H05 2 0.498
#> 1772062114_A12 2 0.000
#> 1772066095_B05 1 0.249
#> 1772060226_F05 2 0.249
#> 1772066098_C04 2 0.751
#> 1772062115_A09 2 0.498
#> 1772066090_F05 1 0.253
#> 1772062109_A05 2 0.000
#> 1772062116_B05 2 0.000
#> 1772060240_A10 2 0.000
#> 1772062115_D07 2 0.249
#> 1772063063_F08 2 0.502
#> 1772060224_G07 2 1.000
#> 1772060224_B04 2 0.000
#> 1772062115_C01 2 0.498
#> 1772066090_G12 2 1.000
#> 1772060225_A11 1 1.000
#> 1772066108_A08 1 0.249
#> 1772063078_B09 2 0.000
#> 1772063062_E07 2 0.000
#> 1772062115_G09 1 0.751
#> 1772063078_A11 1 0.751
#> 1772060225_A05 2 0.000
#> 1772062115_F08 2 0.000
#> 1772062128_B02 2 0.000
#> 1772058177_E11 2 0.000
#> 1772067059_D12 2 0.000
#> 1772063061_A09 2 0.000
#> 1772058177_A06 2 0.747
#> 1772058171_F09 2 0.000
#> 1772058171_B01 2 1.000
#> 1772058177_E10 2 0.000
#> 1772067073_B03 2 0.000
#> 1772063063_E07 2 0.502
#> 1772067069_B03 2 0.000
#> 1772067074_E07 2 0.751
#> 1772067069_F06 2 0.000
#> 1772071044_G06 2 0.000
#> 1772063063_B04 2 0.000
#> 1772067060_A02 2 0.249
#> 1772067059_F05 2 0.000
#> 1772066098_B11 2 0.000
#> 1772063063_C02 2 0.000
#> 1772060240_F11 2 0.000
#> 1772063063_F05 2 0.000
#> 1772060225_F06 2 0.000
#> 1772060225_E07 2 0.000
#> 1772060225_D10 2 0.000
#> 1772060225_B07 2 0.000
#> 1772063063_E10 1 1.000
#> 1772060226_G12 2 0.000
#> 1772060226_F10 2 0.000
#> 1772066077_A06 1 0.751
#> 1772062109_B08 1 1.000
#> 1772063079_C10 2 0.000
#> 1772060225_H11 2 0.000
#> 1772062111_F10 2 0.000
#> 1772066090_A04 2 0.000
#> 1772066110_F08 2 0.000
#> 1772062111_F05 2 0.000
#> 1772058177_D02 2 0.000
#> 1772062128_F06 2 0.000
#> 1772066110_H11 2 0.000
#> 1772066099_E05 2 0.000
#> 1772067076_B10 2 0.000
#> 1772066077_H04 2 0.000
#> 1772066099_D10 2 0.000
#> 1772066102_E10 2 0.000
#> 1772062111_F11 2 0.000
#> 1772062111_F06 2 0.000
#> 1772062109_C06 2 0.000
#> 1772062113_G05 2 0.000
#> 1772062111_C08 2 0.000
#> 1772062109_A03 2 0.000
#> 1772062111_C01 2 0.000
#> 1772062111_E06 2 0.000
#> 1772062109_H10 2 0.000
#> 1772066108_H11 2 0.000
#> 1772063077_C03 2 0.000
#> 1772062116_A12 2 0.000
#> 1772062109_E07 2 0.000
#> 1772066099_H01 2 0.502
#> 1772062128_B11 2 0.000
#> 1772062116_H06 2 1.000
#> 1772062113_D10 2 0.000
#> 1772062109_G03 2 0.498
#> 1772062114_B01 2 0.498
#> 1772062113_H02 2 1.000
#> 1772063074_C02 2 0.000
#> 1772062118_E08 2 0.249
#> 1772066096_C01 2 0.000
#> 1772062114_B10 2 0.000
#> 1772062113_B09 2 0.000
#> 1772062113_D01 2 0.751
#> 1772062109_E08 2 0.000
#> 1772062113_D08 2 0.000
#> 1772062113_G12 2 0.000
#> 1772062115_H08 2 0.249
#> 1772062116_F01 2 1.000
#> 1772062115_C03 2 0.498
#> 1772067076_H05 2 0.000
#> 1772062115_G07 2 0.000
#> 1772066108_H05 2 0.000
#> 1772066089_E05 2 0.000
#> 1772062118_G05 2 0.000
#> 1772071041_E05 2 0.000
#> 1772063061_H11 2 0.000
#> 1772067054_A11 1 1.000
#> 1772067065_G08 2 0.000
#> 1772071040_D02 2 0.000
#> 1772071041_G10 2 0.000
#> 1772067066_C04 2 0.000
#> 1772071041_F05 2 0.000
#> 1772063070_E07 2 0.000
#> 1772063070_H07 1 1.000
#> 1772071041_F06 2 0.253
#> 1772067066_B04 2 0.000
#> 1772067060_G06 2 0.000
#> 1772067074_F09 2 0.253
#> 1772071040_C10 2 0.000
#> 1772058148_G09 2 0.000
#> 1772067066_H05 2 0.000
#> 1772067059_D11 2 0.253
#> 1772066110_A04 2 0.000
#> 1772067064_G04 2 0.000
#> 1772067064_H01 2 0.000
#> 1772067073_D10 2 0.000
#> 1772067073_F06 2 0.000
#> 1772058148_F07 2 0.000
#> 1772067069_D04 2 0.253
#> 1772058148_A01 2 0.000
#> 1772058148_G08 2 0.000
#> 1772067064_B10 2 0.000
#> 1772071036_G02 2 0.000
#> 1772063070_G01 2 0.000
#> 1772067070_H09 2 0.000
#> 1772058148_G11 2 0.000
#> 1772067066_E12 2 0.000
#> 1772067064_D10 2 0.000
#> 1772067063_B07 2 0.000
#> 1772062118_D03 2 0.000
#> 1772067074_F05 2 0.000
#> 1772071040_C04 2 0.000
#> 1772063070_C06 2 0.000
#> 1772058148_A03 2 0.000
#> 1772058148_B08 2 0.000
#> 1772058148_D07 2 0.000
#> 1772067073_C02 2 0.000
#> 1772067073_G10 2 0.000
#> 1772062116_C06 2 0.000
#> 1772062116_A02 2 0.000
#> 1772062116_G03 2 0.000
#> 1772062118_D02 2 0.000
#> 1772067073_E11 2 0.000
#> 1772058148_F02 2 0.000
#> 1772058148_A10 2 0.000
#> 1772067074_D12 2 0.000
#> 1772066080_B04 2 0.000
#> 1772062116_F05 2 0.000
#> 1772067074_E11 2 0.000
#> 1772067064_B06 2 0.000
#> 1772067073_D01 2 0.000
#> 1772067069_A09 2 0.000
#> 1772071041_D06 2 0.000
#> 1772071040_H06 2 0.000
#> 1772071040_H10 2 0.000
#> 1772062111_B11 2 0.000
#> 1772067064_C08 2 0.000
#> 1772067069_A02 2 0.000
#> 1772060240_H04 2 0.000
#> 1772062116_B06 2 0.000
#> 1772063063_H07 2 0.000
#> 1772067074_A11 2 1.000
#> 1772062111_B02 2 0.000
#> 1772067074_F04 2 0.253
#> 1772063063_D08 2 0.000
#> 1772071040_G11 2 0.000
#> 1772063063_G10 2 0.000
#> 1772071040_D04 2 0.000
#> 1772062118_C04 2 0.000
#> 1772062109_C12 2 0.000
#> 1772062109_H04 2 0.000
#> 1772071040_G05 2 0.000
#> 1772060240_F06 2 0.000
#> 1772071040_C11 2 0.249
#> 1772067064_C10 2 0.000
#> 1772063070_G06 2 0.000
#> 1772062128_H02 2 0.000
#> 1772062128_D03 2 0.000
#> 1772063061_B12 2 0.000
#> 1772058148_C02 2 0.000
#> 1772062116_C11 2 0.000
#> 1772063061_F04 2 0.000
#> 1772060225_D12 2 0.000
#> 1772058177_C06 2 0.000
#> 1772060240_B12 2 0.000
#> 1772062113_B06 2 1.000
#> 1772062114_H12 2 0.000
#> 1772063062_A06 2 0.000
#> 1772062109_G05 2 0.000
#> 1772063079_C12 2 0.000
#> 1772062116_G06 2 0.000
#> 1772062113_G01 2 0.249
#> 1772062113_B01 2 0.000
#> 1772062111_C09 2 0.000
#> 1772062111_G02 2 0.000
#> 1772060224_A07 2 0.000
#> 1772062113_F07 2 0.000
#> 1772062114_F03 2 0.000
#> 1772062111_D11 2 0.000
#> 1772058171_F05 2 0.000
#> 1772062111_E03 2 0.249
#> 1772062113_A05 2 0.000
#> 1772060224_C04 2 0.502
#> 1772058171_G08 2 0.000
#> 1772062113_B04 2 0.000
#> 1772062113_D09 2 0.000
#> 1772062109_C07 2 0.000
#> 1772062109_F01 2 0.000
#> 1772062113_G11 2 0.249
#> 1772062114_A03 2 0.000
#> 1772058177_A02 2 0.000
#> 1772058171_C03 2 0.000
#> 1772062109_A07 2 0.000
#> 1772063061_A07 2 0.000
#> 1772062111_G01 2 0.000
#> 1772058171_C12 2 0.000
#> 1772058171_D10 2 0.000
#> 1772062109_B01 2 0.000
#> 1772063079_F07 2 0.249
#> 1772058171_H02 2 1.000
#> 1772062128_H11 2 0.000
#> 1772066108_D06 2 0.000
#> 1772062111_D05 2 0.000
#> 1772062116_B12 2 0.000
#> 1772062118_F02 2 0.000
#> 1772062114_C07 2 0.000
#> 1772062118_F08 2 0.000
#> 1772062114_B03 2 0.000
#> 1772058171_D06 2 0.502
#> 1772063062_C10 2 0.000
#> 1772058171_C09 2 0.000
#> 1772063062_C07 2 0.000
#> 1772062116_E08 2 0.000
#> 1772062116_E07 2 0.249
#> 1772062113_B03 2 0.000
#> 1772062116_A09 2 0.249
#> 1772062114_E11 2 0.751
#> 1772062128_H05 2 0.000
#> 1772058148_A06 2 0.000
#> 1772062111_G11 2 0.253
#> 1772062113_A01 2 0.000
#> 1772060224_G06 2 0.751
#> 1772062109_A12 2 0.000
#> 1772062115_B06 2 0.000
#> 1772066108_G12 2 0.000
#> 1772071040_D12 2 0.000
#> 1772058171_F06 2 0.000
#> 1772062116_D04 2 0.000
#> 1772063064_D06 2 0.000
#> 1772063074_G12 2 0.000
#> 1772062113_A02 2 0.000
#> 1772058148_A04 2 0.000
#> 1772062113_A12 2 0.000
#> 1772063062_H08 2 0.000
#> 1772063063_B06 2 0.000
#> 1772062109_C03 2 0.000
#> 1772062116_F04 2 0.000
#> 1772063062_G01 2 0.000
#> 1772062116_E02 2 0.000
#> 1772063062_C01 2 0.000
#> 1772063074_H11 2 0.000
#> 1772063079_D07 2 0.000
#> 1772071040_G04 2 0.000
#> 1772063063_A12 2 0.249
#> 1772071014_D12 2 0.000
#> 1772062109_A09 2 0.000
#> 1772067069_G04 2 0.000
#> 1772062111_E11 2 0.000
#> 1772063074_A11 2 0.000
#> 1772063062_G11 2 0.000
#> 1772062118_H04 2 0.000
#> 1772062109_F04 2 0.000
#> 1772067074_F06 2 0.000
#> 1772063063_B10 2 0.000
#> 1772071041_A08 2 0.000
#> 1772063062_B04 2 0.000
#> 1772066097_B12 2 0.000
#> 1772062114_E05 2 0.000
#> 1772063077_D02 2 0.000
#> 1772060240_G11 2 0.000
#> 1772063074_C12 2 0.000
#> 1772062118_H10 2 0.000
#> 1772060224_H04 2 0.000
#> 1772060240_F04 2 0.000
#> 1772063062_F12 2 0.000
#> 1772062115_D05 2 0.000
#> 1772071040_D05 2 0.000
#> 1772063074_G07 2 0.000
#> 1772063063_G02 2 0.000
#> 1772063061_G08 2 0.000
#> 1772063061_D10 2 0.000
#> 1772062114_E06 2 0.000
#> 1772062111_E04 2 0.000
#> 1772060224_H05 2 0.249
#> 1772063061_D01 2 0.000
#> 1772060240_F02 2 0.000
#> 1772062114_F05 2 0.000
#> 1772071041_A12 2 0.000
#> 1772062116_H05 2 0.000
#> 1772063062_G05 2 0.000
#> 1772063062_E08 2 0.000
#> 1772063062_E11 2 0.000
#> 1772062118_C01 2 0.000
#> 1772071040_A08 2 0.000
#> 1772062128_A01 1 1.000
#> 1772063078_H04 2 0.000
#> 1772062113_G09 2 0.000
#> 1772062115_E01 2 0.000
#> 1772063074_F10 2 0.000
#> 1772063068_D10 1 1.000
#> 1772063062_E01 2 0.000
#> 1772063063_B11 1 1.000
#> 1772063062_A08 1 1.000
#> 1772060225_E02 2 0.000
#> 1772063061_F05 2 0.000
#> 1772071041_A10 2 0.000
#> 1772062118_A03 1 1.000
#> 1772063079_F04 1 1.000
#> 1772071041_B04 1 1.000
#> 1772062116_A11 1 1.000
#> 1772062118_B03 2 0.000
#> 1772063061_G11 1 1.000
#> 1772063078_B01 2 0.498
#> 1772062113_B11 2 0.000
#> 1772062115_A04 2 0.747
#> 1772060225_G01 2 0.249
#> 1772066098_A04 2 0.000
#> 1772063078_E11 2 0.000
#> 1772066098_B04 1 1.000
#> 1772060225_C05 1 1.000
#> 1772062115_D04 2 0.000
#> 1772063078_B06 2 0.000
#> 1772062118_F10 2 0.000
#> 1772063068_G06 1 1.000
#> 1772063078_C07 2 0.000
#> 1772063078_B07 2 0.000
#> 1772062113_A08 1 1.000
#> 1772062115_C06 2 0.000
#> 1772060225_C11 2 0.000
#> 1772063077_E09 1 1.000
#> 1772063074_A04 2 0.000
#> 1772063074_G04 1 0.751
#> 1772062115_B10 2 0.000
#> 1772060225_G04 1 1.000
#> 1772060224_A11 1 1.000
#> 1772060224_B03 2 0.000
#> 1772060224_C10 2 0.000
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#> 1772062113_C01 1 0.000
#> 1772067073_A12 1 0.000
#> 1772063063_C11 1 0.000
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#> 1772067058_F03 1 0.000
#> 1772071040_D01 1 0.000
#> 1772063063_G05 1 0.000
#> 1772067069_E07 1 0.000
#> 1772067063_A11 1 0.000
#> 1772071040_F09 1 0.000
#> 1772067063_A07 1 0.000
#> 1772066096_C02 1 0.000
#> 1772066098_E07 1 0.000
#> 1772058148_D04 1 0.000
#> 1772067074_H04 1 0.000
#> 1772058148_E02 1 0.000
#> 1772067073_B09 1 0.000
#> 1772063071_D11 1 0.000
#> 1772071040_E11 1 0.000
#> 1772067074_H09 1 0.000
#> 1772071041_H04 1 0.000
#> 1772067073_F07 1 0.000
#> 1772058148_C04 1 0.000
#> 1772058148_E09 1 0.000
#> 1772067074_H08 1 0.000
#> 1772058148_F12 1 0.000
#> 1772071036_D04 1 0.000
#> 1772063070_A07 1 0.000
#> 1772067074_F11 1 0.000
#> 1772063064_B04 1 0.000
#> 1772063070_A05 1 0.000
#> 1772071040_B11 1 0.000
#> 1772063070_E06 1 0.000
#> 1772066102_E06 1 0.000
#> 1772060240_D07 1 0.000
#> 1772067063_B03 1 0.000
#> 1772058148_F05 1 0.000
#> 1772066108_B09 1 0.000
#> 1772066102_C04 1 0.000
#> 1772060224_A05 1 0.000
#> 1772063070_G07 1 0.000
#> 1772066095_B03 1 0.000
#> 1772063065_D10 1 0.000
#> 1772060226_E09 1 0.000
#> 1772063061_B10 1 0.000
#> 1772062115_F01 1 0.000
#> 1772063065_D08 1 0.000
#> 1772066097_C03 1 0.000
#> 1772058148_F10 1 0.000
#> 1772063065_B12 1 0.000
#> 1772063063_H05 1 0.000
#> 1772063068_B12 1 0.000
#> 1772067058_D06 1 0.000
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#> 1772062116_H04 1 0.000
#> 1772063062_G06 1 0.000
#> 1772058171_G04 1 0.000
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#> 1772063079_A07 1 0.000
#> 1772062116_H07 1 0.000
#> 1772063070_F02 1 0.000
#> 1772060224_C09 1 0.000
#> 1772067073_H05 1 0.000
#> 1772058171_A12 1 0.000
#> 1772067073_H10 1 0.000
#> 1772067074_D07 1 0.000
#> 1772062109_E02 1 0.000
#> 1772060224_F01 1 0.000
#> 1772066099_F09 1 0.000
#> 1772062111_A11 1 0.000
#> 1772058171_A06 1 0.000
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#> 1772060224_H12 1 0.000
#> 1772063071_F12 1 0.000
#> 1772062111_A08 1 0.000
#> 1772058177_A08 1 0.000
#> 1772060224_H01 1 0.000
#> 1772066095_A07 1 0.000
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#> 1772062111_B12 1 0.000
#> 1772063064_A08 1 0.000
#> 1772063064_B02 1 0.000
#> 1772062115_G08 1 0.000
#> 1772062114_H08 1 0.000
#> 1772063071_G12 1 0.000
#> 1772060225_H04 1 0.000
#> 1772058177_H03 1 0.000
#> 1772063064_F09 1 0.000
#> 1772060224_D12 1 0.000
#> 1772066080_C04 1 0.000
#> 1772063062_B10 1 0.000
#> 1772062128_E01 1 0.000
#> 1772062128_A02 1 0.000
#> 1772062128_C11 1 0.000
#> 1772060240_B11 1 0.000
#> 1772063078_A02 1 0.000
#> 1772058148_B03 1 0.000
#> 1772062128_C09 1 0.000
#> 1772062116_C03 1 0.000
#> 1772058177_H04 1 0.000
#> 1772063071_B06 1 0.000
#> 1772067063_E01 1 0.000
#> 1772058171_A01 1 0.000
#> 1772062111_F09 1 0.000
#> 1772066104_A09 1 0.000
#> 1772060240_G06 1 0.000
#> 1772062109_B04 1 0.000
#> 1772063071_B12 1 0.000
#> 1772063071_D02 1 0.000
#> 1772067058_D10 1 0.000
#> 1772067069_H12 1 0.000
#> 1772063062_A05 1 0.000
#> 1772063071_G02 1 0.000
#> 1772066096_E06 1 0.000
#> 1772071014_H04 1 0.000
#> 1772066098_B06 1 0.000
#> 1772071044_C05 1 0.000
#> 1772067058_E08 1 0.000
#> 1772071044_C04 1 0.000
#> 1772067096_A11 1 0.000
#> 1772066098_C02 1 0.000
#> 1772071045_F10 1 0.000
#> 1772066076_C10 1 0.000
#> 1772062109_D11 1 0.249
#> 1772071014_C07 1 0.000
#> 1772067063_E05 1 0.000
#> 1772071045_D05 1 0.000
#> 1772071015_H09 1 0.000
#> 1772071014_G04 1 0.000
#> 1772071014_H07 1 0.000
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#> 1772071014_F02 1 0.000
#> 1772058171_H01 1 0.000
#> 1772071015_A08 1 0.000
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#> 1772067064_A10 1 0.000
#> 1772071015_H10 1 0.000
#> 1772067069_C11 1 0.000
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#> 1772071015_D02 1 0.000
#> 1772062128_D05 1 0.000
#> 1772071014_D07 1 0.000
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#> 1772063071_H08 1 0.000
#> 1772062128_E02 1 0.000
#> 1772066110_G07 1 0.000
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#> 1772066096_A04 1 0.000
#> 1772071036_F10 1 0.000
#> 1772066076_A11 2 1.000
#> 1772066102_H01 1 0.000
#> 1772062109_F07 1 0.000
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#> 1772067076_F10 1 0.000
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#> 1772058171_B03 1 0.000
#> 1772063064_D08 1 0.000
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#> 1772063062_B05 1 0.000
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#> 1772066098_C10 1 0.000
#> 1772058171_A08 1 0.000
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#> 1772062128_E04 1 0.000
#> 1772063071_H07 1 0.000
#> 1772063071_H09 1 0.000
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#> 1772063062_D09 1 0.000
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#> 1772066095_B02 1 0.000
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#> 1772063071_H02 1 0.000
#> 1772066080_C10 1 0.000
#> 1772066090_G04 1 0.000
#> 1772066095_C10 1 0.000
#> 1772063077_A11 2 1.000
#> 1772066098_B12 1 0.000
#> 1772066076_E12 1 0.000
#> 1772067060_G01 1 0.000
#> 1772066098_A01 1 0.000
#> 1772067082_A12 1 0.000
#> 1772066090_A06 2 1.000
#> 1772066101_G05 1 0.000
#> 1772066098_D07 1 0.000
#> 1772067076_H10 1 0.000
#> 1772071036_E06 1 0.000
#> 1772067060_D10 1 0.000
#> 1772066080_A11 1 0.000
#> 1772066070_E03 1 0.000
#> 1772066090_C12 1 1.000
#> 1772066090_F08 2 0.249
#> 1772071036_F04 1 0.000
#> 1772062128_F01 1 0.000
#> 1772062118_A08 1 0.000
#> 1772062114_B04 2 1.000
#> 1772062128_C08 1 0.253
#> 1772066110_D07 1 0.000
#> 1772062109_A08 1 0.000
#> 1772067057_E02 1 0.000
#> 1772062115_F11 1 0.000
#> 1772060240_F07 1 0.000
#> 1772062113_F04 1 0.000
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#> 1772062114_D04 1 0.000
#> 1772063077_G09 1 0.000
#> 1772063077_F11 1 0.000
#> 1772060240_B02 1 0.000
#> 1772058148_C01 1 0.000
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#> 1772060224_G08 1 0.000
#> 1772060240_D05 1 0.000
#> 1772060240_B05 1 0.000
#> 1772071044_C01 1 0.000
#> 1772060224_D09 1 1.000
#> 1772062109_E04 1 0.000
#> 1772063061_C12 1 0.000
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#> 1772060240_H12 1 0.000
#> 1772066077_D11 1 0.000
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#> 1772071041_B08 1 0.000
#> 1772067096_A10 1 0.000
#> 1772062114_F06 1 0.000
#> 1772067054_G12 1 0.000
#> 1772063062_C11 1 0.000
#> 1772062113_E12 1 0.000
#> 1772067063_G08 1 0.000
#> 1772058148_G05 1 0.000
#> 1772063064_E06 1 0.000
#> 1772058148_C05 1 0.000
#> 1772062128_C04 1 0.000
#> 1772063063_E01 1 0.000
#> 1772060224_E12 1 0.000
#> 1772058148_E08 1 0.000
#> 1772058177_C04 1 0.000
#> 1772063077_B01 1 0.000
#> 1772063077_E12 1 0.000
#> 1772058148_C09 1 0.253
#> 1772063074_C07 1 0.000
#> 1772063063_F12 1 0.000
#> 1772067073_H07 1 0.000
#> 1772067066_C06 1 0.000
#> 1772067073_E04 1 0.000
#> 1772067064_C11 1 0.000
#> 1772063063_G08 1 0.000
#> 1772067063_E07 1 0.000
#> 1772062116_B01 1 0.000
#> 1772067063_A06 1 0.000
#> 1772066076_E11 1 0.000
#> 1772071040_B09 1 0.000
#> 1772071044_H11 1 0.000
#> 1772066102_D01 1 0.000
#> 1772071045_H02 1 0.000
#> 1772058148_G03 1 0.000
#> 1772058148_E06 1 0.000
#> 1772062128_G01 1 0.000
#> 1772058148_F08 1 0.000
#> 1772062111_A04 1 0.000
#> 1772062118_C05 1 0.000
#> 1772063061_D08 1 0.000
#> 1772063062_E03 1 0.000
#> 1772067074_F02 1 0.000
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#> 1772060225_C06 1 0.000
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#> 1772067094_B04 1 0.000
#> 1772066080_C03 1 0.000
#> 1772063078_G04 1 0.000
#> 1772062128_E07 1 0.000
#> 1772063070_B07 1 0.000
#> 1772063078_G06 1 1.000
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#> 1772060226_H05 1 0.000
#> 1772058148_B11 1 0.000
#> 1772066110_H07 1 0.000
#> 1772067058_B03 1 0.000
#> 1772062128_E08 1 0.000
#> 1772060240_H06 1 0.000
#> 1772063078_G03 1 1.000
#> 1772071035_H05 1 0.000
#> 1772066098_F09 1 0.000
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#> 1772067076_H12 1 0.000
#> 1772066076_G11 2 1.000
#> 1772067093_E09 1 0.000
#> 1772066108_B03 1 0.000
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#> 1772067076_E06 1 0.000
#> 1772067060_H11 1 0.000
#> 1772067059_E10 1 0.000
#> 1772067094_G10 1 0.000
#> 1772066096_C12 1 0.000
#> 1772066102_C03 1 0.000
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#> 1772066110_F06 1 0.000
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#> 1772063063_C12 1 0.000
#> 1772066076_F02 1 0.000
#> 1772060226_E06 1 0.000
#> 1772063065_A11 1 0.000
#> 1772058148_D11 1 1.000
#> 1772058148_C07 1 1.000
#> 1772058148_B02 1 0.498
#> 1772058148_A12 1 0.000
#> 1772071041_G06 1 0.000
#> 1772063079_E03 1 0.000
#> 1772058177_B08 1 0.000
#> 1772066110_A07 1 0.000
#> 1772063078_E07 1 0.000
#> 1772058177_B10 1 0.000
#> 1772060240_C12 1 0.000
#> 1772067073_A03 1 0.000
#> 1772067069_E08 1 0.000
#> 1772058148_D03 1 0.000
#> 1772058148_D10 1 0.000
#> 1772067060_B11 1 0.000
#> 1772063062_D11 1 0.000
#> 1772058148_F01 1 0.253
#> 1772063062_D04 1 0.000
#> 1772066076_H03 1 1.000
#> 1772058177_G01 1 0.000
#> 1772062111_B09 1 0.249
#> 1772066076_C02 1 0.000
#> 1772062113_E06 1 0.000
#> 1772066080_B09 1 0.000
#> 1772063061_C07 1 0.000
#> 1772062111_D02 1 0.000
#> 1772063077_A05 1 0.000
#> 1772063079_F03 1 0.000
#> 1772063077_B05 1 0.000
#> 1772058171_E08 1 0.000
#> 1772062113_H10 1 0.000
#> 1772067074_G05 1 0.000
#> 1772062113_D02 1 0.000
#> 1772066076_C01 1 0.000
#> 1772066080_E09 1 0.000
#> 1772067057_E04 1 0.000
#> 1772066080_D11 1 0.000
#> 1772067074_C09 1 0.000
#> 1772063077_B06 1 0.000
#> 1772066076_H04 1 0.000
#> 1772062116_E06 1 0.000
#> 1772067064_D03 1 0.000
#> 1772063063_G07 1 0.000
#> 1772067063_E08 1 0.000
#> 1772058148_G02 1 0.000
#> 1772066080_G05 1 0.000
#> 1772063074_F11 1 0.000
#> 1772063074_C04 1 0.000
#> 1772062111_E09 1 0.000
#> 1772062111_F01 1 0.000
#> 1772063074_H03 1 0.000
#> 1772063062_H10 1 0.000
#> 1772058148_D02 1 0.000
#> 1772063078_G10 1 0.000
#> 1772066110_D12 1 0.000
#> 1772071017_A07 1 0.000
#> 1772063071_G10 1 0.000
#> 1772058148_C03 1 0.000
#> 1772063061_D09 1 0.000
#> 1772067059_B04 1 0.000
#> 1772066097_D04 1 0.000
#> 1772063068_D01 1 0.000
#> 1772066098_A12 1 0.000
#> 1772058148_F03 1 0.502
get_classes(res, k = 3)
#> class p
#> 1772063068_G07 3 0.000
#> 1772062115_C05 3 0.000
#> 1772062111_G03 3 0.000
#> 1772066101_F03 3 0.000
#> 1772071014_A06 3 0.249
#> 1772063071_A06 3 0.000
#> 1772058148_F09 3 0.000
#> 1772067066_H09 3 1.000
#> 1772071015_A05 3 0.000
#> 1772067065_A01 3 0.000
#> 1772062128_F10 3 0.000
#> 1772058148_H04 3 0.000
#> 1772067065_B12 3 0.000
#> 1772067065_G12 3 0.000
#> 1772063065_C02 3 0.000
#> 1772071041_B06 3 0.249
#> 1772062115_G06 3 0.000
#> 1772066100_D06 3 0.000
#> 1772062128_G06 3 0.000
#> 1772067057_A08 3 0.000
#> 1772063074_E11 3 0.000
#> 1772066100_E01 3 0.000
#> 1772067083_B11 1 1.000
#> 1772067094_H08 3 0.751
#> 1772067083_C02 3 0.000
#> 1772066097_G04 3 0.000
#> 1772067082_D05 3 1.000
#> 1772067082_B03 3 0.000
#> 1772063064_B06 3 0.000
#> 1772063065_C11 3 0.000
#> 1772063071_G03 3 0.000
#> 1772063071_E06 3 0.000
#> 1772063068_F11 3 0.000
#> 1772062128_E10 3 0.000
#> 1772062116_B11 3 0.000
#> 1772063078_A04 3 0.000
#> 1772062128_D12 3 0.000
#> 1772063068_G10 3 0.000
#> 1772063071_C08 3 0.000
#> 1772063068_A06 3 0.000
#> 1772063068_G04 3 0.000
#> 1772063065_A03 3 0.000
#> 1772063071_F08 3 0.000
#> 1772060224_C03 3 0.000
#> 1772071040_H03 3 0.000
#> 1772063071_C01 3 0.000
#> 1772060240_B01 3 0.000
#> 1772060225_E01 3 0.000
#> 1772062115_D01 3 0.000
#> 1772063068_B10 3 0.000
#> 1772063065_H05 3 0.000
#> 1772063065_A08 3 0.000
#> 1772063071_B03 3 0.000
#> 1772063078_E04 3 0.000
#> 1772063068_A07 3 0.000
#> 1772063078_C10 3 0.000
#> 1772066076_G08 3 0.000
#> 1772066100_A06 3 0.000
#> 1772067093_A01 3 1.000
#> 1772066098_G10 3 0.000
#> 1772066100_F04 3 0.000
#> 1772066100_F05 3 0.000
#> 1772066098_D05 3 0.000
#> 1772066096_B10 3 0.000
#> 1772067057_G07 2 0.000
#> 1772067076_C07 2 0.000
#> 1772067064_G07 2 0.249
#> 1772067070_D08 1 0.000
#> 1772058177_D03 2 1.000
#> 1772067074_C07 2 0.253
#> 1772063070_G03 2 1.000
#> 1772058177_D09 2 1.000
#> 1772066080_G07 2 1.000
#> 1772063063_C07 2 0.000
#> 1772066080_D07 2 0.000
#> 1772062114_G10 2 1.000
#> 1772063061_G05 2 1.000
#> 1772058171_C02 2 0.253
#> 1772067063_D03 2 0.000
#> 1772062111_F07 2 1.000
#> 1772071036_G12 2 0.249
#> 1772067070_A05 1 0.000
#> 1772062111_H05 2 1.000
#> 1772062114_A12 2 0.000
#> 1772066095_B05 1 0.000
#> 1772060226_F05 2 0.000
#> 1772066098_C04 2 0.751
#> 1772062115_A09 2 1.000
#> 1772066090_F05 3 0.000
#> 1772062109_A05 2 0.249
#> 1772062116_B05 2 0.000
#> 1772060240_A10 2 0.000
#> 1772062115_D07 2 0.249
#> 1772063063_F08 2 0.000
#> 1772060224_G07 2 1.000
#> 1772060224_B04 2 0.000
#> 1772062115_C01 2 1.000
#> 1772066090_G12 3 0.253
#> 1772060225_A11 1 0.000
#> 1772066108_A08 1 0.253
#> 1772063078_B09 2 0.751
#> 1772063062_E07 2 0.249
#> 1772062115_G09 1 0.000
#> 1772063078_A11 3 0.000
#> 1772060225_A05 2 0.253
#> 1772062115_F08 2 0.000
#> 1772062128_B02 2 0.000
#> 1772058177_E11 2 0.000
#> 1772067059_D12 2 0.000
#> 1772063061_A09 2 0.000
#> 1772058177_A06 2 1.000
#> 1772058171_F09 2 0.000
#> 1772058171_B01 2 0.751
#> 1772058177_E10 2 0.000
#> 1772067073_B03 2 0.000
#> 1772063063_E07 2 0.000
#> 1772067069_B03 2 0.000
#> 1772067074_E07 2 0.000
#> 1772067069_F06 2 0.000
#> 1772071044_G06 2 0.000
#> 1772063063_B04 2 0.000
#> 1772067060_A02 2 0.000
#> 1772067059_F05 2 0.000
#> 1772066098_B11 2 0.000
#> 1772063063_C02 2 0.000
#> 1772060240_F11 2 0.000
#> 1772063063_F05 2 0.000
#> 1772060225_F06 2 0.000
#> 1772060225_E07 2 0.000
#> 1772060225_D10 2 0.000
#> 1772060225_B07 2 0.000
#> 1772063063_E10 1 0.000
#> 1772060226_G12 2 0.000
#> 1772060226_F10 2 0.249
#> 1772066077_A06 3 1.000
#> 1772062109_B08 1 0.000
#> 1772063079_C10 2 0.000
#> 1772060225_H11 2 0.000
#> 1772062111_F10 2 0.000
#> 1772066090_A04 2 0.747
#> 1772066110_F08 2 0.000
#> 1772062111_F05 2 0.000
#> 1772058177_D02 2 0.249
#> 1772062128_F06 2 0.000
#> 1772066110_H11 2 0.000
#> 1772066099_E05 2 0.000
#> 1772067076_B10 2 0.000
#> 1772066077_H04 2 0.751
#> 1772066099_D10 2 0.253
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#> 1772063063_E01 1 0.000
#> 1772060224_E12 1 0.000
#> 1772058148_E08 1 0.000
#> 1772058177_C04 1 0.000
#> 1772063077_B01 1 1.000
#> 1772063077_E12 1 0.000
#> 1772058148_C09 1 0.000
#> 1772063074_C07 1 0.498
#> 1772063063_F12 3 1.000
#> 1772067073_H07 1 1.000
#> 1772067066_C06 1 0.502
#> 1772067073_E04 1 1.000
#> 1772067064_C11 1 1.000
#> 1772063063_G08 3 0.000
#> 1772067063_E07 1 0.249
#> 1772062116_B01 3 0.000
#> 1772067063_A06 1 1.000
#> 1772066076_E11 1 1.000
#> 1772071040_B09 3 0.000
#> 1772071044_H11 1 0.249
#> 1772066102_D01 1 1.000
#> 1772071045_H02 1 0.747
#> 1772058148_G03 1 0.751
#> 1772058148_E06 1 0.000
#> 1772062128_G01 1 0.000
#> 1772058148_F08 1 0.000
#> 1772062111_A04 1 0.000
#> 1772062118_C05 1 0.000
#> 1772063061_D08 1 0.000
#> 1772063062_E03 1 1.000
#> 1772067074_F02 1 0.000
#> 1772060226_C10 1 1.000
#> 1772063078_D03 1 0.751
#> 1772067083_H04 3 1.000
#> 1772060225_C06 1 1.000
#> 1772066101_B02 1 1.000
#> 1772062109_G12 1 1.000
#> 1772067094_B04 1 0.747
#> 1772066080_C03 1 1.000
#> 1772063078_G04 1 1.000
#> 1772062128_E07 1 0.000
#> 1772063070_B07 1 0.000
#> 1772063078_G06 1 0.249
#> 1772067059_C05 1 0.000
#> 1772066100_B04 1 1.000
#> 1772060226_H05 1 0.498
#> 1772058148_B11 1 0.000
#> 1772066110_H07 1 1.000
#> 1772067058_B03 1 0.000
#> 1772062128_E08 1 0.000
#> 1772060240_H06 1 0.502
#> 1772063078_G03 3 0.000
#> 1772071035_H05 1 0.000
#> 1772066098_F09 1 0.000
#> 1772063077_D01 1 0.000
#> 1772066090_G01 1 0.000
#> 1772067076_H12 3 0.000
#> 1772066076_G11 3 0.000
#> 1772067093_E09 1 0.000
#> 1772066108_B03 3 0.751
#> 1772067057_F12 1 0.498
#> 1772067076_E06 1 1.000
#> 1772067060_H11 3 0.000
#> 1772067059_E10 1 1.000
#> 1772067094_G10 1 1.000
#> 1772066096_C12 1 0.502
#> 1772066102_C03 1 1.000
#> 1772066101_B07 1 1.000
#> 1772066110_F06 1 1.000
#> 1772058148_B12 1 0.498
#> 1772063063_C12 3 0.000
#> 1772066076_F02 3 0.000
#> 1772060226_E06 3 1.000
#> 1772063065_A11 1 1.000
#> 1772058148_D11 1 0.000
#> 1772058148_C07 1 0.000
#> 1772058148_B02 1 0.000
#> 1772058148_A12 3 1.000
#> 1772071041_G06 3 1.000
#> 1772063079_E03 1 0.249
#> 1772058177_B08 1 0.751
#> 1772066110_A07 1 1.000
#> 1772063078_E07 1 1.000
#> 1772058177_B10 1 0.751
#> 1772060240_C12 1 1.000
#> 1772067073_A03 1 0.000
#> 1772067069_E08 1 0.000
#> 1772058148_D03 1 0.000
#> 1772058148_D10 1 0.249
#> 1772067060_B11 1 0.000
#> 1772063062_D11 1 0.747
#> 1772058148_F01 1 0.000
#> 1772063062_D04 1 0.253
#> 1772066076_H03 1 0.000
#> 1772058177_G01 1 1.000
#> 1772062111_B09 1 1.000
#> 1772066076_C02 1 1.000
#> 1772062113_E06 1 1.000
#> 1772066080_B09 3 1.000
#> 1772063061_C07 1 1.000
#> 1772062111_D02 1 1.000
#> 1772063077_A05 1 1.000
#> 1772063079_F03 1 1.000
#> 1772063077_B05 1 0.498
#> 1772058171_E08 1 1.000
#> 1772062113_H10 1 1.000
#> 1772067074_G05 1 0.000
#> 1772062113_D02 3 1.000
#> 1772066076_C01 1 1.000
#> 1772066080_E09 1 1.000
#> 1772067057_E04 1 1.000
#> 1772066080_D11 3 1.000
#> 1772067074_C09 1 0.000
#> 1772063077_B06 1 0.253
#> 1772066076_H04 1 0.751
#> 1772062116_E06 1 0.000
#> 1772067064_D03 1 0.000
#> 1772063063_G07 1 1.000
#> 1772067063_E08 1 1.000
#> 1772058148_G02 1 0.000
#> 1772066080_G05 3 0.000
#> 1772063074_F11 1 1.000
#> 1772063074_C04 1 1.000
#> 1772062111_E09 1 1.000
#> 1772062111_F01 1 1.000
#> 1772063074_H03 1 1.000
#> 1772063062_H10 3 0.000
#> 1772058148_D02 1 0.000
#> 1772063078_G10 1 1.000
#> 1772066110_D12 1 1.000
#> 1772071017_A07 1 0.000
#> 1772063071_G10 3 0.000
#> 1772058148_C03 3 0.000
#> 1772063061_D09 1 0.000
#> 1772067059_B04 1 1.000
#> 1772066097_D04 1 0.747
#> 1772063068_D01 1 1.000
#> 1772066098_A12 1 1.000
#> 1772058148_F03 1 0.000
get_classes(res, k = 4)
#> class p
#> 1772063068_G07 3 0.000
#> 1772062115_C05 3 0.000
#> 1772062111_G03 3 0.000
#> 1772066101_F03 3 0.000
#> 1772071014_A06 3 0.000
#> 1772063071_A06 3 0.000
#> 1772058148_F09 3 0.000
#> 1772067066_H09 3 1.000
#> 1772071015_A05 3 0.000
#> 1772067065_A01 3 0.000
#> 1772062128_F10 3 0.000
#> 1772058148_H04 3 0.000
#> 1772067065_B12 3 0.000
#> 1772067065_G12 3 0.000
#> 1772063065_C02 3 0.000
#> 1772071041_B06 3 0.000
#> 1772062115_G06 3 0.000
#> 1772066100_D06 3 0.000
#> 1772062128_G06 3 0.000
#> 1772067057_A08 3 0.000
#> 1772063074_E11 3 0.000
#> 1772066100_E01 3 0.000
#> 1772067083_B11 1 1.000
#> 1772067094_H08 3 0.000
#> 1772067083_C02 3 0.000
#> 1772066097_G04 3 0.000
#> 1772067082_D05 3 0.751
#> 1772067082_B03 3 0.000
#> 1772063064_B06 3 0.000
#> 1772063065_C11 3 0.000
#> 1772063071_G03 3 0.000
#> 1772063071_E06 3 0.000
#> 1772063068_F11 3 0.000
#> 1772062128_E10 3 0.000
#> 1772062116_B11 3 0.000
#> 1772063078_A04 3 0.000
#> 1772062128_D12 3 0.000
#> 1772063068_G10 3 0.000
#> 1772063071_C08 3 0.000
#> 1772063068_A06 3 0.000
#> 1772063068_G04 3 0.000
#> 1772063065_A03 3 0.000
#> 1772063071_F08 3 0.000
#> 1772060224_C03 3 0.000
#> 1772071040_H03 3 0.000
#> 1772063071_C01 3 0.000
#> 1772060240_B01 3 0.000
#> 1772060225_E01 3 0.000
#> 1772062115_D01 3 0.000
#> 1772063068_B10 3 0.000
#> 1772063065_H05 3 0.000
#> 1772063065_A08 3 0.000
#> 1772063071_B03 3 0.000
#> 1772063078_E04 3 0.000
#> 1772063068_A07 3 0.000
#> 1772063078_C10 3 0.000
#> 1772066076_G08 3 0.000
#> 1772066100_A06 3 0.000
#> 1772067093_A01 3 1.000
#> 1772066098_G10 3 0.000
#> 1772066100_F04 3 0.000
#> 1772066100_F05 3 0.000
#> 1772066098_D05 3 0.000
#> 1772066096_B10 3 0.000
#> 1772067057_G07 2 0.000
#> 1772067076_C07 2 0.000
#> 1772067064_G07 2 0.000
#> 1772067070_D08 1 0.751
#> 1772058177_D03 2 0.000
#> 1772067074_C07 2 0.000
#> 1772063070_G03 2 0.000
#> 1772058177_D09 2 0.000
#> 1772066080_G07 2 0.000
#> 1772063063_C07 2 0.000
#> 1772066080_D07 2 0.000
#> 1772062114_G10 2 0.000
#> 1772063061_G05 2 0.000
#> 1772058171_C02 2 0.000
#> 1772067063_D03 2 0.000
#> 1772062111_F07 2 0.000
#> 1772071036_G12 2 0.000
#> 1772067070_A05 1 1.000
#> 1772062111_H05 2 0.000
#> 1772062114_A12 2 0.000
#> 1772066095_B05 1 0.249
#> 1772060226_F05 2 0.751
#> 1772066098_C04 4 1.000
#> 1772062115_A09 2 0.000
#> 1772066090_F05 3 1.000
#> 1772062109_A05 2 0.000
#> 1772062116_B05 2 0.000
#> 1772060240_A10 4 1.000
#> 1772062115_D07 2 0.000
#> 1772063063_F08 2 0.000
#> 1772060224_G07 2 0.000
#> 1772060224_B04 4 1.000
#> 1772062115_C01 2 0.000
#> 1772066090_G12 3 1.000
#> 1772060225_A11 4 0.000
#> 1772066108_A08 1 0.000
#> 1772063078_B09 2 0.000
#> 1772063062_E07 4 1.000
#> 1772062115_G09 4 0.249
#> 1772063078_A11 3 1.000
#> 1772060225_A05 2 0.000
#> 1772062115_F08 4 1.000
#> 1772062128_B02 2 0.000
#> 1772058177_E11 2 0.000
#> 1772067059_D12 2 0.000
#> 1772063061_A09 2 0.000
#> 1772058177_A06 2 0.000
#> 1772058171_F09 2 0.000
#> 1772058171_B01 2 0.000
#> 1772058177_E10 2 0.000
#> 1772067073_B03 2 0.000
#> 1772063063_E07 2 0.000
#> 1772067069_B03 2 0.000
#> 1772067074_E07 2 0.000
#> 1772067069_F06 2 0.249
#> 1772071044_G06 2 0.249
#> 1772063063_B04 2 0.000
#> 1772067060_A02 2 0.000
#> 1772067059_F05 2 0.249
#> 1772066098_B11 2 0.000
#> 1772063063_C02 2 0.000
#> 1772060240_F11 4 0.751
#> 1772063063_F05 2 0.000
#> 1772060225_F06 2 0.000
#> 1772060225_E07 2 0.000
#> 1772060225_D10 2 0.000
#> 1772060225_B07 2 0.000
#> 1772063063_E10 4 0.000
#> 1772060226_G12 2 0.000
#> 1772060226_F10 2 0.000
#> 1772066077_A06 4 1.000
#> 1772062109_B08 1 1.000
#> 1772063079_C10 4 1.000
#> 1772060225_H11 4 0.253
#> 1772062111_F10 2 0.000
#> 1772066090_A04 2 0.502
#> 1772066110_F08 2 0.249
#> 1772062111_F05 2 0.000
#> 1772058177_D02 2 0.000
#> 1772062128_F06 2 0.000
#> 1772066110_H11 2 0.000
#> 1772066099_E05 2 0.502
#> 1772067076_B10 2 0.000
#> 1772066077_H04 2 0.000
#> 1772066099_D10 2 0.000
#> 1772066102_E10 2 0.000
#> 1772062111_F11 2 0.000
#> 1772062111_F06 2 0.000
#> 1772062109_C06 2 0.000
#> 1772062113_G05 2 0.000
#> 1772062111_C08 2 0.000
#> 1772062109_A03 2 0.000
#> 1772062111_C01 2 0.000
#> 1772062111_E06 2 0.000
#> 1772062109_H10 2 0.000
#> 1772066108_H11 2 0.000
#> 1772063077_C03 2 0.000
#> 1772062116_A12 2 0.000
#> 1772062109_E07 2 0.000
#> 1772066099_H01 2 0.000
#> 1772062128_B11 2 0.000
#> 1772062116_H06 2 0.000
#> 1772062113_D10 2 0.000
#> 1772062109_G03 2 0.000
#> 1772062114_B01 2 0.000
#> 1772062113_H02 2 0.000
#> 1772063074_C02 2 0.000
#> 1772062118_E08 2 0.000
#> 1772066096_C01 2 0.000
#> 1772062114_B10 2 0.000
#> 1772062113_B09 2 0.000
#> 1772062113_D01 2 0.000
#> 1772062109_E08 2 0.000
#> 1772062113_D08 2 0.000
#> 1772062113_G12 2 0.000
#> 1772062115_H08 2 0.000
#> 1772062116_F01 2 0.000
#> 1772062115_C03 2 0.000
#> 1772067076_H05 2 0.000
#> 1772062115_G07 2 0.000
#> 1772066108_H05 2 0.000
#> 1772066089_E05 2 0.000
#> 1772062118_G05 2 0.000
#> 1772071041_E05 4 0.000
#> 1772063061_H11 4 0.000
#> 1772067054_A11 4 0.000
#> 1772067065_G08 4 0.000
#> 1772071040_D02 2 0.249
#> 1772071041_G10 2 1.000
#> 1772067066_C04 2 1.000
#> 1772071041_F05 4 0.000
#> 1772063070_E07 2 0.000
#> 1772063070_H07 4 0.000
#> 1772071041_F06 2 0.249
#> 1772067066_B04 2 0.751
#> 1772067060_G06 2 1.000
#> 1772067074_F09 2 1.000
#> 1772071040_C10 2 0.000
#> 1772058148_G09 4 1.000
#> 1772067066_H05 4 0.000
#> 1772067059_D11 2 1.000
#> 1772066110_A04 4 0.000
#> 1772067064_G04 2 1.000
#> 1772067064_H01 2 1.000
#> 1772067073_D10 2 1.000
#> 1772067073_F06 2 1.000
#> 1772058148_F07 2 1.000
#> 1772067069_D04 2 1.000
#> 1772058148_A01 4 0.000
#> 1772058148_G08 4 0.000
#> 1772067064_B10 2 1.000
#> 1772071036_G02 4 1.000
#> 1772063070_G01 2 1.000
#> 1772067070_H09 4 0.000
#> 1772058148_G11 4 0.000
#> 1772067066_E12 4 0.000
#> 1772067064_D10 2 1.000
#> 1772067063_B07 2 0.249
#> 1772062118_D03 2 0.751
#> 1772067074_F05 2 0.751
#> 1772071040_C04 2 0.751
#> 1772063070_C06 2 0.751
#> 1772058148_A03 4 0.000
#> 1772058148_B08 4 0.000
#> 1772058148_D07 4 1.000
#> 1772067073_C02 2 1.000
#> 1772067073_G10 2 1.000
#> 1772062116_C06 2 1.000
#> 1772062116_A02 2 1.000
#> 1772062116_G03 4 1.000
#> 1772062118_D02 2 1.000
#> 1772067073_E11 2 1.000
#> 1772058148_F02 2 1.000
#> 1772058148_A10 2 1.000
#> 1772067074_D12 4 0.000
#> 1772066080_B04 2 1.000
#> 1772062116_F05 2 0.000
#> 1772067074_E11 2 1.000
#> 1772067064_B06 4 0.000
#> 1772067073_D01 4 0.000
#> 1772067069_A09 4 0.000
#> 1772071041_D06 2 1.000
#> 1772071040_H06 2 1.000
#> 1772071040_H10 2 1.000
#> 1772062111_B11 4 0.000
#> 1772067064_C08 2 1.000
#> 1772067069_A02 2 1.000
#> 1772060240_H04 2 0.498
#> 1772062116_B06 2 0.751
#> 1772063063_H07 2 1.000
#> 1772067074_A11 2 0.000
#> 1772062111_B02 4 0.498
#> 1772067074_F04 2 1.000
#> 1772063063_D08 2 0.000
#> 1772071040_G11 2 0.751
#> 1772063063_G10 2 0.000
#> 1772071040_D04 2 1.000
#> 1772062118_C04 2 0.751
#> 1772062109_C12 2 1.000
#> 1772062109_H04 2 1.000
#> 1772071040_G05 2 0.249
#> 1772060240_F06 2 1.000
#> 1772071040_C11 2 0.000
#> 1772067064_C10 2 1.000
#> 1772063070_G06 2 1.000
#> 1772062128_H02 2 1.000
#> 1772062128_D03 2 1.000
#> 1772063061_B12 2 1.000
#> 1772058148_C02 2 1.000
#> 1772062116_C11 2 0.000
#> 1772063061_F04 2 1.000
#> 1772060225_D12 2 0.000
#> 1772058177_C06 2 0.000
#> 1772060240_B12 2 0.249
#> 1772062113_B06 2 0.000
#> 1772062114_H12 2 0.751
#> 1772063062_A06 2 0.000
#> 1772062109_G05 2 0.751
#> 1772063079_C12 2 0.000
#> 1772062116_G06 2 0.751
#> 1772062113_G01 2 0.000
#> 1772062113_B01 2 0.000
#> 1772062111_C09 2 0.249
#> 1772062111_G02 2 0.000
#> 1772060224_A07 2 0.000
#> 1772062113_F07 2 0.000
#> 1772062114_F03 2 0.000
#> 1772062111_D11 2 0.000
#> 1772058171_F05 2 0.751
#> 1772062111_E03 2 1.000
#> 1772062113_A05 2 0.000
#> 1772060224_C04 2 0.000
#> 1772058171_G08 2 0.000
#> 1772062113_B04 2 0.000
#> 1772062113_D09 2 1.000
#> 1772062109_C07 2 0.751
#> 1772062109_F01 2 0.000
#> 1772062113_G11 2 0.000
#> 1772062114_A03 2 0.000
#> 1772058177_A02 2 0.000
#> 1772058171_C03 2 0.000
#> 1772062109_A07 2 0.751
#> 1772063061_A07 2 1.000
#> 1772062111_G01 2 0.249
#> 1772058171_C12 2 0.000
#> 1772058171_D10 2 0.000
#> 1772062109_B01 2 0.253
#> 1772063079_F07 2 0.498
#> 1772058171_H02 2 0.000
#> 1772062128_H11 2 1.000
#> 1772066108_D06 2 0.000
#> 1772062111_D05 2 0.751
#> 1772062116_B12 4 1.000
#> 1772062118_F02 2 0.502
#> 1772062114_C07 4 0.000
#> 1772062118_F08 4 1.000
#> 1772062114_B03 4 0.000
#> 1772058171_D06 2 0.000
#> 1772063062_C10 2 1.000
#> 1772058171_C09 2 0.000
#> 1772063062_C07 2 0.000
#> 1772062116_E08 2 0.751
#> 1772062116_E07 2 1.000
#> 1772062113_B03 2 1.000
#> 1772062116_A09 2 0.751
#> 1772062114_E11 2 0.000
#> 1772062128_H05 2 0.000
#> 1772058148_A06 2 1.000
#> 1772062111_G11 4 0.000
#> 1772062113_A01 2 0.249
#> 1772060224_G06 2 0.000
#> 1772062109_A12 2 0.000
#> 1772062115_B06 2 1.000
#> 1772066108_G12 2 0.502
#> 1772071040_D12 2 1.000
#> 1772058171_F06 2 0.000
#> 1772062116_D04 2 1.000
#> 1772063064_D06 2 0.253
#> 1772063074_G12 2 1.000
#> 1772062113_A02 2 0.253
#> 1772058148_A04 2 1.000
#> 1772062113_A12 2 1.000
#> 1772063062_H08 2 0.000
#> 1772063063_B06 2 0.000
#> 1772062109_C03 2 0.747
#> 1772062116_F04 2 0.000
#> 1772063062_G01 2 0.502
#> 1772062116_E02 2 1.000
#> 1772063062_C01 2 1.000
#> 1772063074_H11 2 1.000
#> 1772063079_D07 2 0.249
#> 1772071040_G04 2 1.000
#> 1772063063_A12 2 0.000
#> 1772071014_D12 2 1.000
#> 1772062109_A09 2 0.751
#> 1772067069_G04 2 1.000
#> 1772062111_E11 2 0.751
#> 1772063074_A11 4 0.502
#> 1772063062_G11 2 1.000
#> 1772062118_H04 2 0.751
#> 1772062109_F04 2 0.751
#> 1772067074_F06 2 0.747
#> 1772063063_B10 2 1.000
#> 1772071041_A08 2 1.000
#> 1772063062_B04 2 0.751
#> 1772066097_B12 2 0.253
#> 1772062114_E05 2 1.000
#> 1772063077_D02 2 1.000
#> 1772060240_G11 2 0.000
#> 1772063074_C12 4 0.000
#> 1772062118_H10 2 1.000
#> 1772060224_H04 2 0.751
#> 1772060240_F04 2 1.000
#> 1772063062_F12 2 1.000
#> 1772062115_D05 4 0.000
#> 1772071040_D05 4 0.000
#> 1772063074_G07 4 0.000
#> 1772063063_G02 2 1.000
#> 1772063061_G08 2 1.000
#> 1772063061_D10 4 0.000
#> 1772062114_E06 2 0.751
#> 1772062111_E04 4 0.000
#> 1772060224_H05 2 0.502
#> 1772063061_D01 4 0.000
#> 1772060240_F02 4 0.000
#> 1772062114_F05 2 1.000
#> 1772071041_A12 2 1.000
#> 1772062116_H05 2 1.000
#> 1772063062_G05 4 0.000
#> 1772063062_E08 4 0.000
#> 1772063062_E11 4 0.000
#> 1772062118_C01 4 0.000
#> 1772071040_A08 2 0.502
#> 1772062128_A01 4 0.000
#> 1772063078_H04 4 0.000
#> 1772062113_G09 4 0.751
#> 1772062115_E01 4 0.000
#> 1772063074_F10 4 0.000
#> 1772063068_D10 4 1.000
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#> 1772063063_B11 4 0.000
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#> 1772067070_C05 1 0.000
#> 1772063079_A11 1 1.000
#> 1772062128_G09 1 1.000
#> 1772071044_B01 1 0.000
#> 1772071036_E10 1 0.000
#> 1772063063_B01 1 0.502
#> 1772058171_E12 1 0.000
#> 1772063064_F06 3 0.000
#> 1772058148_H05 1 0.000
#> 1772066103_B12 1 0.253
#> 1772058177_G06 1 1.000
#> 1772058177_H06 1 0.000
#> 1772058177_H02 1 1.000
#> 1772058177_D01 1 0.000
#> 1772058171_E11 1 1.000
#> 1772058177_F10 1 1.000
#> 1772058171_G09 1 1.000
#> 1772058171_G07 1 1.000
#> 1772058177_F12 1 0.249
#> 1772058177_G12 1 0.000
#> 1772058171_F01 1 0.000
#> 1772058171_H05 1 0.502
#> 1772058171_G05 1 0.253
#> 1772062128_D06 1 0.000
#> 1772063079_B05 1 1.000
#> 1772062109_H08 1 0.000
#> 1772062109_D05 1 1.000
#> 1772062111_D07 1 0.751
#> 1772063077_D11 1 0.751
#> 1772062113_H07 1 1.000
#> 1772062111_G12 1 1.000
#> 1772063079_C11 1 0.249
#> 1772063079_H12 1 0.000
#> 1772060224_E05 1 1.000
#> 1772063070_F11 1 1.000
#> 1772062111_H12 1 0.000
#> 1772063070_B04 1 1.000
#> 1772063064_E04 1 1.000
#> 1772058177_G07 1 1.000
#> 1772062113_C01 1 1.000
#> 1772067073_A12 1 1.000
#> 1772063063_C11 1 0.751
#> 1772062109_B07 1 0.000
#> 1772067058_F03 1 0.000
#> 1772071040_D01 1 0.751
#> 1772063063_G05 1 0.498
#> 1772067069_E07 1 0.502
#> 1772067063_A11 1 0.000
#> 1772071040_F09 1 0.000
#> 1772067063_A07 1 0.000
#> 1772066096_C02 1 0.253
#> 1772066098_E07 1 0.000
#> 1772058148_D04 1 0.000
#> 1772067074_H04 1 0.000
#> 1772058148_E02 1 0.000
#> 1772067073_B09 1 0.000
#> 1772063071_D11 1 0.751
#> 1772071040_E11 1 0.000
#> 1772067074_H09 1 0.253
#> 1772071041_H04 1 0.000
#> 1772067073_F07 1 0.000
#> 1772058148_C04 1 0.000
#> 1772058148_E09 1 0.000
#> 1772067074_H08 1 0.000
#> 1772058148_F12 1 0.000
#> 1772071036_D04 1 1.000
#> 1772063070_A07 3 0.000
#> 1772067074_F11 1 1.000
#> 1772063064_B04 1 1.000
#> 1772063070_A05 3 0.000
#> 1772071040_B11 1 0.000
#> 1772063070_E06 1 1.000
#> 1772066102_E06 1 1.000
#> 1772060240_D07 1 1.000
#> 1772067063_B03 1 0.502
#> 1772058148_F05 1 0.000
#> 1772066108_B09 1 1.000
#> 1772066102_C04 1 0.249
#> 1772060224_A05 1 0.000
#> 1772063070_G07 1 0.502
#> 1772066095_B03 1 0.000
#> 1772063065_D10 1 0.751
#> 1772060226_E09 1 0.000
#> 1772063061_B10 3 0.000
#> 1772062115_F01 1 0.000
#> 1772063065_D08 1 1.000
#> 1772066097_C03 1 0.000
#> 1772058148_F10 1 0.000
#> 1772063065_B12 1 0.000
#> 1772063063_H05 1 1.000
#> 1772063068_B12 3 1.000
#> 1772067058_D06 1 0.000
#> 1772062109_G06 1 0.751
#> 1772062116_H04 1 0.000
#> 1772063062_G06 1 0.000
#> 1772058171_G04 3 1.000
#> 1772067063_D05 3 0.000
#> 1772058177_A05 1 1.000
#> 1772058177_F11 1 1.000
#> 1772063079_A07 1 1.000
#> 1772062116_H07 1 1.000
#> 1772063070_F02 1 1.000
#> 1772060224_C09 1 1.000
#> 1772067073_H05 1 0.751
#> 1772058171_A12 1 0.249
#> 1772067073_H10 1 1.000
#> 1772067074_D07 1 0.000
#> 1772062109_E02 1 0.000
#> 1772060224_F01 1 0.253
#> 1772066099_F09 1 0.000
#> 1772062111_A11 1 1.000
#> 1772058171_A06 1 0.000
#> 1772060224_F04 1 0.000
#> 1772060224_H12 3 0.000
#> 1772063071_F12 1 0.000
#> 1772062111_A08 1 0.000
#> 1772058177_A08 1 0.000
#> 1772060224_H01 1 1.000
#> 1772066095_A07 1 0.249
#> 1772058177_B01 1 0.000
#> 1772062111_B12 1 0.000
#> 1772063064_A08 1 1.000
#> 1772063064_B02 3 1.000
#> 1772062115_G08 1 1.000
#> 1772062114_H08 1 0.000
#> 1772063071_G12 1 1.000
#> 1772060225_H04 1 1.000
#> 1772058177_H03 1 1.000
#> 1772063064_F09 1 0.751
#> 1772060224_D12 1 0.498
#> 1772066080_C04 1 1.000
#> 1772063062_B10 1 0.000
#> 1772062128_E01 1 0.502
#> 1772062128_A02 1 0.000
#> 1772062128_C11 1 0.000
#> 1772060240_B11 1 0.502
#> 1772063078_A02 3 0.000
#> 1772058148_B03 1 0.000
#> 1772062128_C09 3 0.000
#> 1772062116_C03 1 1.000
#> 1772058177_H04 1 1.000
#> 1772063071_B06 1 0.249
#> 1772067063_E01 1 0.000
#> 1772058171_A01 1 0.000
#> 1772062111_F09 1 0.000
#> 1772066104_A09 1 0.000
#> 1772060240_G06 1 0.000
#> 1772062109_B04 1 0.000
#> 1772063071_B12 1 0.000
#> 1772063071_D02 1 0.000
#> 1772067058_D10 1 0.000
#> 1772067069_H12 1 0.000
#> 1772063062_A05 1 0.000
#> 1772063071_G02 1 0.000
#> 1772066096_E06 1 1.000
#> 1772071014_H04 1 0.000
#> 1772066098_B06 1 1.000
#> 1772071044_C05 1 1.000
#> 1772067058_E08 1 0.249
#> 1772071044_C04 1 0.498
#> 1772067096_A11 1 0.000
#> 1772066098_C02 1 1.000
#> 1772071045_F10 1 0.000
#> 1772066076_C10 1 1.000
#> 1772062109_D11 1 0.000
#> 1772071014_C07 1 1.000
#> 1772067063_E05 1 1.000
#> 1772071045_D05 3 1.000
#> 1772071015_H09 3 0.000
#> 1772071014_G04 3 0.000
#> 1772071014_H07 1 1.000
#> 1772071014_D06 3 0.000
#> 1772071014_F02 3 0.000
#> 1772058171_H01 3 0.000
#> 1772071015_A08 1 1.000
#> 1772071015_D10 3 1.000
#> 1772067064_A10 1 1.000
#> 1772071015_H10 3 0.000
#> 1772067069_C11 1 1.000
#> 1772071014_E01 1 1.000
#> 1772071015_D02 3 0.000
#> 1772062128_D05 1 1.000
#> 1772071014_D07 1 1.000
#> 1772071014_A02 1 1.000
#> 1772063071_H08 1 1.000
#> 1772062128_E02 3 0.000
#> 1772066110_G07 3 0.000
#> 1772066096_C07 3 0.000
#> 1772066096_B01 3 1.000
#> 1772063077_F03 3 0.000
#> 1772058177_E09 3 0.000
#> 1772066096_A04 3 1.000
#> 1772071036_F10 3 1.000
#> 1772066076_A11 3 0.000
#> 1772066102_H01 1 1.000
#> 1772062109_F07 3 1.000
#> 1772058177_D07 3 1.000
#> 1772067076_F10 1 1.000
#> 1772058171_F07 1 1.000
#> 1772062114_D03 3 0.000
#> 1772062114_B05 3 0.000
#> 1772058177_B03 3 1.000
#> 1772058171_B03 1 1.000
#> 1772063064_D08 1 1.000
#> 1772071015_A12 1 1.000
#> 1772071015_G05 1 1.000
#> 1772063062_B05 1 1.000
#> 1772063061_F08 1 1.000
#> 1772062128_B12 1 1.000
#> 1772062114_E01 1 1.000
#> 1772063068_F04 3 1.000
#> 1772063065_D11 3 1.000
#> 1772066098_C10 1 1.000
#> 1772058171_A08 1 0.000
#> 1772063071_B11 1 1.000
#> 1772062128_E04 1 1.000
#> 1772063071_H07 1 1.000
#> 1772063071_H09 3 0.000
#> 1772062118_G01 1 1.000
#> 1772063062_D09 1 1.000
#> 1772063068_D06 1 1.000
#> 1772066095_B02 1 1.000
#> 1772063065_E10 1 1.000
#> 1772062115_D08 1 1.000
#> 1772060226_B09 1 1.000
#> 1772066099_H10 1 0.000
#> 1772063071_H02 1 1.000
#> 1772066080_C10 1 1.000
#> 1772066090_G04 3 0.000
#> 1772066095_C10 1 1.000
#> 1772063077_A11 4 1.000
#> 1772066098_B12 1 1.000
#> 1772066076_E12 1 1.000
#> 1772067060_G01 1 0.747
#> 1772066098_A01 1 0.751
#> 1772067082_A12 1 0.000
#> 1772066090_A06 2 1.000
#> 1772066101_G05 1 1.000
#> 1772066098_D07 1 1.000
#> 1772067076_H10 1 1.000
#> 1772071036_E06 3 0.249
#> 1772067060_D10 1 1.000
#> 1772066080_A11 1 1.000
#> 1772066070_E03 3 0.000
#> 1772066090_C12 4 0.498
#> 1772066090_F08 4 0.000
#> 1772071036_F04 1 1.000
#> 1772062128_F01 1 1.000
#> 1772062118_A08 1 1.000
#> 1772062114_B04 2 0.000
#> 1772062128_C08 3 0.000
#> 1772066110_D07 1 1.000
#> 1772062109_A08 1 1.000
#> 1772067057_E02 1 0.747
#> 1772062115_F11 1 1.000
#> 1772060240_F07 3 1.000
#> 1772062113_F04 3 1.000
#> 1772062118_A10 4 0.000
#> 1772062114_D04 1 1.000
#> 1772063077_G09 1 1.000
#> 1772063077_F11 1 1.000
#> 1772060240_B02 1 1.000
#> 1772058148_C01 1 0.751
#> 1772067093_A09 1 0.502
#> 1772060224_G08 1 1.000
#> 1772060240_D05 1 1.000
#> 1772060240_B05 1 0.751
#> 1772071044_C01 1 0.000
#> 1772060224_D09 4 0.000
#> 1772062109_E04 1 1.000
#> 1772063061_C12 1 1.000
#> 1772063063_F04 1 0.000
#> 1772071045_C02 1 0.000
#> 1772063074_D02 1 1.000
#> 1772062109_E11 1 0.249
#> 1772060240_H12 1 1.000
#> 1772066077_D11 1 1.000
#> 1772062118_G03 1 0.000
#> 1772071041_B08 1 0.000
#> 1772067096_A10 3 0.000
#> 1772062114_F06 1 1.000
#> 1772067054_G12 1 0.000
#> 1772063062_C11 1 0.000
#> 1772062113_E12 1 1.000
#> 1772067063_G08 1 0.000
#> 1772058148_G05 1 0.000
#> 1772063064_E06 1 0.000
#> 1772058148_C05 1 0.000
#> 1772062128_C04 1 0.000
#> 1772063063_E01 1 0.000
#> 1772060224_E12 1 0.000
#> 1772058148_E08 1 0.000
#> 1772058177_C04 1 0.000
#> 1772063077_B01 1 1.000
#> 1772063077_E12 1 0.000
#> 1772058148_C09 1 0.249
#> 1772063074_C07 1 0.000
#> 1772063063_F12 1 1.000
#> 1772067073_H07 1 1.000
#> 1772067066_C06 1 0.249
#> 1772067073_E04 1 0.751
#> 1772067064_C11 1 1.000
#> 1772063063_G08 3 0.000
#> 1772067063_E07 1 0.000
#> 1772062116_B01 3 0.000
#> 1772067063_A06 1 0.751
#> 1772066076_E11 1 0.751
#> 1772071040_B09 3 0.000
#> 1772071044_H11 1 0.000
#> 1772066102_D01 1 1.000
#> 1772071045_H02 1 0.502
#> 1772058148_G03 1 0.000
#> 1772058148_E06 1 0.000
#> 1772062128_G01 1 0.000
#> 1772058148_F08 1 0.751
#> 1772062111_A04 1 0.000
#> 1772062118_C05 1 0.000
#> 1772063061_D08 1 0.000
#> 1772063062_E03 1 0.747
#> 1772067074_F02 1 0.000
#> 1772060226_C10 1 1.000
#> 1772063078_D03 1 0.751
#> 1772067083_H04 3 1.000
#> 1772060225_C06 1 1.000
#> 1772066101_B02 1 1.000
#> 1772062109_G12 1 1.000
#> 1772067094_B04 1 0.498
#> 1772066080_C03 1 1.000
#> 1772063078_G04 1 1.000
#> 1772062128_E07 1 0.000
#> 1772063070_B07 1 0.000
#> 1772063078_G06 4 0.751
#> 1772067059_C05 1 0.000
#> 1772066100_B04 1 0.502
#> 1772060226_H05 1 0.498
#> 1772058148_B11 1 0.000
#> 1772066110_H07 1 1.000
#> 1772067058_B03 1 0.000
#> 1772062128_E08 1 0.000
#> 1772060240_H06 1 0.249
#> 1772063078_G03 4 1.000
#> 1772071035_H05 1 0.000
#> 1772066098_F09 1 0.000
#> 1772063077_D01 1 0.000
#> 1772066090_G01 1 0.000
#> 1772067076_H12 3 0.000
#> 1772066076_G11 3 0.000
#> 1772067093_E09 1 0.000
#> 1772066108_B03 3 0.000
#> 1772067057_F12 1 0.253
#> 1772067076_E06 1 1.000
#> 1772067060_H11 3 0.000
#> 1772067059_E10 1 0.751
#> 1772067094_G10 1 1.000
#> 1772066096_C12 1 0.249
#> 1772066102_C03 1 1.000
#> 1772066101_B07 1 1.000
#> 1772066110_F06 1 1.000
#> 1772058148_B12 1 0.249
#> 1772063063_C12 3 0.000
#> 1772066076_F02 3 0.000
#> 1772060226_E06 3 1.000
#> 1772063065_A11 1 1.000
#> 1772058148_D11 1 1.000
#> 1772058148_C07 1 1.000
#> 1772058148_B02 1 0.751
#> 1772058148_A12 3 0.000
#> 1772071041_G06 3 1.000
#> 1772063079_E03 1 0.000
#> 1772058177_B08 1 0.253
#> 1772066110_A07 1 0.502
#> 1772063078_E07 1 1.000
#> 1772058177_B10 1 0.751
#> 1772060240_C12 1 1.000
#> 1772067073_A03 1 0.000
#> 1772067069_E08 1 0.000
#> 1772058148_D03 1 0.000
#> 1772058148_D10 1 0.000
#> 1772067060_B11 1 0.000
#> 1772063062_D11 1 0.000
#> 1772058148_F01 1 0.000
#> 1772063062_D04 1 0.502
#> 1772066076_H03 4 0.000
#> 1772058177_G01 1 1.000
#> 1772062111_B09 1 1.000
#> 1772066076_C02 1 0.000
#> 1772062113_E06 1 1.000
#> 1772066080_B09 1 1.000
#> 1772063061_C07 1 0.502
#> 1772062111_D02 1 1.000
#> 1772063077_A05 1 1.000
#> 1772063079_F03 1 0.747
#> 1772063077_B05 1 0.000
#> 1772058171_E08 1 0.502
#> 1772062113_H10 1 1.000
#> 1772067074_G05 1 0.000
#> 1772062113_D02 3 0.000
#> 1772066076_C01 1 0.000
#> 1772066080_E09 1 1.000
#> 1772067057_E04 1 1.000
#> 1772066080_D11 1 1.000
#> 1772067074_C09 1 0.000
#> 1772063077_B06 1 0.000
#> 1772066076_H04 1 0.000
#> 1772062116_E06 1 0.000
#> 1772067064_D03 1 0.000
#> 1772063063_G07 1 1.000
#> 1772067063_E08 1 0.253
#> 1772058148_G02 1 0.000
#> 1772066080_G05 3 0.000
#> 1772063074_F11 1 1.000
#> 1772063074_C04 1 0.253
#> 1772062111_E09 1 1.000
#> 1772062111_F01 1 0.751
#> 1772063074_H03 1 1.000
#> 1772063062_H10 3 0.000
#> 1772058148_D02 1 0.000
#> 1772063078_G10 1 1.000
#> 1772066110_D12 1 1.000
#> 1772071017_A07 1 0.000
#> 1772063071_G10 3 0.000
#> 1772058148_C03 3 0.000
#> 1772063061_D09 1 0.000
#> 1772067059_B04 1 0.751
#> 1772066097_D04 1 0.000
#> 1772063068_D01 1 1.000
#> 1772066098_A12 1 0.751
#> 1772058148_F03 1 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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 1148 2.38e-241 1.25e-216 2
#> ATC:skmeans 881 1.69e-184 4.35e-153 3
#> ATC:skmeans 779 9.05e-232 2.38e-259 4
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 , Node0112 , Node0113 , Node0121-leaf , Node0122 , Node0131-leaf , Node0132-leaf , Node0133-leaf , Node0134-leaf , Node0211 , Node0212 , Node0213 , Node0221 , Node0222 , Node0231 , Node0232 , Node0241-leaf , Node0242 , Node0311-leaf , Node0312-leaf , Node0313-leaf , Node0314-leaf , Node0321-leaf , Node0322-leaf , Node0323-leaf , Node0324-leaf , Node0331-leaf , Node0332-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.
#> On a matrix with 9982 rows and 475 columns.
#> Top rows (998) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 0.890 0.937 0.973 0.491 0.507 0.507
#> 3 3 1.000 0.976 0.990 0.325 0.775 0.584
#> 4 4 0.935 0.922 0.967 0.136 0.864 0.636
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
#> 1772067083_B11 2 0.000 0.958 0.00 1.00
#> 1772067070_D08 2 0.000 0.958 0.00 1.00
#> 1772067070_A05 2 0.529 0.854 0.12 0.88
#> 1772066095_B05 1 0.680 0.772 0.82 0.18
#> 1772066108_A08 2 0.000 0.958 0.00 1.00
#> 1772062109_B08 1 0.971 0.323 0.60 0.40
#> 1772060225_A07 2 0.995 0.165 0.46 0.54
#> 1772067074_A01 2 0.904 0.545 0.32 0.68
#> 1772062128_H08 1 0.904 0.520 0.68 0.32
#> 1772063061_E07 2 0.000 0.958 0.00 1.00
#> 1772062128_G02 2 0.000 0.958 0.00 1.00
#> 1772058177_F03 1 0.000 0.983 1.00 0.00
#> 1772058171_F04 1 0.000 0.983 1.00 0.00
#> 1772060226_D02 1 0.000 0.983 1.00 0.00
#> 1772062109_F11 1 0.000 0.983 1.00 0.00
#> 1772066090_E08 2 0.242 0.927 0.04 0.96
#> 1772067057_G11 1 0.000 0.983 1.00 0.00
#> 1772058148_F06 1 0.000 0.983 1.00 0.00
#> 1772058177_A09 1 0.722 0.735 0.80 0.20
#> 1772058177_A07 1 0.000 0.983 1.00 0.00
#> 1772060225_E03 1 0.000 0.983 1.00 0.00
#> 1772058177_D10 1 0.000 0.983 1.00 0.00
#> 1772058177_D11 1 0.000 0.983 1.00 0.00
#> 1772062109_D01 1 0.000 0.983 1.00 0.00
#> 1772058177_C03 1 0.000 0.983 1.00 0.00
#> 1772062109_E05 2 0.000 0.958 0.00 1.00
#> 1772062128_F05 1 0.000 0.983 1.00 0.00
#> 1772067070_C04 1 0.881 0.551 0.70 0.30
#> 1772066095_B12 1 0.000 0.983 1.00 0.00
#> 1772058148_E12 2 0.000 0.958 0.00 1.00
#> 1772058148_D12 1 0.000 0.983 1.00 0.00
#> 1772058148_A05 1 0.000 0.983 1.00 0.00
#> 1772066104_B07 1 0.000 0.983 1.00 0.00
#> 1772062111_G10 1 0.000 0.983 1.00 0.00
#> 1772060240_H11 2 0.795 0.704 0.24 0.76
#> 1772066096_G06 1 0.000 0.983 1.00 0.00
#> 1772058177_A12 1 0.000 0.983 1.00 0.00
#> 1772062128_C02 1 0.000 0.983 1.00 0.00
#> 1772066095_G07 2 0.925 0.528 0.34 0.66
#> 1772058171_C05 1 0.000 0.983 1.00 0.00
#> 1772062128_A07 1 0.000 0.983 1.00 0.00
#> 1772058177_E01 1 0.000 0.983 1.00 0.00
#> 1772058177_B11 1 0.000 0.983 1.00 0.00
#> 1772058177_F07 1 0.000 0.983 1.00 0.00
#> 1772058177_G04 2 0.242 0.927 0.04 0.96
#> 1772063074_B03 1 0.000 0.983 1.00 0.00
#> 1772058171_F11 1 0.000 0.983 1.00 0.00
#> 1772062113_A11 2 0.904 0.569 0.32 0.68
#> 1772062111_H06 1 0.000 0.983 1.00 0.00
#> 1772063061_F10 1 0.000 0.983 1.00 0.00
#> 1772062116_D02 1 0.000 0.983 1.00 0.00
#> 1772062115_A07 1 0.000 0.983 1.00 0.00
#> 1772062115_C02 1 0.000 0.983 1.00 0.00
#> 1772062109_E12 1 0.000 0.983 1.00 0.00
#> 1772062109_D06 1 0.000 0.983 1.00 0.00
#> 1772062118_F04 1 0.000 0.983 1.00 0.00
#> 1772063078_G02 2 0.881 0.606 0.30 0.70
#> 1772062118_A11 1 0.000 0.983 1.00 0.00
#> 1772060224_F07 2 0.881 0.606 0.30 0.70
#> 1772063077_F06 2 0.000 0.958 0.00 1.00
#> 1772062111_A05 1 0.000 0.983 1.00 0.00
#> 1772060224_B12 1 0.000 0.983 1.00 0.00
#> 1772066076_A07 1 0.000 0.983 1.00 0.00
#> 1772067064_D12 1 0.000 0.983 1.00 0.00
#> 1772060240_F05 1 0.000 0.983 1.00 0.00
#> 1772063077_E03 1 0.000 0.983 1.00 0.00
#> 1772063074_F08 1 0.000 0.983 1.00 0.00
#> 1772058177_F04 1 0.000 0.983 1.00 0.00
#> 1772067074_D04 1 0.000 0.983 1.00 0.00
#> 1772066080_F07 1 0.000 0.983 1.00 0.00
#> 1772062111_G06 1 0.000 0.983 1.00 0.00
#> 1772062109_D12 1 0.000 0.983 1.00 0.00
#> 1772062109_A06 1 0.000 0.983 1.00 0.00
#> 1772062113_E05 1 0.990 0.161 0.56 0.44
#> 1772062111_F12 1 0.000 0.983 1.00 0.00
#> 1772063074_H12 1 0.000 0.983 1.00 0.00
#> 1772067064_B09 1 0.000 0.983 1.00 0.00
#> 1772067057_B09 1 0.000 0.983 1.00 0.00
#> 1772060224_H07 2 0.000 0.958 0.00 1.00
#> 1772067094_C07 1 0.000 0.983 1.00 0.00
#> 1772067070_C02 1 0.000 0.983 1.00 0.00
#> 1772067096_G06 2 0.000 0.958 0.00 1.00
#> 1772062116_G09 1 0.000 0.983 1.00 0.00
#> 1772067058_C04 1 0.000 0.983 1.00 0.00
#> 1772063077_D08 1 0.000 0.983 1.00 0.00
#> 1772060226_H12 1 0.000 0.983 1.00 0.00
#> 1772066090_B06 2 0.000 0.958 0.00 1.00
#> 1772062118_F03 1 0.000 0.983 1.00 0.00
#> 1772063062_D07 1 0.000 0.983 1.00 0.00
#> 1772062128_H04 1 0.000 0.983 1.00 0.00
#> 1772062118_E06 1 0.000 0.983 1.00 0.00
#> 1772071044_B03 1 0.000 0.983 1.00 0.00
#> 1772060225_F05 1 0.000 0.983 1.00 0.00
#> 1772060226_F12 1 0.634 0.796 0.84 0.16
#> 1772062115_H11 1 0.242 0.944 0.96 0.04
#> 1772062109_C05 1 0.000 0.983 1.00 0.00
#> 1772058177_E03 1 0.000 0.983 1.00 0.00
#> 1772060224_B07 1 0.000 0.983 1.00 0.00
#> 1772060226_H02 2 0.881 0.606 0.30 0.70
#> 1772062118_D09 1 0.000 0.983 1.00 0.00
#> 1772062118_F11 1 0.000 0.983 1.00 0.00
#> 1772062111_D12 1 0.000 0.983 1.00 0.00
#> 1772062128_B03 1 0.000 0.983 1.00 0.00
#> 1772066090_D03 2 0.000 0.958 0.00 1.00
#> 1772063071_E02 1 0.000 0.983 1.00 0.00
#> 1772063064_A11 1 0.000 0.983 1.00 0.00
#> 1772060224_B09 1 0.000 0.983 1.00 0.00
#> 1772063078_H11 1 0.000 0.983 1.00 0.00
#> 1772063071_D01 1 0.000 0.983 1.00 0.00
#> 1772063064_B05 1 0.000 0.983 1.00 0.00
#> 1772062111_E02 1 0.000 0.983 1.00 0.00
#> 1772063062_H12 1 0.000 0.983 1.00 0.00
#> 1772058177_C08 1 0.000 0.983 1.00 0.00
#> 1772058148_A07 1 0.000 0.983 1.00 0.00
#> 1772060240_A03 1 0.000 0.983 1.00 0.00
#> 1772067070_H08 1 0.000 0.983 1.00 0.00
#> 1772063079_C02 1 0.000 0.983 1.00 0.00
#> 1772063071_A01 1 0.000 0.983 1.00 0.00
#> 1772063079_A09 1 0.000 0.983 1.00 0.00
#> 1772067070_C05 1 0.000 0.983 1.00 0.00
#> 1772063079_A11 1 0.000 0.983 1.00 0.00
#> 1772062128_G09 1 0.000 0.983 1.00 0.00
#> 1772071044_B01 1 0.000 0.983 1.00 0.00
#> 1772071036_E10 1 0.000 0.983 1.00 0.00
#> 1772063063_B01 2 0.000 0.958 0.00 1.00
#> 1772058171_E12 1 0.000 0.983 1.00 0.00
#> 1772058148_H05 1 0.000 0.983 1.00 0.00
#> 1772066103_B12 1 0.000 0.983 1.00 0.00
#> 1772058177_G06 1 0.000 0.983 1.00 0.00
#> 1772058177_H06 1 0.000 0.983 1.00 0.00
#> 1772058177_H02 1 0.000 0.983 1.00 0.00
#> 1772058177_D01 1 0.000 0.983 1.00 0.00
#> 1772058171_E11 1 0.000 0.983 1.00 0.00
#> 1772058177_F10 1 0.000 0.983 1.00 0.00
#> 1772058171_G09 1 0.000 0.983 1.00 0.00
#> 1772058171_G07 1 0.000 0.983 1.00 0.00
#> 1772058177_F12 1 0.000 0.983 1.00 0.00
#> 1772058177_G12 1 0.000 0.983 1.00 0.00
#> 1772058171_F01 1 0.000 0.983 1.00 0.00
#> 1772058171_H05 1 0.000 0.983 1.00 0.00
#> 1772058171_G05 1 0.000 0.983 1.00 0.00
#> 1772062128_D06 1 0.000 0.983 1.00 0.00
#> 1772063079_B05 1 0.000 0.983 1.00 0.00
#> 1772062109_H08 1 0.000 0.983 1.00 0.00
#> 1772062109_D05 1 0.000 0.983 1.00 0.00
#> 1772062111_D07 2 0.722 0.759 0.20 0.80
#> 1772063077_D11 1 0.000 0.983 1.00 0.00
#> 1772062113_H07 1 0.000 0.983 1.00 0.00
#> 1772062111_G12 1 0.000 0.983 1.00 0.00
#> 1772063079_C11 1 0.000 0.983 1.00 0.00
#> 1772063079_H12 1 0.000 0.983 1.00 0.00
#> 1772060224_E05 1 0.000 0.983 1.00 0.00
#> 1772063070_F11 1 0.000 0.983 1.00 0.00
#> 1772062111_H12 1 0.000 0.983 1.00 0.00
#> 1772063070_B04 1 0.000 0.983 1.00 0.00
#> 1772063064_E04 1 0.000 0.983 1.00 0.00
#> 1772058177_G07 1 0.000 0.983 1.00 0.00
#> 1772062113_C01 1 0.000 0.983 1.00 0.00
#> 1772067073_A12 1 0.000 0.983 1.00 0.00
#> 1772063063_C11 1 0.000 0.983 1.00 0.00
#> 1772062109_B07 1 0.000 0.983 1.00 0.00
#> 1772067058_F03 1 0.000 0.983 1.00 0.00
#> 1772071040_D01 1 0.000 0.983 1.00 0.00
#> 1772063063_G05 1 0.000 0.983 1.00 0.00
#> 1772067069_E07 1 0.000 0.983 1.00 0.00
#> 1772067063_A11 1 0.000 0.983 1.00 0.00
#> 1772071040_F09 1 0.000 0.983 1.00 0.00
#> 1772067063_A07 1 0.000 0.983 1.00 0.00
#> 1772066096_C02 2 0.881 0.606 0.30 0.70
#> 1772066098_E07 1 0.000 0.983 1.00 0.00
#> 1772058148_D04 1 0.000 0.983 1.00 0.00
#> 1772067074_H04 1 0.000 0.983 1.00 0.00
#> 1772058148_E02 1 0.000 0.983 1.00 0.00
#> 1772067073_B09 1 0.000 0.983 1.00 0.00
#> 1772063071_D11 1 0.000 0.983 1.00 0.00
#> 1772071040_E11 1 0.000 0.983 1.00 0.00
#> 1772067074_H09 1 0.000 0.983 1.00 0.00
#> 1772071041_H04 1 0.000 0.983 1.00 0.00
#> 1772067073_F07 1 0.000 0.983 1.00 0.00
#> 1772058148_C04 1 0.000 0.983 1.00 0.00
#> 1772058148_E09 1 0.327 0.924 0.94 0.06
#> 1772067074_H08 1 0.000 0.983 1.00 0.00
#> 1772058148_F12 1 0.000 0.983 1.00 0.00
#> 1772071036_D04 1 0.000 0.983 1.00 0.00
#> 1772067074_F11 1 0.000 0.983 1.00 0.00
#> 1772063064_B04 1 0.000 0.983 1.00 0.00
#> 1772071040_B11 1 0.000 0.983 1.00 0.00
#> 1772063070_E06 1 0.000 0.983 1.00 0.00
#> 1772066102_E06 1 0.000 0.983 1.00 0.00
#> 1772060240_D07 1 0.000 0.983 1.00 0.00
#> 1772067063_B03 1 0.000 0.983 1.00 0.00
#> 1772058148_F05 1 0.000 0.983 1.00 0.00
#> 1772066108_B09 1 0.000 0.983 1.00 0.00
#> 1772066102_C04 1 0.000 0.983 1.00 0.00
#> 1772060224_A05 1 0.000 0.983 1.00 0.00
#> 1772063070_G07 1 0.000 0.983 1.00 0.00
#> 1772066095_B03 1 0.000 0.983 1.00 0.00
#> 1772063065_D10 1 0.000 0.983 1.00 0.00
#> 1772060226_E09 1 0.000 0.983 1.00 0.00
#> 1772062115_F01 1 0.000 0.983 1.00 0.00
#> 1772063065_D08 2 0.584 0.831 0.14 0.86
#> 1772066097_C03 1 0.000 0.983 1.00 0.00
#> 1772058148_F10 1 0.000 0.983 1.00 0.00
#> 1772063065_B12 2 0.881 0.606 0.30 0.70
#> 1772063063_H05 2 0.402 0.891 0.08 0.92
#> 1772067058_D06 1 0.000 0.983 1.00 0.00
#> 1772062109_G06 2 0.529 0.852 0.12 0.88
#> 1772062116_H04 1 0.000 0.983 1.00 0.00
#> 1772063062_G06 1 0.000 0.983 1.00 0.00
#> 1772058177_A05 1 0.000 0.983 1.00 0.00
#> 1772058177_F11 1 0.000 0.983 1.00 0.00
#> 1772063079_A07 1 0.000 0.983 1.00 0.00
#> 1772062116_H07 1 0.000 0.983 1.00 0.00
#> 1772063070_F02 1 0.000 0.983 1.00 0.00
#> 1772060224_C09 1 0.000 0.983 1.00 0.00
#> 1772067073_H05 1 0.000 0.983 1.00 0.00
#> 1772058171_A12 1 0.000 0.983 1.00 0.00
#> 1772067073_H10 1 0.000 0.983 1.00 0.00
#> 1772067074_D07 1 0.000 0.983 1.00 0.00
#> 1772062109_E02 2 0.971 0.387 0.40 0.60
#> 1772060224_F01 1 0.242 0.944 0.96 0.04
#> 1772066099_F09 1 0.000 0.983 1.00 0.00
#> 1772062111_A11 1 0.000 0.983 1.00 0.00
#> 1772058171_A06 1 0.000 0.983 1.00 0.00
#> 1772060224_F04 1 0.000 0.983 1.00 0.00
#> 1772063071_F12 1 0.000 0.983 1.00 0.00
#> 1772062111_A08 1 0.000 0.983 1.00 0.00
#> 1772058177_A08 1 0.000 0.983 1.00 0.00
#> 1772060224_H01 1 0.000 0.983 1.00 0.00
#> 1772066095_A07 1 0.000 0.983 1.00 0.00
#> 1772058177_B01 1 0.000 0.983 1.00 0.00
#> 1772062111_B12 1 0.000 0.983 1.00 0.00
#> 1772063064_A08 1 0.000 0.983 1.00 0.00
#> 1772062115_G08 1 0.000 0.983 1.00 0.00
#> 1772062114_H08 1 0.000 0.983 1.00 0.00
#> 1772063071_G12 1 0.000 0.983 1.00 0.00
#> 1772060225_H04 1 0.000 0.983 1.00 0.00
#> 1772058177_H03 1 0.000 0.983 1.00 0.00
#> 1772063064_F09 2 0.000 0.958 0.00 1.00
#> 1772060224_D12 1 0.000 0.983 1.00 0.00
#> 1772066080_C04 2 0.881 0.606 0.30 0.70
#> 1772063062_B10 1 0.469 0.876 0.90 0.10
#> 1772062128_E01 1 0.000 0.983 1.00 0.00
#> 1772062128_A02 2 0.242 0.927 0.04 0.96
#> 1772062128_C11 1 0.000 0.983 1.00 0.00
#> 1772060240_B11 1 0.000 0.983 1.00 0.00
#> 1772058148_B03 1 0.943 0.423 0.64 0.36
#> 1772062116_C03 1 0.981 0.228 0.58 0.42
#> 1772058177_H04 1 0.000 0.983 1.00 0.00
#> 1772063071_B06 1 0.000 0.983 1.00 0.00
#> 1772067063_E01 1 0.000 0.983 1.00 0.00
#> 1772058171_A01 1 0.000 0.983 1.00 0.00
#> 1772062111_F09 1 0.000 0.983 1.00 0.00
#> 1772066104_A09 2 0.881 0.606 0.30 0.70
#> 1772060240_G06 1 0.000 0.983 1.00 0.00
#> 1772062109_B04 1 0.000 0.983 1.00 0.00
#> 1772063071_B12 1 0.000 0.983 1.00 0.00
#> 1772063071_D02 1 0.000 0.983 1.00 0.00
#> 1772067058_D10 1 0.000 0.983 1.00 0.00
#> 1772067069_H12 1 0.000 0.983 1.00 0.00
#> 1772063062_A05 1 0.000 0.983 1.00 0.00
#> 1772063071_G02 1 0.000 0.983 1.00 0.00
#> 1772066096_E06 2 0.000 0.958 0.00 1.00
#> 1772071014_H04 2 0.000 0.958 0.00 1.00
#> 1772066098_B06 2 0.000 0.958 0.00 1.00
#> 1772071044_C05 2 0.000 0.958 0.00 1.00
#> 1772067058_E08 2 0.000 0.958 0.00 1.00
#> 1772071044_C04 2 0.000 0.958 0.00 1.00
#> 1772067096_A11 2 0.000 0.958 0.00 1.00
#> 1772066098_C02 2 0.000 0.958 0.00 1.00
#> 1772071045_F10 2 0.000 0.958 0.00 1.00
#> 1772066076_C10 2 0.000 0.958 0.00 1.00
#> 1772062109_D11 2 0.000 0.958 0.00 1.00
#> 1772071014_C07 2 0.000 0.958 0.00 1.00
#> 1772067063_E05 2 0.000 0.958 0.00 1.00
#> 1772071014_H07 2 0.000 0.958 0.00 1.00
#> 1772071015_A08 2 0.000 0.958 0.00 1.00
#> 1772067064_A10 2 0.000 0.958 0.00 1.00
#> 1772067069_C11 2 0.000 0.958 0.00 1.00
#> 1772071014_E01 2 0.000 0.958 0.00 1.00
#> 1772062128_D05 2 0.000 0.958 0.00 1.00
#> 1772071014_D07 2 0.000 0.958 0.00 1.00
#> 1772071014_A02 2 0.000 0.958 0.00 1.00
#> 1772063071_H08 2 0.000 0.958 0.00 1.00
#> 1772066102_H01 2 0.000 0.958 0.00 1.00
#> 1772067076_F10 2 0.000 0.958 0.00 1.00
#> 1772058171_F07 2 0.000 0.958 0.00 1.00
#> 1772058171_B03 2 0.000 0.958 0.00 1.00
#> 1772063064_D08 2 0.000 0.958 0.00 1.00
#> 1772071015_A12 2 0.000 0.958 0.00 1.00
#> 1772071015_G05 2 0.000 0.958 0.00 1.00
#> 1772063062_B05 2 0.000 0.958 0.00 1.00
#> 1772063061_F08 2 0.000 0.958 0.00 1.00
#> 1772062128_B12 1 0.000 0.983 1.00 0.00
#> 1772062114_E01 2 0.000 0.958 0.00 1.00
#> 1772066098_C10 2 0.000 0.958 0.00 1.00
#> 1772058171_A08 1 0.925 0.476 0.66 0.34
#> 1772063071_B11 2 0.000 0.958 0.00 1.00
#> 1772062128_E04 2 0.000 0.958 0.00 1.00
#> 1772063071_H07 2 0.000 0.958 0.00 1.00
#> 1772062118_G01 2 0.000 0.958 0.00 1.00
#> 1772063062_D09 2 0.000 0.958 0.00 1.00
#> 1772063068_D06 2 0.000 0.958 0.00 1.00
#> 1772066095_B02 2 0.000 0.958 0.00 1.00
#> 1772063065_E10 2 0.000 0.958 0.00 1.00
#> 1772062115_D08 2 0.000 0.958 0.00 1.00
#> 1772060226_B09 2 0.000 0.958 0.00 1.00
#> 1772066099_H10 2 0.000 0.958 0.00 1.00
#> 1772063071_H02 2 0.000 0.958 0.00 1.00
#> 1772066080_C10 2 0.000 0.958 0.00 1.00
#> 1772066095_C10 2 0.000 0.958 0.00 1.00
#> 1772066098_B12 2 0.000 0.958 0.00 1.00
#> 1772066076_E12 2 0.000 0.958 0.00 1.00
#> 1772067060_G01 2 0.000 0.958 0.00 1.00
#> 1772066098_A01 2 0.000 0.958 0.00 1.00
#> 1772067082_A12 2 0.000 0.958 0.00 1.00
#> 1772066101_G05 2 0.000 0.958 0.00 1.00
#> 1772066098_D07 2 0.000 0.958 0.00 1.00
#> 1772067076_H10 2 0.000 0.958 0.00 1.00
#> 1772067060_D10 2 0.000 0.958 0.00 1.00
#> 1772066080_A11 2 0.000 0.958 0.00 1.00
#> 1772071036_F04 2 0.000 0.958 0.00 1.00
#> 1772062128_F01 2 0.000 0.958 0.00 1.00
#> 1772062118_A08 2 0.000 0.958 0.00 1.00
#> 1772066110_D07 2 0.000 0.958 0.00 1.00
#> 1772062109_A08 2 0.000 0.958 0.00 1.00
#> 1772067057_E02 2 0.000 0.958 0.00 1.00
#> 1772062115_F11 2 0.000 0.958 0.00 1.00
#> 1772062114_D04 2 0.000 0.958 0.00 1.00
#> 1772063077_G09 2 0.000 0.958 0.00 1.00
#> 1772063077_F11 2 0.000 0.958 0.00 1.00
#> 1772060240_B02 2 0.000 0.958 0.00 1.00
#> 1772058148_C01 2 0.000 0.958 0.00 1.00
#> 1772067093_A09 2 0.000 0.958 0.00 1.00
#> 1772060224_G08 2 0.000 0.958 0.00 1.00
#> 1772060240_D05 2 0.000 0.958 0.00 1.00
#> 1772060240_B05 2 0.000 0.958 0.00 1.00
#> 1772071044_C01 2 0.000 0.958 0.00 1.00
#> 1772062109_E04 2 0.000 0.958 0.00 1.00
#> 1772063061_C12 2 0.000 0.958 0.00 1.00
#> 1772063063_F04 2 0.000 0.958 0.00 1.00
#> 1772071045_C02 2 0.000 0.958 0.00 1.00
#> 1772063074_D02 2 0.000 0.958 0.00 1.00
#> 1772062109_E11 2 0.000 0.958 0.00 1.00
#> 1772060240_H12 2 0.000 0.958 0.00 1.00
#> 1772066077_D11 2 0.000 0.958 0.00 1.00
#> 1772062118_G03 2 0.000 0.958 0.00 1.00
#> 1772071041_B08 2 0.000 0.958 0.00 1.00
#> 1772062114_F06 2 0.000 0.958 0.00 1.00
#> 1772067054_G12 2 0.000 0.958 0.00 1.00
#> 1772063062_C11 2 0.000 0.958 0.00 1.00
#> 1772062113_E12 1 0.000 0.983 1.00 0.00
#> 1772067063_G08 2 0.000 0.958 0.00 1.00
#> 1772058148_G05 2 0.000 0.958 0.00 1.00
#> 1772063064_E06 2 0.000 0.958 0.00 1.00
#> 1772058148_C05 2 0.000 0.958 0.00 1.00
#> 1772062128_C04 2 0.000 0.958 0.00 1.00
#> 1772063063_E01 2 0.000 0.958 0.00 1.00
#> 1772060224_E12 2 0.000 0.958 0.00 1.00
#> 1772058148_E08 2 0.000 0.958 0.00 1.00
#> 1772058177_C04 2 0.000 0.958 0.00 1.00
#> 1772063077_B01 2 0.000 0.958 0.00 1.00
#> 1772063077_E12 2 0.000 0.958 0.00 1.00
#> 1772058148_C09 2 0.000 0.958 0.00 1.00
#> 1772063074_C07 2 0.000 0.958 0.00 1.00
#> 1772063063_F12 2 0.000 0.958 0.00 1.00
#> 1772067073_H07 2 0.000 0.958 0.00 1.00
#> 1772067066_C06 2 0.000 0.958 0.00 1.00
#> 1772067073_E04 2 0.000 0.958 0.00 1.00
#> 1772067064_C11 2 0.000 0.958 0.00 1.00
#> 1772067063_E07 2 0.000 0.958 0.00 1.00
#> 1772067063_A06 2 0.000 0.958 0.00 1.00
#> 1772066076_E11 2 0.000 0.958 0.00 1.00
#> 1772071044_H11 2 0.000 0.958 0.00 1.00
#> 1772066102_D01 2 0.000 0.958 0.00 1.00
#> 1772071045_H02 2 0.000 0.958 0.00 1.00
#> 1772058148_G03 2 0.000 0.958 0.00 1.00
#> 1772058148_E06 2 0.000 0.958 0.00 1.00
#> 1772062128_G01 2 0.000 0.958 0.00 1.00
#> 1772058148_F08 2 0.000 0.958 0.00 1.00
#> 1772062111_A04 2 0.000 0.958 0.00 1.00
#> 1772062118_C05 2 0.000 0.958 0.00 1.00
#> 1772063061_D08 2 0.000 0.958 0.00 1.00
#> 1772063062_E03 1 0.469 0.877 0.90 0.10
#> 1772067074_F02 2 0.000 0.958 0.00 1.00
#> 1772060226_C10 2 0.000 0.958 0.00 1.00
#> 1772063078_D03 2 0.000 0.958 0.00 1.00
#> 1772060225_C06 2 0.000 0.958 0.00 1.00
#> 1772066101_B02 2 0.000 0.958 0.00 1.00
#> 1772062109_G12 2 0.000 0.958 0.00 1.00
#> 1772067094_B04 2 0.000 0.958 0.00 1.00
#> 1772066080_C03 2 0.000 0.958 0.00 1.00
#> 1772063078_G04 2 0.000 0.958 0.00 1.00
#> 1772062128_E07 2 0.000 0.958 0.00 1.00
#> 1772063070_B07 2 0.000 0.958 0.00 1.00
#> 1772067059_C05 2 0.000 0.958 0.00 1.00
#> 1772066100_B04 2 0.000 0.958 0.00 1.00
#> 1772060226_H05 2 0.000 0.958 0.00 1.00
#> 1772058148_B11 2 0.000 0.958 0.00 1.00
#> 1772066110_H07 1 0.000 0.983 1.00 0.00
#> 1772067058_B03 2 0.000 0.958 0.00 1.00
#> 1772062128_E08 2 0.000 0.958 0.00 1.00
#> 1772060240_H06 2 0.000 0.958 0.00 1.00
#> 1772071035_H05 2 0.000 0.958 0.00 1.00
#> 1772066098_F09 2 0.000 0.958 0.00 1.00
#> 1772063077_D01 2 0.000 0.958 0.00 1.00
#> 1772066090_G01 2 0.000 0.958 0.00 1.00
#> 1772067093_E09 2 0.000 0.958 0.00 1.00
#> 1772067057_F12 2 0.000 0.958 0.00 1.00
#> 1772067076_E06 2 0.000 0.958 0.00 1.00
#> 1772067059_E10 2 0.000 0.958 0.00 1.00
#> 1772067094_G10 2 0.000 0.958 0.00 1.00
#> 1772066096_C12 2 0.881 0.584 0.30 0.70
#> 1772066102_C03 2 0.680 0.776 0.18 0.82
#> 1772066101_B07 2 0.000 0.958 0.00 1.00
#> 1772066110_F06 2 0.000 0.958 0.00 1.00
#> 1772058148_B12 2 0.958 0.409 0.38 0.62
#> 1772063065_A11 2 0.000 0.958 0.00 1.00
#> 1772058148_D11 2 0.000 0.958 0.00 1.00
#> 1772058148_C07 2 0.000 0.958 0.00 1.00
#> 1772058148_B02 2 0.000 0.958 0.00 1.00
#> 1772063079_E03 1 0.000 0.983 1.00 0.00
#> 1772058177_B08 1 0.000 0.983 1.00 0.00
#> 1772066110_A07 2 0.722 0.759 0.20 0.80
#> 1772063078_E07 1 0.000 0.983 1.00 0.00
#> 1772058177_B10 1 0.000 0.983 1.00 0.00
#> 1772060240_C12 1 0.141 0.964 0.98 0.02
#> 1772067073_A03 1 0.000 0.983 1.00 0.00
#> 1772067069_E08 1 0.000 0.983 1.00 0.00
#> 1772058148_D03 2 0.000 0.958 0.00 1.00
#> 1772058148_D10 1 0.000 0.983 1.00 0.00
#> 1772067060_B11 2 0.904 0.570 0.32 0.68
#> 1772063062_D11 1 0.000 0.983 1.00 0.00
#> 1772058148_F01 1 0.000 0.983 1.00 0.00
#> 1772063062_D04 2 0.943 0.485 0.36 0.64
#> 1772058177_G01 1 0.000 0.983 1.00 0.00
#> 1772062111_B09 1 0.990 0.169 0.56 0.44
#> 1772066076_C02 1 0.000 0.983 1.00 0.00
#> 1772062113_E06 1 0.000 0.983 1.00 0.00
#> 1772066080_B09 1 0.000 0.983 1.00 0.00
#> 1772063061_C07 1 0.000 0.983 1.00 0.00
#> 1772062111_D02 1 0.469 0.876 0.90 0.10
#> 1772063077_A05 1 0.000 0.983 1.00 0.00
#> 1772063079_F03 1 0.000 0.983 1.00 0.00
#> 1772063077_B05 1 0.000 0.983 1.00 0.00
#> 1772058171_E08 1 0.000 0.983 1.00 0.00
#> 1772062113_H10 1 0.000 0.983 1.00 0.00
#> 1772067074_G05 1 0.000 0.983 1.00 0.00
#> 1772066076_C01 1 0.000 0.983 1.00 0.00
#> 1772066080_E09 1 0.584 0.824 0.86 0.14
#> 1772067057_E04 2 0.680 0.784 0.18 0.82
#> 1772066080_D11 1 0.000 0.983 1.00 0.00
#> 1772067074_C09 1 0.000 0.983 1.00 0.00
#> 1772063077_B06 1 0.327 0.923 0.94 0.06
#> 1772066076_H04 1 0.000 0.983 1.00 0.00
#> 1772062116_E06 2 0.999 0.140 0.48 0.52
#> 1772067064_D03 2 0.680 0.784 0.18 0.82
#> 1772063063_G07 2 0.141 0.943 0.02 0.98
#> 1772067063_E08 2 0.760 0.732 0.22 0.78
#> 1772058148_G02 1 0.000 0.983 1.00 0.00
#> 1772063074_F11 2 0.000 0.958 0.00 1.00
#> 1772063074_C04 1 0.000 0.983 1.00 0.00
#> 1772062111_E09 2 0.000 0.958 0.00 1.00
#> 1772062111_F01 1 0.000 0.983 1.00 0.00
#> 1772063074_H03 2 0.141 0.943 0.02 0.98
#> 1772058148_D02 2 0.000 0.958 0.00 1.00
#> 1772063078_G10 2 0.881 0.608 0.30 0.70
#> 1772066110_D12 2 0.000 0.958 0.00 1.00
#> 1772071017_A07 2 0.000 0.958 0.00 1.00
#> 1772063061_D09 2 0.141 0.943 0.02 0.98
#> 1772067059_B04 1 0.000 0.983 1.00 0.00
#> 1772066097_D04 1 0.000 0.983 1.00 0.00
#> 1772063068_D01 2 0.827 0.673 0.26 0.74
#> 1772066098_A12 2 0.000 0.958 0.00 1.00
#> 1772058148_F03 1 0.000 0.983 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> 1772067083_B11 3 0.0000 0.986 0.00 0.00 1.00
#> 1772067070_D08 2 0.0000 0.987 0.00 1.00 0.00
#> 1772067070_A05 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066095_B05 1 0.4796 0.714 0.78 0.22 0.00
#> 1772066108_A08 2 0.4291 0.776 0.00 0.82 0.18
#> 1772062109_B08 2 0.5835 0.491 0.34 0.66 0.00
#> 1772060225_A07 2 0.4796 0.720 0.22 0.78 0.00
#> 1772067074_A01 2 0.2959 0.875 0.10 0.90 0.00
#> 1772062128_H08 1 0.6244 0.204 0.56 0.44 0.00
#> 1772063061_E07 2 0.0000 0.987 0.00 1.00 0.00
#> 1772062128_G02 3 0.0892 0.968 0.00 0.02 0.98
#> 1772058177_F03 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058171_F04 1 0.0000 0.993 1.00 0.00 0.00
#> 1772060226_D02 3 0.0000 0.986 0.00 0.00 1.00
#> 1772062109_F11 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066090_E08 3 0.0000 0.986 0.00 0.00 1.00
#> 1772067057_G11 3 0.0000 0.986 0.00 0.00 1.00
#> 1772058148_F06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_A09 3 0.0000 0.986 0.00 0.00 1.00
#> 1772058177_A07 1 0.0000 0.993 1.00 0.00 0.00
#> 1772060225_E03 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_D10 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_D11 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062109_D01 3 0.0000 0.986 0.00 0.00 1.00
#> 1772058177_C03 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062109_E05 2 0.0000 0.987 0.00 1.00 0.00
#> 1772062128_F05 1 0.0000 0.993 1.00 0.00 0.00
#> 1772067070_C04 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066095_B12 3 0.0000 0.986 0.00 0.00 1.00
#> 1772058148_E12 2 0.0000 0.987 0.00 1.00 0.00
#> 1772058148_D12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058148_A05 1 0.0000 0.993 1.00 0.00 0.00
#> 1772066104_B07 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062111_G10 1 0.0000 0.993 1.00 0.00 0.00
#> 1772060240_H11 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066096_G06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_A12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062128_C02 1 0.0000 0.993 1.00 0.00 0.00
#> 1772066095_G07 3 0.0000 0.986 0.00 0.00 1.00
#> 1772058171_C05 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062128_A07 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_E01 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_B11 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_F07 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_G04 2 0.0892 0.966 0.02 0.98 0.00
#> 1772063074_B03 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058171_F11 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062113_A11 3 0.0000 0.986 0.00 0.00 1.00
#> 1772062111_H06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063061_F10 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062116_D02 3 0.1529 0.948 0.04 0.00 0.96
#> 1772062115_A07 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062115_C02 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062109_E12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062109_D06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062118_F04 3 0.5216 0.656 0.26 0.00 0.74
#> 1772063078_G02 3 0.0000 0.986 0.00 0.00 1.00
#> 1772062118_A11 1 0.0000 0.993 1.00 0.00 0.00
#> 1772060224_F07 3 0.0000 0.986 0.00 0.00 1.00
#> 1772063077_F06 3 0.0000 0.986 0.00 0.00 1.00
#> 1772062111_A05 1 0.0000 0.993 1.00 0.00 0.00
#> 1772060224_B12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772066076_A07 1 0.0000 0.993 1.00 0.00 0.00
#> 1772067064_D12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772060240_F05 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063077_E03 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063074_F08 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_F04 1 0.0000 0.993 1.00 0.00 0.00
#> 1772067074_D04 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066080_F07 3 0.0000 0.986 0.00 0.00 1.00
#> 1772062111_G06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062109_D12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062109_A06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062113_E05 3 0.0000 0.986 0.00 0.00 1.00
#> 1772062111_F12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063074_H12 3 0.0000 0.986 0.00 0.00 1.00
#> 1772067064_B09 1 0.0000 0.993 1.00 0.00 0.00
#> 1772067057_B09 3 0.0000 0.986 0.00 0.00 1.00
#> 1772060224_H07 3 0.0000 0.986 0.00 0.00 1.00
#> 1772067094_C07 1 0.0000 0.993 1.00 0.00 0.00
#> 1772067070_C02 3 0.0000 0.986 0.00 0.00 1.00
#> 1772067096_G06 2 0.0000 0.987 0.00 1.00 0.00
#> 1772062116_G09 3 0.0000 0.986 0.00 0.00 1.00
#> 1772067058_C04 3 0.0000 0.986 0.00 0.00 1.00
#> 1772063077_D08 1 0.0000 0.993 1.00 0.00 0.00
#> 1772060226_H12 3 0.1529 0.947 0.04 0.00 0.96
#> 1772066090_B06 3 0.0000 0.986 0.00 0.00 1.00
#> 1772062118_F03 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063062_D07 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062128_H04 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062118_E06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772071044_B03 3 0.2959 0.884 0.10 0.00 0.90
#> 1772060225_F05 1 0.0000 0.993 1.00 0.00 0.00
#> 1772060226_F12 3 0.0000 0.986 0.00 0.00 1.00
#> 1772062115_H11 1 0.2066 0.930 0.94 0.06 0.00
#> 1772062109_C05 1 0.1529 0.952 0.96 0.04 0.00
#> 1772058177_E03 1 0.0000 0.993 1.00 0.00 0.00
#> 1772060224_B07 1 0.0000 0.993 1.00 0.00 0.00
#> 1772060226_H02 3 0.0000 0.986 0.00 0.00 1.00
#> 1772062118_D09 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062118_F11 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062111_D12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062128_B03 1 0.0000 0.993 1.00 0.00 0.00
#> 1772066090_D03 3 0.0000 0.986 0.00 0.00 1.00
#> 1772063071_E02 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063064_A11 1 0.0000 0.993 1.00 0.00 0.00
#> 1772060224_B09 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063078_H11 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063071_D01 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063064_B05 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062111_E02 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063062_H12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_C08 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058148_A07 1 0.0000 0.993 1.00 0.00 0.00
#> 1772060240_A03 3 0.0000 0.986 0.00 0.00 1.00
#> 1772067070_H08 3 0.0000 0.986 0.00 0.00 1.00
#> 1772063079_C02 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063071_A01 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063079_A09 1 0.0000 0.993 1.00 0.00 0.00
#> 1772067070_C05 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063079_A11 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062128_G09 1 0.0000 0.993 1.00 0.00 0.00
#> 1772071044_B01 3 0.0000 0.986 0.00 0.00 1.00
#> 1772071036_E10 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063063_B01 3 0.0000 0.986 0.00 0.00 1.00
#> 1772058171_E12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058148_H05 1 0.0000 0.993 1.00 0.00 0.00
#> 1772066103_B12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_G06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_H06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_H02 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_D01 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058171_E11 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_F10 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058171_G09 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058171_G07 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_F12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_G12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058171_F01 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058171_H05 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058171_G05 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062128_D06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063079_B05 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062109_H08 3 0.0000 0.986 0.00 0.00 1.00
#> 1772062109_D05 3 0.0000 0.986 0.00 0.00 1.00
#> 1772062111_D07 3 0.0000 0.986 0.00 0.00 1.00
#> 1772063077_D11 1 0.0000 0.993 1.00 0.00 0.00
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#> 1772063079_F03 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063077_B05 3 0.0000 0.986 0.00 0.00 1.00
#> 1772058171_E08 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062113_H10 3 0.0000 0.986 0.00 0.00 1.00
#> 1772067074_G05 1 0.0000 0.993 1.00 0.00 0.00
#> 1772066076_C01 1 0.0000 0.993 1.00 0.00 0.00
#> 1772066080_E09 3 0.0000 0.986 0.00 0.00 1.00
#> 1772067057_E04 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066080_D11 1 0.0000 0.993 1.00 0.00 0.00
#> 1772067074_C09 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063077_B06 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066076_H04 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062116_E06 3 0.0000 0.986 0.00 0.00 1.00
#> 1772067064_D03 3 0.0000 0.986 0.00 0.00 1.00
#> 1772063063_G07 3 0.0000 0.986 0.00 0.00 1.00
#> 1772067063_E08 3 0.0000 0.986 0.00 0.00 1.00
#> 1772058148_G02 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063074_F11 2 0.0000 0.987 0.00 1.00 0.00
#> 1772063074_C04 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062111_E09 3 0.0000 0.986 0.00 0.00 1.00
#> 1772062111_F01 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063074_H03 3 0.0000 0.986 0.00 0.00 1.00
#> 1772058148_D02 2 0.0000 0.987 0.00 1.00 0.00
#> 1772063078_G10 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066110_D12 3 0.0000 0.986 0.00 0.00 1.00
#> 1772071017_A07 3 0.0000 0.986 0.00 0.00 1.00
#> 1772063061_D09 3 0.0000 0.986 0.00 0.00 1.00
#> 1772067059_B04 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066097_D04 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063068_D01 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066098_A12 2 0.0000 0.987 0.00 1.00 0.00
#> 1772058148_F03 1 0.0000 0.993 1.00 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> 1772067083_B11 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067070_D08 4 0.3801 0.699 0.00 0.22 0.00 0.78
#> 1772067070_A05 4 0.3172 0.753 0.00 0.00 0.16 0.84
#> 1772066095_B05 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772066108_A08 4 0.7220 0.158 0.00 0.42 0.14 0.44
#> 1772062109_B08 4 0.0707 0.879 0.00 0.02 0.00 0.98
#> 1772060225_A07 4 0.2647 0.803 0.00 0.12 0.00 0.88
#> 1772067074_A01 4 0.2921 0.785 0.00 0.14 0.00 0.86
#> 1772062128_H08 4 0.2647 0.803 0.00 0.12 0.00 0.88
#> 1772063061_E07 4 0.4406 0.575 0.00 0.30 0.00 0.70
#> 1772062128_G02 3 0.3801 0.699 0.00 0.00 0.78 0.22
#> 1772058177_F03 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058171_F04 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772060226_D02 3 0.4522 0.548 0.00 0.00 0.68 0.32
#> 1772062109_F11 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772066090_E08 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067057_G11 3 0.4855 0.369 0.00 0.00 0.60 0.40
#> 1772058148_F06 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772058177_A09 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772058177_A07 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772060225_E03 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058177_D10 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772058177_D11 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772062109_D01 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772058177_C03 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772062109_E05 2 0.3400 0.777 0.00 0.82 0.00 0.18
#> 1772062128_F05 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772067070_C04 4 0.3400 0.727 0.00 0.00 0.18 0.82
#> 1772066095_B12 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772058148_E12 2 0.3801 0.714 0.00 0.78 0.00 0.22
#> 1772058148_D12 1 0.4624 0.481 0.66 0.00 0.00 0.34
#> 1772058148_A05 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772066104_B07 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772062111_G10 1 0.3975 0.662 0.76 0.00 0.00 0.24
#> 1772060240_H11 3 0.4855 0.370 0.00 0.00 0.60 0.40
#> 1772066096_G06 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772058177_A12 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772062128_C02 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772066095_G07 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772058171_C05 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772062128_A07 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772058177_E01 1 0.4406 0.559 0.70 0.00 0.00 0.30
#> 1772058177_B11 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772058177_F07 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772058177_G04 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772063074_B03 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772058171_F11 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772062113_A11 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772062111_H06 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772063061_F10 1 0.3975 0.670 0.76 0.00 0.00 0.24
#> 1772062116_D02 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772062115_A07 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772062115_C02 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772062109_E12 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772062109_D06 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772062118_F04 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772063078_G02 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772062118_A11 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772060224_F07 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772063077_F06 3 0.6477 0.456 0.00 0.10 0.60 0.30
#> 1772062111_A05 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772060224_B12 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772066076_A07 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772067064_D12 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772060240_F05 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772063077_E03 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772063074_F08 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772058177_F04 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772067074_D04 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772066080_F07 4 0.4855 0.267 0.00 0.00 0.40 0.60
#> 1772062111_G06 4 0.4948 0.201 0.44 0.00 0.00 0.56
#> 1772062109_D12 4 0.4277 0.591 0.28 0.00 0.00 0.72
#> 1772062109_A06 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772062113_E05 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772062111_F12 1 0.4406 0.559 0.70 0.00 0.00 0.30
#> 1772063074_H12 4 0.2345 0.807 0.00 0.00 0.10 0.90
#> 1772067064_B09 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772067057_B09 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772060224_H07 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067094_C07 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772067070_C02 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772067096_G06 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772062116_G09 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772067058_C04 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772063077_D08 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772060226_H12 4 0.5173 0.450 0.02 0.00 0.32 0.66
#> 1772066090_B06 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772062118_F03 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772063062_D07 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772062128_H04 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772062118_E06 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772071044_B03 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772060225_F05 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772060226_F12 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772062115_H11 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772062109_C05 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772058177_E03 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772060224_B07 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772060226_H02 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772062118_D09 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772062118_F11 1 0.4406 0.559 0.70 0.00 0.00 0.30
#> 1772062111_D12 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772062128_B03 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772066090_D03 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772063071_E02 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063064_A11 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772060224_B09 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063078_H11 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063071_D01 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063064_B05 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772062111_E02 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063062_H12 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058177_C08 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058148_A07 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772060240_A03 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067070_H08 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772063079_C02 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063071_A01 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063079_A09 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772067070_C05 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063079_A11 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772062128_G09 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772071044_B01 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772071036_E10 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063063_B01 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772058171_E12 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058148_H05 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772066103_B12 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058177_G06 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058177_H06 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058177_H02 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058177_D01 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058171_E11 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058177_F10 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058171_G09 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058171_G07 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058177_F12 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058177_G12 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058171_F01 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058171_H05 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058171_G05 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772062128_D06 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063079_B05 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772062109_H08 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772062109_D05 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772062111_D07 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772063077_D11 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772062113_H07 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772062111_G12 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063079_C11 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063079_H12 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772060224_E05 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063070_F11 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772062111_H12 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063070_B04 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063064_E04 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058177_G07 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772062113_C01 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067073_A12 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772063063_C11 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772062109_B07 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772067058_F03 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772071040_D01 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063063_G05 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067069_E07 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772067063_A11 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772071040_F09 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772067063_A07 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066096_C02 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066098_E07 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058148_D04 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772067074_H04 1 0.1211 0.933 0.96 0.00 0.04 0.00
#> 1772058148_E02 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772067073_B09 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063071_D11 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772071040_E11 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772067074_H09 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772071041_H04 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772067073_F07 3 0.3400 0.748 0.18 0.00 0.82 0.00
#> 1772058148_C04 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058148_E09 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772067074_H08 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058148_F12 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772071036_D04 1 0.2647 0.843 0.88 0.00 0.12 0.00
#> 1772067074_F11 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063064_B04 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772071040_B11 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063070_E06 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772066102_E06 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772060240_D07 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772067063_B03 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058148_F05 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772066108_B09 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066102_C04 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772060224_A05 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063070_G07 3 0.0707 0.949 0.02 0.00 0.98 0.00
#> 1772066095_B03 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063065_D10 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772060226_E09 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772062115_F01 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063065_D08 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066097_C03 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772058148_F10 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063065_B12 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772063063_H05 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067058_D06 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772062109_G06 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772062116_H04 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772063062_G06 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058177_A05 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058177_F11 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063079_A07 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772062116_H07 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772063070_F02 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772060224_C09 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772067073_H05 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058171_A12 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772067073_H10 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772067074_D07 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772062109_E02 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772060224_F01 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066099_F09 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772062111_A11 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772058171_A06 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772060224_F04 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063071_F12 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772062111_A08 1 0.3801 0.714 0.78 0.00 0.22 0.00
#> 1772058177_A08 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772060224_H01 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772066095_A07 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058177_B01 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772062111_B12 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063064_A08 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772062115_G08 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772062114_H08 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063071_G12 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772060225_H04 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058177_H03 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063064_F09 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772060224_D12 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772066080_C04 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772063062_B10 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772062128_E01 1 0.4406 0.526 0.70 0.00 0.00 0.30
#> 1772062128_A02 3 0.7610 0.137 0.00 0.22 0.46 0.32
#> 1772062128_C11 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772060240_B11 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772058148_B03 1 0.3198 0.847 0.88 0.08 0.00 0.04
#> 1772062116_C03 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772058177_H04 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063071_B06 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772067063_E01 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058171_A01 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772062111_F09 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772066104_A09 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772060240_G06 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772062109_B04 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063071_B12 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063071_D02 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772067058_D10 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772067069_H12 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063062_A05 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063071_G02 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772066096_E06 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772071014_H04 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066098_B06 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772071044_C05 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772067058_E08 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772071044_C04 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772067096_A11 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066098_C02 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772071045_F10 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066076_C10 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772062109_D11 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772071014_C07 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772067063_E05 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772071014_H07 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772071015_A08 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772067064_A10 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772067069_C11 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772071014_E01 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772062128_D05 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772071014_D07 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772071014_A02 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063071_H08 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066102_H01 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772067076_F10 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772058171_F07 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772058171_B03 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063064_D08 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772071015_A12 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772071015_G05 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063062_B05 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063061_F08 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772062128_B12 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772062114_E01 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066098_C10 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772058171_A08 1 0.3975 0.658 0.76 0.24 0.00 0.00
#> 1772063071_B11 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772062128_E04 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063071_H07 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772062118_G01 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063062_D09 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772063068_D06 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066095_B02 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063065_E10 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772062115_D08 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772060226_B09 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066099_H10 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063071_H02 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066080_C10 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066095_C10 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066098_B12 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066076_E12 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772067060_G01 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066098_A01 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772067082_A12 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066101_G05 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066098_D07 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772067076_H10 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772067060_D10 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066080_A11 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772071036_F04 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772062128_F01 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772062118_A08 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066110_D07 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772062109_A08 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772067057_E02 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772062115_F11 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772062114_D04 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063077_G09 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063077_F11 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772060240_B02 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772058148_C01 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772067093_A09 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772060224_G08 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772060240_D05 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772060240_B05 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772071044_C01 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772062109_E04 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063061_C12 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063063_F04 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772071045_C02 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063074_D02 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772062109_E11 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772060240_H12 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066077_D11 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772062118_G03 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772071041_B08 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772062114_F06 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772067054_G12 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063062_C11 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772062113_E12 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772067063_G08 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772058148_G05 2 0.2011 0.896 0.08 0.92 0.00 0.00
#> 1772063064_E06 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772058148_C05 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772062128_C04 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063063_E01 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772060224_E12 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772058148_E08 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772058177_C04 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063077_B01 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772063077_E12 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772058148_C09 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063074_C07 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063063_F12 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772067073_H07 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772067066_C06 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772067073_E04 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772067064_C11 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772067063_E07 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772067063_A06 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066076_E11 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772071044_H11 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066102_D01 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772071045_H02 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772058148_G03 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772058148_E06 2 0.1637 0.922 0.06 0.94 0.00 0.00
#> 1772062128_G01 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772058148_F08 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772062111_A04 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772062118_C05 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063061_D08 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063062_E03 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772067074_F02 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772060226_C10 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063078_D03 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772060225_C06 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066101_B02 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772062109_G12 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772067094_B04 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066080_C03 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772063078_G04 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772062128_E07 3 0.0707 0.949 0.00 0.02 0.98 0.00
#> 1772063070_B07 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067059_C05 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066100_B04 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772060226_H05 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772058148_B11 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066110_H07 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772067058_B03 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772062128_E08 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772060240_H06 2 0.0707 0.971 0.00 0.98 0.02 0.00
#> 1772071035_H05 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772066098_F09 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063077_D01 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066090_G01 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067093_E09 2 0.1637 0.928 0.00 0.94 0.00 0.06
#> 1772067057_F12 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067076_E06 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772067059_E10 2 0.2345 0.880 0.00 0.90 0.00 0.10
#> 1772067094_G10 2 0.0707 0.971 0.00 0.98 0.02 0.00
#> 1772066096_C12 4 0.4134 0.641 0.00 0.26 0.00 0.74
#> 1772066102_C03 4 0.4907 0.307 0.00 0.42 0.00 0.58
#> 1772066101_B07 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066110_F06 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772058148_B12 2 0.6212 0.218 0.06 0.56 0.00 0.38
#> 1772063065_A11 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772058148_D11 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772058148_C07 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772058148_B02 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063079_E03 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772058177_B08 4 0.4406 0.617 0.30 0.00 0.00 0.70
#> 1772066110_A07 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772063078_E07 4 0.4624 0.544 0.34 0.00 0.00 0.66
#> 1772058177_B10 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772060240_C12 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067073_A03 4 0.4406 0.617 0.30 0.00 0.00 0.70
#> 1772067069_E08 4 0.4406 0.617 0.30 0.00 0.00 0.70
#> 1772058148_D03 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772058148_D10 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772067060_B11 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772063062_D11 4 0.4406 0.617 0.30 0.00 0.00 0.70
#> 1772058148_F01 4 0.4406 0.617 0.30 0.00 0.00 0.70
#> 1772063062_D04 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772058177_G01 1 0.4855 0.254 0.60 0.00 0.00 0.40
#> 1772062111_B09 3 0.3975 0.665 0.00 0.00 0.76 0.24
#> 1772066076_C02 4 0.4406 0.617 0.30 0.00 0.00 0.70
#> 1772062113_E06 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772066080_B09 4 0.0000 0.892 0.00 0.00 0.00 1.00
#> 1772063061_C07 4 0.4406 0.617 0.30 0.00 0.00 0.70
#> 1772062111_D02 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772063077_A05 4 0.4406 0.617 0.30 0.00 0.00 0.70
#> 1772063079_F03 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063077_B05 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772058171_E08 4 0.4406 0.617 0.30 0.00 0.00 0.70
#> 1772062113_H10 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067074_G05 4 0.4406 0.617 0.30 0.00 0.00 0.70
#> 1772066076_C01 4 0.4406 0.617 0.30 0.00 0.00 0.70
#> 1772066080_E09 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067057_E04 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066080_D11 1 0.4713 0.435 0.64 0.00 0.00 0.36
#> 1772067074_C09 4 0.4406 0.617 0.30 0.00 0.00 0.70
#> 1772063077_B06 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066076_H04 4 0.4406 0.617 0.30 0.00 0.00 0.70
#> 1772062116_E06 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067064_D03 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772063063_G07 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067063_E08 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772058148_G02 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063074_F11 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063074_C04 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772062111_E09 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772062111_F01 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063074_H03 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772058148_D02 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772063078_G10 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066110_D12 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772071017_A07 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772063061_D09 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067059_B04 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066097_D04 1 0.0000 0.973 1.00 0.00 0.00 0.00
#> 1772063068_D01 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066098_A12 2 0.0000 0.991 0.00 1.00 0.00 0.00
#> 1772058148_F03 1 0.0000 0.973 1.00 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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 464 1.04e-61 1.10e-55 2
#> ATC:skmeans 470 1.30e-70 3.25e-56 3
#> ATC:skmeans 462 2.58e-113 1.01e-101 4
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: Node011. Child nodes: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01121-leaf , Node01122-leaf , Node01131-leaf , Node01132-leaf , Node01133-leaf , Node01134-leaf , Node01221 , Node01222 , Node02111-leaf , Node02112-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02211-leaf , Node02212-leaf , Node02213-leaf , Node02221-leaf , Node02222-leaf , Node02223-leaf , Node02224-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02421-leaf , Node02422-leaf , Node02423-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0111"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 8147 rows and 205 columns.
#> Top rows (815) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 0.982 0.990 0.467 0.534 0.534
#> 3 3 1.000 0.966 0.986 0.414 0.684 0.468
#> 4 4 0.937 0.916 0.966 0.116 0.878 0.663
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
#> 1772066095_B05 2 0.000 0.989 0.00 1.00
#> 1772062128_H08 2 0.000 0.989 0.00 1.00
#> 1772058177_F03 1 0.141 0.980 0.98 0.02
#> 1772058171_F04 2 0.000 0.989 0.00 1.00
#> 1772058148_F06 2 0.000 0.989 0.00 1.00
#> 1772058177_A07 1 0.141 0.975 0.98 0.02
#> 1772060225_E03 2 0.680 0.795 0.18 0.82
#> 1772058177_D10 2 0.000 0.989 0.00 1.00
#> 1772058177_D11 2 0.000 0.989 0.00 1.00
#> 1772058177_C03 2 0.000 0.989 0.00 1.00
#> 1772062128_F05 2 0.000 0.989 0.00 1.00
#> 1772058148_D12 2 0.000 0.989 0.00 1.00
#> 1772058148_A05 2 0.000 0.989 0.00 1.00
#> 1772066104_B07 2 0.000 0.989 0.00 1.00
#> 1772062111_G10 2 0.000 0.989 0.00 1.00
#> 1772066096_G06 2 0.000 0.989 0.00 1.00
#> 1772058177_A12 2 0.000 0.989 0.00 1.00
#> 1772062128_C02 2 0.000 0.989 0.00 1.00
#> 1772058171_C05 2 0.000 0.989 0.00 1.00
#> 1772062128_A07 2 0.000 0.989 0.00 1.00
#> 1772058177_E01 2 0.141 0.976 0.02 0.98
#> 1772058177_B11 2 0.000 0.989 0.00 1.00
#> 1772058177_F07 2 0.000 0.989 0.00 1.00
#> 1772063074_B03 2 0.000 0.989 0.00 1.00
#> 1772058171_F11 2 0.000 0.989 0.00 1.00
#> 1772062111_H06 2 0.000 0.989 0.00 1.00
#> 1772063061_F10 2 0.000 0.989 0.00 1.00
#> 1772062115_A07 2 0.000 0.989 0.00 1.00
#> 1772062115_C02 2 0.000 0.989 0.00 1.00
#> 1772062109_E12 2 0.000 0.989 0.00 1.00
#> 1772062109_D06 2 0.000 0.989 0.00 1.00
#> 1772062118_A11 2 0.000 0.989 0.00 1.00
#> 1772062111_A05 2 0.000 0.989 0.00 1.00
#> 1772060224_B12 2 0.000 0.989 0.00 1.00
#> 1772066076_A07 2 0.000 0.989 0.00 1.00
#> 1772067064_D12 2 0.000 0.989 0.00 1.00
#> 1772060240_F05 2 0.000 0.989 0.00 1.00
#> 1772063077_E03 2 0.000 0.989 0.00 1.00
#> 1772063074_F08 2 0.000 0.989 0.00 1.00
#> 1772058177_F04 2 0.000 0.989 0.00 1.00
#> 1772062111_G06 2 0.141 0.976 0.02 0.98
#> 1772062109_D12 2 0.000 0.989 0.00 1.00
#> 1772062109_A06 2 0.680 0.795 0.18 0.82
#> 1772062111_F12 2 0.141 0.976 0.02 0.98
#> 1772067064_B09 2 0.000 0.989 0.00 1.00
#> 1772067094_C07 2 0.000 0.989 0.00 1.00
#> 1772063077_D08 2 0.000 0.989 0.00 1.00
#> 1772062118_F03 2 0.000 0.989 0.00 1.00
#> 1772063062_D07 2 0.000 0.989 0.00 1.00
#> 1772062128_H04 2 0.000 0.989 0.00 1.00
#> 1772062118_E06 2 0.000 0.989 0.00 1.00
#> 1772060225_F05 2 0.000 0.989 0.00 1.00
#> 1772062115_H11 2 0.000 0.989 0.00 1.00
#> 1772062109_C05 2 0.000 0.989 0.00 1.00
#> 1772058177_E03 2 0.000 0.989 0.00 1.00
#> 1772060224_B07 2 0.000 0.989 0.00 1.00
#> 1772062118_D09 2 0.000 0.989 0.00 1.00
#> 1772062118_F11 2 0.141 0.976 0.02 0.98
#> 1772062111_D12 2 0.000 0.989 0.00 1.00
#> 1772062128_B03 2 0.000 0.989 0.00 1.00
#> 1772063071_E02 1 0.000 0.990 1.00 0.00
#> 1772063064_A11 1 0.000 0.990 1.00 0.00
#> 1772060224_B09 1 0.000 0.990 1.00 0.00
#> 1772063078_H11 1 0.000 0.990 1.00 0.00
#> 1772063071_D01 1 0.141 0.980 0.98 0.02
#> 1772063064_B05 1 0.000 0.990 1.00 0.00
#> 1772062111_E02 1 0.000 0.990 1.00 0.00
#> 1772063062_H12 1 0.141 0.980 0.98 0.02
#> 1772058177_C08 1 0.000 0.990 1.00 0.00
#> 1772058148_A07 1 0.000 0.990 1.00 0.00
#> 1772063079_C02 1 0.242 0.963 0.96 0.04
#> 1772063071_A01 1 0.141 0.980 0.98 0.02
#> 1772063079_A09 1 0.000 0.990 1.00 0.00
#> 1772067070_C05 1 0.000 0.990 1.00 0.00
#> 1772063079_A11 1 0.000 0.990 1.00 0.00
#> 1772062128_G09 1 0.000 0.990 1.00 0.00
#> 1772071036_E10 1 0.000 0.990 1.00 0.00
#> 1772058171_E12 1 0.141 0.980 0.98 0.02
#> 1772058148_H05 1 0.000 0.990 1.00 0.00
#> 1772066103_B12 1 0.000 0.990 1.00 0.00
#> 1772058177_G06 1 0.000 0.990 1.00 0.00
#> 1772058177_H06 1 0.000 0.990 1.00 0.00
#> 1772058177_H02 1 0.000 0.990 1.00 0.00
#> 1772058177_D01 1 0.000 0.990 1.00 0.00
#> 1772058171_E11 1 0.000 0.990 1.00 0.00
#> 1772058177_F10 1 0.000 0.990 1.00 0.00
#> 1772058171_G09 1 0.000 0.990 1.00 0.00
#> 1772058171_G07 1 0.000 0.990 1.00 0.00
#> 1772058177_F12 1 0.000 0.990 1.00 0.00
#> 1772058177_G12 1 0.000 0.990 1.00 0.00
#> 1772058171_F01 1 0.000 0.990 1.00 0.00
#> 1772058171_H05 1 0.000 0.990 1.00 0.00
#> 1772058171_G05 1 0.141 0.980 0.98 0.02
#> 1772062128_D06 1 0.141 0.980 0.98 0.02
#> 1772063079_B05 1 0.000 0.990 1.00 0.00
#> 1772063077_D11 1 0.000 0.990 1.00 0.00
#> 1772062113_H07 1 0.000 0.990 1.00 0.00
#> 1772062111_G12 1 0.141 0.980 0.98 0.02
#> 1772063079_C11 1 0.000 0.990 1.00 0.00
#> 1772063079_H12 1 0.000 0.990 1.00 0.00
#> 1772060224_E05 1 0.000 0.990 1.00 0.00
#> 1772063070_F11 1 0.000 0.990 1.00 0.00
#> 1772062111_H12 1 0.000 0.990 1.00 0.00
#> 1772063070_B04 1 0.000 0.990 1.00 0.00
#> 1772063064_E04 1 0.000 0.990 1.00 0.00
#> 1772058177_G07 1 0.000 0.990 1.00 0.00
#> 1772062109_B07 1 0.000 0.990 1.00 0.00
#> 1772067058_F03 1 0.000 0.990 1.00 0.00
#> 1772071040_D01 1 0.000 0.990 1.00 0.00
#> 1772067063_A11 1 0.000 0.990 1.00 0.00
#> 1772071040_F09 1 0.000 0.990 1.00 0.00
#> 1772066098_E07 1 0.000 0.990 1.00 0.00
#> 1772058148_D04 1 0.000 0.990 1.00 0.00
#> 1772058148_E02 1 0.000 0.990 1.00 0.00
#> 1772067073_B09 1 0.000 0.990 1.00 0.00
#> 1772063071_D11 1 0.000 0.990 1.00 0.00
#> 1772071040_E11 1 0.000 0.990 1.00 0.00
#> 1772071041_H04 1 0.141 0.980 0.98 0.02
#> 1772058148_C04 1 0.141 0.980 0.98 0.02
#> 1772058148_E09 1 0.000 0.990 1.00 0.00
#> 1772067074_H08 1 0.000 0.990 1.00 0.00
#> 1772058148_F12 1 0.000 0.990 1.00 0.00
#> 1772063064_B04 1 0.000 0.990 1.00 0.00
#> 1772071040_B11 1 0.000 0.990 1.00 0.00
#> 1772063070_E06 1 0.000 0.990 1.00 0.00
#> 1772066102_E06 1 0.000 0.990 1.00 0.00
#> 1772060240_D07 1 0.000 0.990 1.00 0.00
#> 1772067063_B03 1 0.000 0.990 1.00 0.00
#> 1772058148_F05 1 0.000 0.990 1.00 0.00
#> 1772066102_C04 1 0.000 0.990 1.00 0.00
#> 1772060224_A05 1 0.000 0.990 1.00 0.00
#> 1772066095_B03 1 0.141 0.980 0.98 0.02
#> 1772060226_E09 1 0.000 0.990 1.00 0.00
#> 1772062115_F01 1 0.141 0.980 0.98 0.02
#> 1772058148_F10 1 0.141 0.980 0.98 0.02
#> 1772063062_G06 1 0.141 0.980 0.98 0.02
#> 1772058177_A05 1 0.000 0.990 1.00 0.00
#> 1772058177_F11 1 0.000 0.990 1.00 0.00
#> 1772063079_A07 1 0.000 0.990 1.00 0.00
#> 1772060224_C09 1 0.000 0.990 1.00 0.00
#> 1772067073_H05 1 0.000 0.990 1.00 0.00
#> 1772058171_A12 1 0.000 0.990 1.00 0.00
#> 1772067073_H10 1 0.000 0.990 1.00 0.00
#> 1772066099_F09 1 0.141 0.980 0.98 0.02
#> 1772058171_A06 1 0.141 0.980 0.98 0.02
#> 1772060224_F04 1 0.000 0.990 1.00 0.00
#> 1772063071_F12 1 0.000 0.990 1.00 0.00
#> 1772058177_A08 1 0.141 0.980 0.98 0.02
#> 1772060224_H01 1 0.000 0.990 1.00 0.00
#> 1772066095_A07 1 0.000 0.990 1.00 0.00
#> 1772058177_B01 1 0.141 0.980 0.98 0.02
#> 1772062111_B12 1 0.141 0.980 0.98 0.02
#> 1772063064_A08 1 0.000 0.990 1.00 0.00
#> 1772062114_H08 1 0.000 0.990 1.00 0.00
#> 1772063071_G12 1 0.000 0.990 1.00 0.00
#> 1772060225_H04 1 0.000 0.990 1.00 0.00
#> 1772058177_H03 1 0.000 0.990 1.00 0.00
#> 1772060224_D12 1 0.000 0.990 1.00 0.00
#> 1772063062_B10 1 0.141 0.980 0.98 0.02
#> 1772062128_E01 1 0.827 0.664 0.74 0.26
#> 1772062128_C11 1 0.529 0.874 0.88 0.12
#> 1772058148_B03 1 0.722 0.764 0.80 0.20
#> 1772058177_H04 1 0.000 0.990 1.00 0.00
#> 1772063071_B06 1 0.000 0.990 1.00 0.00
#> 1772067063_E01 1 0.141 0.980 0.98 0.02
#> 1772058171_A01 1 0.141 0.980 0.98 0.02
#> 1772062111_F09 1 0.141 0.980 0.98 0.02
#> 1772062109_B04 1 0.141 0.980 0.98 0.02
#> 1772063071_B12 1 0.000 0.990 1.00 0.00
#> 1772063071_D02 1 0.141 0.980 0.98 0.02
#> 1772067058_D10 1 0.141 0.980 0.98 0.02
#> 1772067069_H12 1 0.141 0.980 0.98 0.02
#> 1772063062_A05 1 0.141 0.980 0.98 0.02
#> 1772063071_G02 1 0.242 0.964 0.96 0.04
#> 1772062128_B12 1 0.000 0.990 1.00 0.00
#> 1772062113_E12 1 0.000 0.990 1.00 0.00
#> 1772063062_E03 1 0.000 0.990 1.00 0.00
#> 1772066110_H07 1 0.000 0.990 1.00 0.00
#> 1772063079_E03 1 0.000 0.990 1.00 0.00
#> 1772058177_B08 2 0.141 0.979 0.02 0.98
#> 1772063078_E07 2 0.141 0.979 0.02 0.98
#> 1772058177_B10 1 0.000 0.990 1.00 0.00
#> 1772067073_A03 2 0.141 0.979 0.02 0.98
#> 1772067069_E08 2 0.141 0.979 0.02 0.98
#> 1772058148_D10 1 0.000 0.990 1.00 0.00
#> 1772063062_D11 2 0.141 0.979 0.02 0.98
#> 1772058148_F01 2 0.141 0.979 0.02 0.98
#> 1772058177_G01 2 0.141 0.979 0.02 0.98
#> 1772066076_C02 2 0.141 0.979 0.02 0.98
#> 1772062113_E06 1 0.000 0.990 1.00 0.00
#> 1772066080_B09 2 0.141 0.976 0.02 0.98
#> 1772063061_C07 2 0.141 0.979 0.02 0.98
#> 1772063077_A05 2 0.141 0.979 0.02 0.98
#> 1772063079_F03 1 0.000 0.990 1.00 0.00
#> 1772058171_E08 2 0.141 0.979 0.02 0.98
#> 1772067074_G05 2 0.141 0.979 0.02 0.98
#> 1772066076_C01 2 0.141 0.979 0.02 0.98
#> 1772066080_D11 2 0.141 0.976 0.02 0.98
#> 1772067074_C09 2 0.141 0.979 0.02 0.98
#> 1772066076_H04 2 0.141 0.979 0.02 0.98
#> 1772058148_G02 1 0.000 0.990 1.00 0.00
#> 1772063074_C04 1 0.141 0.980 0.98 0.02
#> 1772062111_F01 1 0.141 0.980 0.98 0.02
#> 1772066097_D04 1 0.141 0.980 0.98 0.02
#> 1772058148_F03 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
#> 1772066095_B05 2 0.1529 0.954 0.04 0.96 0.00
#> 1772062128_H08 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_F03 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058171_F04 2 0.0000 0.996 0.00 1.00 0.00
#> 1772058148_F06 2 0.0000 0.996 0.00 1.00 0.00
#> 1772058177_A07 3 0.0000 0.966 0.00 0.00 1.00
#> 1772060225_E03 3 0.0000 0.966 0.00 0.00 1.00
#> 1772058177_D10 2 0.0000 0.996 0.00 1.00 0.00
#> 1772058177_D11 2 0.0000 0.996 0.00 1.00 0.00
#> 1772058177_C03 2 0.0000 0.996 0.00 1.00 0.00
#> 1772062128_F05 2 0.0000 0.996 0.00 1.00 0.00
#> 1772058148_D12 2 0.0000 0.996 0.00 1.00 0.00
#> 1772058148_A05 2 0.0000 0.996 0.00 1.00 0.00
#> 1772066104_B07 2 0.0000 0.996 0.00 1.00 0.00
#> 1772062111_G10 2 0.0000 0.996 0.00 1.00 0.00
#> 1772066096_G06 2 0.0000 0.996 0.00 1.00 0.00
#> 1772058177_A12 2 0.0000 0.996 0.00 1.00 0.00
#> 1772062128_C02 2 0.0000 0.996 0.00 1.00 0.00
#> 1772058171_C05 2 0.0000 0.996 0.00 1.00 0.00
#> 1772062128_A07 2 0.0000 0.996 0.00 1.00 0.00
#> 1772058177_E01 2 0.0000 0.996 0.00 1.00 0.00
#> 1772058177_B11 2 0.0000 0.996 0.00 1.00 0.00
#> 1772058177_F07 2 0.0000 0.996 0.00 1.00 0.00
#> 1772063074_B03 2 0.0000 0.996 0.00 1.00 0.00
#> 1772058171_F11 2 0.0000 0.996 0.00 1.00 0.00
#> 1772062111_H06 2 0.0000 0.996 0.00 1.00 0.00
#> 1772063061_F10 2 0.0000 0.996 0.00 1.00 0.00
#> 1772062115_A07 2 0.0000 0.996 0.00 1.00 0.00
#> 1772062115_C02 2 0.0000 0.996 0.00 1.00 0.00
#> 1772062109_E12 2 0.0000 0.996 0.00 1.00 0.00
#> 1772062109_D06 2 0.0000 0.996 0.00 1.00 0.00
#> 1772062118_A11 2 0.0000 0.996 0.00 1.00 0.00
#> 1772062111_A05 2 0.0000 0.996 0.00 1.00 0.00
#> 1772060224_B12 2 0.0000 0.996 0.00 1.00 0.00
#> 1772066076_A07 2 0.0000 0.996 0.00 1.00 0.00
#> 1772067064_D12 2 0.0000 0.996 0.00 1.00 0.00
#> 1772060240_F05 2 0.0000 0.996 0.00 1.00 0.00
#> 1772063077_E03 2 0.0000 0.996 0.00 1.00 0.00
#> 1772063074_F08 2 0.0000 0.996 0.00 1.00 0.00
#> 1772058177_F04 2 0.0000 0.996 0.00 1.00 0.00
#> 1772062111_G06 2 0.0000 0.996 0.00 1.00 0.00
#> 1772062109_D12 2 0.0000 0.996 0.00 1.00 0.00
#> 1772062109_A06 3 0.0000 0.966 0.00 0.00 1.00
#> 1772062111_F12 2 0.0000 0.996 0.00 1.00 0.00
#> 1772067064_B09 2 0.0000 0.996 0.00 1.00 0.00
#> 1772067094_C07 2 0.0000 0.996 0.00 1.00 0.00
#> 1772063077_D08 2 0.0000 0.996 0.00 1.00 0.00
#> 1772062118_F03 2 0.0000 0.996 0.00 1.00 0.00
#> 1772063062_D07 2 0.0000 0.996 0.00 1.00 0.00
#> 1772062128_H04 2 0.0000 0.996 0.00 1.00 0.00
#> 1772062118_E06 2 0.0000 0.996 0.00 1.00 0.00
#> 1772060225_F05 2 0.0000 0.996 0.00 1.00 0.00
#> 1772062115_H11 2 0.0000 0.996 0.00 1.00 0.00
#> 1772062109_C05 2 0.0000 0.996 0.00 1.00 0.00
#> 1772058177_E03 2 0.0000 0.996 0.00 1.00 0.00
#> 1772060224_B07 2 0.0000 0.996 0.00 1.00 0.00
#> 1772062118_D09 2 0.0000 0.996 0.00 1.00 0.00
#> 1772062118_F11 2 0.0892 0.977 0.00 0.98 0.02
#> 1772062111_D12 2 0.0000 0.996 0.00 1.00 0.00
#> 1772062128_B03 2 0.0000 0.996 0.00 1.00 0.00
#> 1772063071_E02 3 0.0000 0.966 0.00 0.00 1.00
#> 1772063064_A11 3 0.0000 0.966 0.00 0.00 1.00
#> 1772060224_B09 3 0.0000 0.966 0.00 0.00 1.00
#> 1772063078_H11 3 0.0000 0.966 0.00 0.00 1.00
#> 1772063071_D01 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063064_B05 3 0.0000 0.966 0.00 0.00 1.00
#> 1772062111_E02 3 0.5216 0.662 0.26 0.00 0.74
#> 1772063062_H12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_C08 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058148_A07 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063079_C02 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063071_A01 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063079_A09 3 0.0000 0.966 0.00 0.00 1.00
#> 1772067070_C05 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063079_A11 3 0.0000 0.966 0.00 0.00 1.00
#> 1772062128_G09 3 0.0000 0.966 0.00 0.00 1.00
#> 1772071036_E10 3 0.5560 0.591 0.30 0.00 0.70
#> 1772058171_E12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058148_H05 1 0.0000 0.993 1.00 0.00 0.00
#> 1772066103_B12 3 0.0000 0.966 0.00 0.00 1.00
#> 1772058177_G06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_H06 1 0.0892 0.973 0.98 0.00 0.02
#> 1772058177_H02 3 0.0000 0.966 0.00 0.00 1.00
#> 1772058177_D01 3 0.0892 0.948 0.02 0.00 0.98
#> 1772058171_E11 3 0.0000 0.966 0.00 0.00 1.00
#> 1772058177_F10 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058171_G09 3 0.0000 0.966 0.00 0.00 1.00
#> 1772058171_G07 3 0.0000 0.966 0.00 0.00 1.00
#> 1772058177_F12 3 0.0000 0.966 0.00 0.00 1.00
#> 1772058177_G12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058171_F01 1 0.2066 0.930 0.94 0.00 0.06
#> 1772058171_H05 3 0.0000 0.966 0.00 0.00 1.00
#> 1772058171_G05 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062128_D06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063079_B05 3 0.0000 0.966 0.00 0.00 1.00
#> 1772063077_D11 3 0.0000 0.966 0.00 0.00 1.00
#> 1772062113_H07 3 0.0000 0.966 0.00 0.00 1.00
#> 1772062111_G12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063079_C11 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063079_H12 3 0.5560 0.593 0.30 0.00 0.70
#> 1772060224_E05 3 0.0000 0.966 0.00 0.00 1.00
#> 1772063070_F11 3 0.0000 0.966 0.00 0.00 1.00
#> 1772062111_H12 3 0.0000 0.966 0.00 0.00 1.00
#> 1772063070_B04 3 0.0000 0.966 0.00 0.00 1.00
#> 1772063064_E04 3 0.0000 0.966 0.00 0.00 1.00
#> 1772058177_G07 3 0.0000 0.966 0.00 0.00 1.00
#> 1772062109_B07 1 0.0892 0.973 0.98 0.00 0.02
#> 1772067058_F03 3 0.0000 0.966 0.00 0.00 1.00
#> 1772071040_D01 3 0.0000 0.966 0.00 0.00 1.00
#> 1772067063_A11 3 0.0000 0.966 0.00 0.00 1.00
#> 1772071040_F09 3 0.3340 0.854 0.12 0.00 0.88
#> 1772066098_E07 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058148_D04 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058148_E02 3 0.0000 0.966 0.00 0.00 1.00
#> 1772067073_B09 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063071_D11 3 0.0000 0.966 0.00 0.00 1.00
#> 1772071040_E11 1 0.0000 0.993 1.00 0.00 0.00
#> 1772071041_H04 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058148_C04 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058148_E09 1 0.0000 0.993 1.00 0.00 0.00
#> 1772067074_H08 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058148_F12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063064_B04 3 0.0000 0.966 0.00 0.00 1.00
#> 1772071040_B11 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063070_E06 3 0.0000 0.966 0.00 0.00 1.00
#> 1772066102_E06 3 0.0000 0.966 0.00 0.00 1.00
#> 1772060240_D07 3 0.0000 0.966 0.00 0.00 1.00
#> 1772067063_B03 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058148_F05 1 0.0000 0.993 1.00 0.00 0.00
#> 1772066102_C04 1 0.0000 0.993 1.00 0.00 0.00
#> 1772060224_A05 1 0.0000 0.993 1.00 0.00 0.00
#> 1772066095_B03 1 0.0000 0.993 1.00 0.00 0.00
#> 1772060226_E09 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062115_F01 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058148_F10 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063062_G06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_A05 3 0.0000 0.966 0.00 0.00 1.00
#> 1772058177_F11 3 0.0000 0.966 0.00 0.00 1.00
#> 1772063079_A07 3 0.0000 0.966 0.00 0.00 1.00
#> 1772060224_C09 3 0.0000 0.966 0.00 0.00 1.00
#> 1772067073_H05 3 0.0000 0.966 0.00 0.00 1.00
#> 1772058171_A12 3 0.0000 0.966 0.00 0.00 1.00
#> 1772067073_H10 3 0.0000 0.966 0.00 0.00 1.00
#> 1772066099_F09 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058171_A06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772060224_F04 3 0.0000 0.966 0.00 0.00 1.00
#> 1772063071_F12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_A08 1 0.0000 0.993 1.00 0.00 0.00
#> 1772060224_H01 3 0.0000 0.966 0.00 0.00 1.00
#> 1772066095_A07 1 0.6192 0.233 0.58 0.00 0.42
#> 1772058177_B01 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062111_B12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063064_A08 3 0.0000 0.966 0.00 0.00 1.00
#> 1772062114_H08 3 0.0000 0.966 0.00 0.00 1.00
#> 1772063071_G12 3 0.0000 0.966 0.00 0.00 1.00
#> 1772060225_H04 3 0.0000 0.966 0.00 0.00 1.00
#> 1772058177_H03 3 0.0000 0.966 0.00 0.00 1.00
#> 1772060224_D12 3 0.0000 0.966 0.00 0.00 1.00
#> 1772063062_B10 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062128_E01 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062128_C11 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058148_B03 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_H04 3 0.2537 0.894 0.08 0.00 0.92
#> 1772063071_B06 3 0.6126 0.364 0.40 0.00 0.60
#> 1772067063_E01 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058171_A01 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062111_F09 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062109_B04 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063071_B12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063071_D02 1 0.0000 0.993 1.00 0.00 0.00
#> 1772067058_D10 1 0.0000 0.993 1.00 0.00 0.00
#> 1772067069_H12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063062_A05 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063071_G02 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062128_B12 3 0.0000 0.966 0.00 0.00 1.00
#> 1772062113_E12 3 0.0000 0.966 0.00 0.00 1.00
#> 1772063062_E03 1 0.0000 0.993 1.00 0.00 0.00
#> 1772066110_H07 3 0.0000 0.966 0.00 0.00 1.00
#> 1772063079_E03 3 0.3340 0.855 0.12 0.00 0.88
#> 1772058177_B08 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063078_E07 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_B10 3 0.0000 0.966 0.00 0.00 1.00
#> 1772067073_A03 1 0.0000 0.993 1.00 0.00 0.00
#> 1772067069_E08 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058148_D10 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063062_D11 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058148_F01 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_G01 3 0.6280 0.178 0.46 0.00 0.54
#> 1772066076_C02 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062113_E06 3 0.0000 0.966 0.00 0.00 1.00
#> 1772066080_B09 2 0.4002 0.810 0.00 0.84 0.16
#> 1772063061_C07 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063077_A05 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063079_F03 3 0.0000 0.966 0.00 0.00 1.00
#> 1772058171_E08 1 0.0000 0.993 1.00 0.00 0.00
#> 1772067074_G05 1 0.0000 0.993 1.00 0.00 0.00
#> 1772066076_C01 1 0.0000 0.993 1.00 0.00 0.00
#> 1772066080_D11 3 0.0000 0.966 0.00 0.00 1.00
#> 1772067074_C09 1 0.0000 0.993 1.00 0.00 0.00
#> 1772066076_H04 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058148_G02 1 0.0892 0.973 0.98 0.00 0.02
#> 1772063074_C04 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062111_F01 1 0.0000 0.993 1.00 0.00 0.00
#> 1772066097_D04 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058148_F03 1 0.0000 0.993 1.00 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> 1772066095_B05 4 0.4977 0.1076 0.00 0.46 0.00 0.54
#> 1772062128_H08 1 0.4790 0.3618 0.62 0.00 0.00 0.38
#> 1772058177_F03 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772058171_F04 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772058148_F06 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772058177_A07 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772060225_E03 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772058177_D10 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772058177_D11 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772058177_C03 2 0.0707 0.9690 0.00 0.98 0.00 0.02
#> 1772062128_F05 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772058148_D12 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772058148_A05 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772066104_B07 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772062111_G10 2 0.3172 0.7808 0.16 0.84 0.00 0.00
#> 1772066096_G06 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772058177_A12 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772062128_C02 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772058171_C05 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772062128_A07 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772058177_E01 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772058177_B11 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772058177_F07 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772063074_B03 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772058171_F11 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772062111_H06 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772063061_F10 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772062115_A07 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772062115_C02 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772062109_E12 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772062109_D06 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772062118_A11 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772062111_A05 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772060224_B12 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772066076_A07 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772067064_D12 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772060240_F05 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772063077_E03 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772063074_F08 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772058177_F04 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772062111_G06 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772062109_D12 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772062109_A06 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772062111_F12 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772067064_B09 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772067094_C07 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772063077_D08 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772062118_F03 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772063062_D07 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772062128_H04 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772062118_E06 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772060225_F05 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772062115_H11 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772062109_C05 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772058177_E03 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772060224_B07 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772062118_D09 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772062118_F11 2 0.2345 0.8688 0.00 0.90 0.10 0.00
#> 1772062111_D12 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772062128_B03 2 0.0000 0.9879 0.00 1.00 0.00 0.00
#> 1772063071_E02 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772063064_A11 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772060224_B09 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772063078_H11 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772063071_D01 4 0.4790 0.4448 0.38 0.00 0.00 0.62
#> 1772063064_B05 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772062111_E02 1 0.4713 0.4628 0.64 0.00 0.36 0.00
#> 1772063062_H12 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772058177_C08 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772058148_A07 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772063079_C02 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772063071_A01 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772063079_A09 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772067070_C05 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772063079_A11 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772062128_G09 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772071036_E10 1 0.0707 0.9212 0.98 0.00 0.02 0.00
#> 1772058171_E12 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772058148_H05 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772066103_B12 3 0.1211 0.9443 0.04 0.00 0.96 0.00
#> 1772058177_G06 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772058177_H06 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772058177_H02 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772058177_D01 1 0.4790 0.4148 0.62 0.00 0.38 0.00
#> 1772058171_E11 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772058177_F10 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772058171_G09 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772058171_G07 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772058177_F12 3 0.1211 0.9446 0.04 0.00 0.96 0.00
#> 1772058177_G12 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772058171_F01 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772058171_H05 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772058171_G05 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772062128_D06 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772063079_B05 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772063077_D11 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772062113_H07 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772062111_G12 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772063079_C11 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772063079_H12 1 0.1211 0.9014 0.96 0.00 0.04 0.00
#> 1772060224_E05 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772063070_F11 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772062111_H12 3 0.2345 0.8700 0.10 0.00 0.90 0.00
#> 1772063070_B04 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772063064_E04 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772058177_G07 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772062109_B07 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772067058_F03 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772071040_D01 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772067063_A11 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772071040_F09 1 0.4134 0.6215 0.74 0.00 0.26 0.00
#> 1772066098_E07 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772058148_D04 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772058148_E02 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772067073_B09 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772063071_D11 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772071040_E11 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772071041_H04 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772058148_C04 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772058148_E09 1 0.3975 0.6319 0.76 0.00 0.00 0.24
#> 1772067074_H08 4 0.3975 0.6984 0.24 0.00 0.00 0.76
#> 1772058148_F12 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772063064_B04 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772071040_B11 4 0.4994 0.1701 0.48 0.00 0.00 0.52
#> 1772063070_E06 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772066102_E06 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772060240_D07 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772067063_B03 4 0.4790 0.4550 0.38 0.00 0.00 0.62
#> 1772058148_F05 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772066102_C04 4 0.1211 0.8792 0.04 0.00 0.00 0.96
#> 1772060224_A05 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772066095_B03 1 0.1211 0.9037 0.96 0.00 0.00 0.04
#> 1772060226_E09 4 0.2921 0.8065 0.14 0.00 0.00 0.86
#> 1772062115_F01 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772058148_F10 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772063062_G06 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772058177_A05 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772058177_F11 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772063079_A07 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772060224_C09 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772067073_H05 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772058171_A12 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772067073_H10 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772066099_F09 4 0.0000 0.8974 0.00 0.00 0.00 1.00
#> 1772058171_A06 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772060224_F04 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772063071_F12 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772058177_A08 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772060224_H01 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772066095_A07 1 0.2921 0.7859 0.86 0.00 0.14 0.00
#> 1772058177_B01 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772062111_B12 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772063064_A08 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772062114_H08 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772063071_G12 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772060225_H04 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772058177_H03 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772060224_D12 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772063062_B10 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772062128_E01 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772062128_C11 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772058148_B03 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772058177_H04 1 0.5000 0.0374 0.50 0.00 0.50 0.00
#> 1772063071_B06 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772067063_E01 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772058171_A01 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772062111_F09 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772062109_B04 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772063071_B12 1 0.4948 0.1577 0.56 0.00 0.00 0.44
#> 1772063071_D02 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772067058_D10 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772067069_H12 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772063062_A05 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772063071_G02 1 0.3801 0.6814 0.78 0.00 0.00 0.22
#> 1772062128_B12 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772062113_E12 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772063062_E03 1 0.0000 0.9403 1.00 0.00 0.00 0.00
#> 1772066110_H07 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772063079_E03 4 0.3400 0.7291 0.00 0.00 0.18 0.82
#> 1772058177_B08 4 0.0000 0.8974 0.00 0.00 0.00 1.00
#> 1772063078_E07 4 0.0000 0.8974 0.00 0.00 0.00 1.00
#> 1772058177_B10 3 0.3610 0.7480 0.00 0.00 0.80 0.20
#> 1772067073_A03 4 0.0000 0.8974 0.00 0.00 0.00 1.00
#> 1772067069_E08 4 0.0000 0.8974 0.00 0.00 0.00 1.00
#> 1772058148_D10 4 0.0707 0.8899 0.02 0.00 0.00 0.98
#> 1772063062_D11 4 0.0000 0.8974 0.00 0.00 0.00 1.00
#> 1772058148_F01 4 0.0000 0.8974 0.00 0.00 0.00 1.00
#> 1772058177_G01 4 0.0000 0.8974 0.00 0.00 0.00 1.00
#> 1772066076_C02 4 0.0000 0.8974 0.00 0.00 0.00 1.00
#> 1772062113_E06 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772066080_B09 2 0.4134 0.6373 0.00 0.74 0.26 0.00
#> 1772063061_C07 4 0.0000 0.8974 0.00 0.00 0.00 1.00
#> 1772063077_A05 4 0.0000 0.8974 0.00 0.00 0.00 1.00
#> 1772063079_F03 3 0.3975 0.6791 0.00 0.00 0.76 0.24
#> 1772058171_E08 4 0.0000 0.8974 0.00 0.00 0.00 1.00
#> 1772067074_G05 4 0.0000 0.8974 0.00 0.00 0.00 1.00
#> 1772066076_C01 4 0.0000 0.8974 0.00 0.00 0.00 1.00
#> 1772066080_D11 3 0.0000 0.9882 0.00 0.00 1.00 0.00
#> 1772067074_C09 4 0.0000 0.8974 0.00 0.00 0.00 1.00
#> 1772066076_H04 4 0.0000 0.8974 0.00 0.00 0.00 1.00
#> 1772058148_G02 4 0.3975 0.6984 0.24 0.00 0.00 0.76
#> 1772063074_C04 4 0.3975 0.6971 0.24 0.00 0.00 0.76
#> 1772062111_F01 4 0.0707 0.8899 0.02 0.00 0.00 0.98
#> 1772066097_D04 4 0.0000 0.8974 0.00 0.00 0.00 1.00
#> 1772058148_F03 4 0.0707 0.8895 0.02 0.00 0.00 0.98
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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 205 9.75e-29 8.16e-29 2
#> ATC:skmeans 202 6.04e-37 5.87e-32 3
#> ATC:skmeans 196 1.44e-34 1.35e-50 4
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: Node011. Child nodes: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01121-leaf , Node01122-leaf , Node01131-leaf , Node01132-leaf , Node01133-leaf , Node01134-leaf , Node01221 , Node01222 , Node02111-leaf , Node02112-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02211-leaf , Node02212-leaf , Node02213-leaf , Node02221-leaf , Node02222-leaf , Node02223-leaf , Node02224-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02421-leaf , Node02422-leaf , Node02423-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0112"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 8009 rows and 152 columns.
#> Top rows (762) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 0.931 0.94 0.975 0.487 0.514 0.514
#> 3 3 0.927 0.90 0.960 0.369 0.755 0.550
#> 4 4 0.916 0.91 0.950 0.113 0.888 0.681
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
#> 1772067070_D08 1 0.000 0.976 1.00 0.00
#> 1772066108_A08 1 0.000 0.976 1.00 0.00
#> 1772062109_B08 1 0.000 0.976 1.00 0.00
#> 1772060225_A07 1 0.000 0.976 1.00 0.00
#> 1772067074_A01 1 0.000 0.976 1.00 0.00
#> 1772063061_E07 1 0.000 0.976 1.00 0.00
#> 1772062109_E05 1 0.000 0.976 1.00 0.00
#> 1772058148_E12 2 0.242 0.935 0.04 0.96
#> 1772058177_G04 2 0.000 0.971 0.00 1.00
#> 1772067096_G06 2 0.000 0.971 0.00 1.00
#> 1772066096_E06 2 0.000 0.971 0.00 1.00
#> 1772071014_H04 2 0.000 0.971 0.00 1.00
#> 1772066098_B06 2 0.000 0.971 0.00 1.00
#> 1772071044_C05 2 0.000 0.971 0.00 1.00
#> 1772067058_E08 2 0.000 0.971 0.00 1.00
#> 1772071044_C04 2 0.000 0.971 0.00 1.00
#> 1772067096_A11 1 0.000 0.976 1.00 0.00
#> 1772066098_C02 2 0.000 0.971 0.00 1.00
#> 1772071045_F10 2 0.000 0.971 0.00 1.00
#> 1772066076_C10 2 0.000 0.971 0.00 1.00
#> 1772062109_D11 2 0.000 0.971 0.00 1.00
#> 1772071014_C07 2 0.000 0.971 0.00 1.00
#> 1772067063_E05 2 0.000 0.971 0.00 1.00
#> 1772071014_H07 2 0.000 0.971 0.00 1.00
#> 1772071015_A08 2 0.000 0.971 0.00 1.00
#> 1772067064_A10 2 0.000 0.971 0.00 1.00
#> 1772067069_C11 2 0.000 0.971 0.00 1.00
#> 1772071014_E01 2 0.000 0.971 0.00 1.00
#> 1772062128_D05 2 0.000 0.971 0.00 1.00
#> 1772071014_D07 2 0.000 0.971 0.00 1.00
#> 1772071014_A02 2 0.000 0.971 0.00 1.00
#> 1772063071_H08 2 0.000 0.971 0.00 1.00
#> 1772066102_H01 1 0.584 0.832 0.86 0.14
#> 1772067076_F10 2 0.000 0.971 0.00 1.00
#> 1772058171_F07 2 0.000 0.971 0.00 1.00
#> 1772058171_B03 1 0.000 0.976 1.00 0.00
#> 1772063064_D08 2 0.000 0.971 0.00 1.00
#> 1772071015_A12 1 0.000 0.976 1.00 0.00
#> 1772071015_G05 2 0.000 0.971 0.00 1.00
#> 1772063062_B05 2 0.000 0.971 0.00 1.00
#> 1772063061_F08 2 0.000 0.971 0.00 1.00
#> 1772062114_E01 2 0.000 0.971 0.00 1.00
#> 1772066098_C10 1 0.000 0.976 1.00 0.00
#> 1772058171_A08 1 0.000 0.976 1.00 0.00
#> 1772063071_B11 1 0.000 0.976 1.00 0.00
#> 1772062128_E04 2 0.990 0.218 0.44 0.56
#> 1772063071_H07 1 0.000 0.976 1.00 0.00
#> 1772062118_G01 1 0.000 0.976 1.00 0.00
#> 1772063068_D06 1 0.141 0.959 0.98 0.02
#> 1772066095_B02 2 0.141 0.954 0.02 0.98
#> 1772063065_E10 1 0.000 0.976 1.00 0.00
#> 1772062115_D08 1 0.000 0.976 1.00 0.00
#> 1772060226_B09 1 0.000 0.976 1.00 0.00
#> 1772066099_H10 1 0.000 0.976 1.00 0.00
#> 1772063071_H02 1 0.402 0.900 0.92 0.08
#> 1772066080_C10 1 0.000 0.976 1.00 0.00
#> 1772066095_C10 1 0.000 0.976 1.00 0.00
#> 1772066098_B12 1 0.000 0.976 1.00 0.00
#> 1772066076_E12 1 0.141 0.959 0.98 0.02
#> 1772067060_G01 1 0.000 0.976 1.00 0.00
#> 1772066098_A01 1 0.000 0.976 1.00 0.00
#> 1772067082_A12 2 0.242 0.936 0.04 0.96
#> 1772066101_G05 1 0.995 0.138 0.54 0.46
#> 1772066098_D07 2 0.000 0.971 0.00 1.00
#> 1772067076_H10 1 0.000 0.976 1.00 0.00
#> 1772067060_D10 2 0.000 0.971 0.00 1.00
#> 1772066080_A11 1 0.634 0.806 0.84 0.16
#> 1772071036_F04 2 0.000 0.971 0.00 1.00
#> 1772062128_F01 1 0.000 0.976 1.00 0.00
#> 1772062118_A08 1 0.680 0.780 0.82 0.18
#> 1772066110_D07 2 0.000 0.971 0.00 1.00
#> 1772062109_A08 2 0.529 0.850 0.12 0.88
#> 1772067057_E02 2 0.000 0.971 0.00 1.00
#> 1772062115_F11 1 0.000 0.976 1.00 0.00
#> 1772062114_D04 2 0.000 0.971 0.00 1.00
#> 1772063077_G09 1 0.000 0.976 1.00 0.00
#> 1772063077_F11 2 0.827 0.647 0.26 0.74
#> 1772060240_B02 2 0.958 0.387 0.38 0.62
#> 1772058148_C01 1 0.000 0.976 1.00 0.00
#> 1772067093_A09 1 0.000 0.976 1.00 0.00
#> 1772060224_G08 1 0.000 0.976 1.00 0.00
#> 1772060240_D05 1 0.000 0.976 1.00 0.00
#> 1772060240_B05 1 0.000 0.976 1.00 0.00
#> 1772071044_C01 1 0.000 0.976 1.00 0.00
#> 1772062109_E04 2 0.000 0.971 0.00 1.00
#> 1772063061_C12 1 0.000 0.976 1.00 0.00
#> 1772063063_F04 1 0.000 0.976 1.00 0.00
#> 1772071045_C02 1 0.904 0.532 0.68 0.32
#> 1772063074_D02 2 0.000 0.971 0.00 1.00
#> 1772062109_E11 2 0.981 0.281 0.42 0.58
#> 1772060240_H12 1 0.680 0.779 0.82 0.18
#> 1772062118_G03 1 0.000 0.976 1.00 0.00
#> 1772071041_B08 1 0.000 0.976 1.00 0.00
#> 1772062114_F06 2 0.000 0.971 0.00 1.00
#> 1772067054_G12 1 0.000 0.976 1.00 0.00
#> 1772063062_C11 1 0.000 0.976 1.00 0.00
#> 1772067063_G08 1 0.000 0.976 1.00 0.00
#> 1772058148_G05 1 0.795 0.683 0.76 0.24
#> 1772063064_E06 1 0.000 0.976 1.00 0.00
#> 1772058148_C05 1 0.000 0.976 1.00 0.00
#> 1772062128_C04 1 0.000 0.976 1.00 0.00
#> 1772060224_E12 1 0.000 0.976 1.00 0.00
#> 1772058148_E08 1 0.000 0.976 1.00 0.00
#> 1772058177_C04 1 0.000 0.976 1.00 0.00
#> 1772063077_E12 1 0.000 0.976 1.00 0.00
#> 1772058148_C09 2 0.000 0.971 0.00 1.00
#> 1772063074_C07 2 0.000 0.971 0.00 1.00
#> 1772063063_F12 2 0.000 0.971 0.00 1.00
#> 1772067073_H07 2 0.000 0.971 0.00 1.00
#> 1772067066_C06 2 0.000 0.971 0.00 1.00
#> 1772067073_E04 2 0.000 0.971 0.00 1.00
#> 1772067064_C11 2 0.000 0.971 0.00 1.00
#> 1772067063_E07 2 0.000 0.971 0.00 1.00
#> 1772067063_A06 2 0.000 0.971 0.00 1.00
#> 1772066076_E11 2 0.000 0.971 0.00 1.00
#> 1772071044_H11 2 0.000 0.971 0.00 1.00
#> 1772066102_D01 2 0.000 0.971 0.00 1.00
#> 1772071045_H02 2 0.000 0.971 0.00 1.00
#> 1772058148_G03 2 0.000 0.971 0.00 1.00
#> 1772058148_E06 1 0.000 0.976 1.00 0.00
#> 1772062128_G01 1 0.000 0.976 1.00 0.00
#> 1772062111_A04 1 0.000 0.976 1.00 0.00
#> 1772062118_C05 1 0.000 0.976 1.00 0.00
#> 1772063061_D08 1 0.000 0.976 1.00 0.00
#> 1772060226_C10 1 0.000 0.976 1.00 0.00
#> 1772060225_C06 1 0.000 0.976 1.00 0.00
#> 1772062109_G12 1 0.000 0.976 1.00 0.00
#> 1772067094_B04 1 0.000 0.976 1.00 0.00
#> 1772063078_G04 1 0.000 0.976 1.00 0.00
#> 1772067059_C05 1 0.760 0.719 0.78 0.22
#> 1772066100_B04 1 0.000 0.976 1.00 0.00
#> 1772058148_B11 1 0.000 0.976 1.00 0.00
#> 1772067058_B03 1 0.000 0.976 1.00 0.00
#> 1772062128_E08 1 0.000 0.976 1.00 0.00
#> 1772060240_H06 1 0.000 0.976 1.00 0.00
#> 1772071035_H05 1 0.000 0.976 1.00 0.00
#> 1772066098_F09 1 0.000 0.976 1.00 0.00
#> 1772067093_E09 1 0.000 0.976 1.00 0.00
#> 1772067076_E06 1 0.000 0.976 1.00 0.00
#> 1772067059_E10 1 0.000 0.976 1.00 0.00
#> 1772067094_G10 2 0.000 0.971 0.00 1.00
#> 1772066096_C12 1 0.000 0.976 1.00 0.00
#> 1772066102_C03 1 0.000 0.976 1.00 0.00
#> 1772066110_F06 1 0.000 0.976 1.00 0.00
#> 1772058148_B12 1 0.000 0.976 1.00 0.00
#> 1772058148_D11 1 0.000 0.976 1.00 0.00
#> 1772058148_C07 1 0.000 0.976 1.00 0.00
#> 1772058148_B02 1 0.000 0.976 1.00 0.00
#> 1772058148_D03 1 0.000 0.976 1.00 0.00
#> 1772063074_F11 1 0.000 0.976 1.00 0.00
#> 1772058148_D02 1 0.000 0.976 1.00 0.00
#> 1772066098_A12 1 0.000 0.976 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> 1772067070_D08 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772066108_A08 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772062109_B08 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772060225_A07 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772067074_A01 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772063061_E07 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772062109_E05 3 0.4002 0.7840 0.16 0.00 0.84
#> 1772058148_E12 2 0.6192 0.2842 0.42 0.58 0.00
#> 1772058177_G04 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772067096_G06 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772066096_E06 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772071014_H04 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772066098_B06 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772071044_C05 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772067058_E08 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772071044_C04 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772067096_A11 3 0.0892 0.9241 0.02 0.00 0.98
#> 1772066098_C02 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772071045_F10 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772066076_C10 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772062109_D11 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772071014_C07 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772067063_E05 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772071014_H07 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772071015_A08 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772067064_A10 2 0.2066 0.9144 0.00 0.94 0.06
#> 1772067069_C11 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772071014_E01 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772062128_D05 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772071014_D07 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772071014_A02 2 0.4555 0.7448 0.00 0.80 0.20
#> 1772063071_H08 3 0.0892 0.9235 0.00 0.02 0.98
#> 1772066102_H01 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772067076_F10 2 0.0892 0.9502 0.00 0.98 0.02
#> 1772058171_F07 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772058171_B03 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772063064_D08 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772071015_A12 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772071015_G05 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772063062_B05 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772063061_F08 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772062114_E01 2 0.1529 0.9332 0.00 0.96 0.04
#> 1772066098_C10 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772058171_A08 3 0.1529 0.9083 0.04 0.00 0.96
#> 1772063071_B11 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772062128_E04 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772063071_H07 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772062118_G01 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772063068_D06 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772066095_B02 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772063065_E10 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772062115_D08 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772060226_B09 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772066099_H10 1 0.3340 0.8431 0.88 0.00 0.12
#> 1772063071_H02 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772066080_C10 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772066095_C10 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772066098_B12 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772066076_E12 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772067060_G01 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772066098_A01 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772067082_A12 2 0.1529 0.9318 0.04 0.96 0.00
#> 1772066101_G05 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772066098_D07 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772067076_H10 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772067060_D10 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772066080_A11 1 0.6407 0.7107 0.76 0.08 0.16
#> 1772071036_F04 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772062128_F01 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772062118_A08 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772066110_D07 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772062109_A08 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772067057_E02 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772062115_F11 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772062114_D04 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772063077_G09 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772063077_F11 2 0.9602 0.2252 0.32 0.46 0.22
#> 1772060240_B02 1 0.4796 0.7081 0.78 0.22 0.00
#> 1772058148_C01 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772067093_A09 1 0.6192 0.2549 0.58 0.00 0.42
#> 1772060224_G08 1 0.1529 0.9300 0.96 0.00 0.04
#> 1772060240_D05 1 0.0892 0.9472 0.98 0.00 0.02
#> 1772060240_B05 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772071044_C01 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772062109_E04 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772063061_C12 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772063063_F04 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772071045_C02 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772063074_D02 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772062109_E11 1 0.2066 0.9086 0.94 0.06 0.00
#> 1772060240_H12 1 0.3832 0.8531 0.88 0.02 0.10
#> 1772062118_G03 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772071041_B08 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772062114_F06 2 0.0892 0.9496 0.02 0.98 0.00
#> 1772067054_G12 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772063062_C11 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772067063_G08 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772058148_G05 1 0.2537 0.8866 0.92 0.08 0.00
#> 1772063064_E06 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772058148_C05 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772062128_C04 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772060224_E12 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772058148_E08 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772058177_C04 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772063077_E12 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772058148_C09 2 0.1529 0.9315 0.04 0.96 0.00
#> 1772063074_C07 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772063063_F12 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772067073_H07 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772067066_C06 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772067073_E04 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772067064_C11 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772067063_E07 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772067063_A06 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772066076_E11 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772071044_H11 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772066102_D01 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772071045_H02 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772058148_G03 2 0.5948 0.4382 0.36 0.64 0.00
#> 1772058148_E06 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772062128_G01 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772062111_A04 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772062118_C05 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772063061_D08 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772060226_C10 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772060225_C06 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772062109_G12 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772067094_B04 3 0.0000 0.9393 0.00 0.00 1.00
#> 1772063078_G04 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772067059_C05 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772066100_B04 3 0.0892 0.9241 0.02 0.00 0.98
#> 1772058148_B11 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772067058_B03 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772062128_E08 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772060240_H06 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772071035_H05 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772066098_F09 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772067093_E09 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772067076_E06 3 0.6302 0.1452 0.48 0.00 0.52
#> 1772067059_E10 3 0.6309 0.0738 0.50 0.00 0.50
#> 1772067094_G10 2 0.0000 0.9657 0.00 1.00 0.00
#> 1772066096_C12 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772066102_C03 3 0.6302 0.1452 0.48 0.00 0.52
#> 1772066110_F06 3 0.6192 0.3190 0.42 0.00 0.58
#> 1772058148_B12 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772058148_D11 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772058148_C07 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772058148_B02 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772058148_D03 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772063074_F11 3 0.5835 0.5042 0.34 0.00 0.66
#> 1772058148_D02 1 0.0000 0.9639 1.00 0.00 0.00
#> 1772066098_A12 1 0.6302 -0.0355 0.52 0.00 0.48
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> 1772067070_D08 4 0.0000 0.951 0.00 0.00 0.00 1.00
#> 1772066108_A08 4 0.0000 0.951 0.00 0.00 0.00 1.00
#> 1772062109_B08 4 0.1637 0.914 0.06 0.00 0.00 0.94
#> 1772060225_A07 4 0.1637 0.914 0.06 0.00 0.00 0.94
#> 1772067074_A01 4 0.1637 0.914 0.06 0.00 0.00 0.94
#> 1772063061_E07 4 0.1637 0.914 0.06 0.00 0.00 0.94
#> 1772062109_E05 4 0.0707 0.941 0.00 0.00 0.02 0.98
#> 1772058148_E12 4 0.1637 0.900 0.00 0.06 0.00 0.94
#> 1772058177_G04 2 0.4855 0.348 0.00 0.60 0.00 0.40
#> 1772067096_G06 2 0.3400 0.771 0.00 0.82 0.00 0.18
#> 1772066096_E06 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772071014_H04 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772066098_B06 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772071044_C05 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772067058_E08 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772071044_C04 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772067096_A11 3 0.2345 0.884 0.10 0.00 0.90 0.00
#> 1772066098_C02 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772071045_F10 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772066076_C10 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772062109_D11 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772071014_C07 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772067063_E05 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772071014_H07 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772071015_A08 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772067064_A10 2 0.2011 0.882 0.00 0.92 0.08 0.00
#> 1772067069_C11 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772071014_E01 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772062128_D05 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772071014_D07 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772071014_A02 2 0.4624 0.504 0.00 0.66 0.34 0.00
#> 1772063071_H08 3 0.1211 0.945 0.00 0.04 0.96 0.00
#> 1772066102_H01 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772067076_F10 2 0.0707 0.928 0.00 0.98 0.02 0.00
#> 1772058171_F07 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772058171_B03 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772063064_D08 3 0.0707 0.966 0.00 0.02 0.98 0.00
#> 1772071015_A12 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772071015_G05 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772063062_B05 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772063061_F08 2 0.2011 0.881 0.00 0.92 0.08 0.00
#> 1772062114_E01 2 0.3975 0.692 0.00 0.76 0.24 0.00
#> 1772066098_C10 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772058171_A08 4 0.4948 0.226 0.00 0.00 0.44 0.56
#> 1772063071_B11 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772062128_E04 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772063071_H07 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772062118_G01 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772063068_D06 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772066095_B02 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772063065_E10 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772062115_D08 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772060226_B09 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772066099_H10 1 0.2706 0.922 0.90 0.00 0.02 0.08
#> 1772063071_H02 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772066080_C10 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772066095_C10 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772066098_B12 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772066076_E12 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772067060_G01 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772066098_A01 3 0.2011 0.907 0.08 0.00 0.92 0.00
#> 1772067082_A12 2 0.2011 0.882 0.08 0.92 0.00 0.00
#> 1772066101_G05 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772066098_D07 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772067076_H10 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772067060_D10 2 0.2345 0.880 0.10 0.90 0.00 0.00
#> 1772066080_A11 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772071036_F04 2 0.1211 0.920 0.04 0.96 0.00 0.00
#> 1772062128_F01 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772062118_A08 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772066110_D07 2 0.3801 0.759 0.22 0.78 0.00 0.00
#> 1772062109_A08 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772067057_E02 2 0.4907 0.364 0.42 0.58 0.00 0.00
#> 1772062115_F11 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772062114_D04 2 0.2011 0.895 0.08 0.92 0.00 0.00
#> 1772063077_G09 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772063077_F11 1 0.2706 0.834 0.90 0.02 0.08 0.00
#> 1772060240_B02 1 0.0707 0.898 0.98 0.02 0.00 0.00
#> 1772058148_C01 1 0.1211 0.928 0.96 0.00 0.00 0.04
#> 1772067093_A09 1 0.5327 0.706 0.72 0.00 0.22 0.06
#> 1772060224_G08 1 0.2706 0.922 0.90 0.00 0.02 0.08
#> 1772060240_D05 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772060240_B05 1 0.1637 0.934 0.94 0.00 0.00 0.06
#> 1772071044_C01 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772062109_E04 2 0.0707 0.929 0.00 0.98 0.00 0.02
#> 1772063061_C12 1 0.2921 0.886 0.86 0.00 0.00 0.14
#> 1772063063_F04 1 0.2011 0.931 0.92 0.00 0.00 0.08
#> 1772071045_C02 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772063074_D02 2 0.2921 0.845 0.14 0.86 0.00 0.00
#> 1772062109_E11 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772060240_H12 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772062118_G03 4 0.0000 0.951 0.00 0.00 0.00 1.00
#> 1772071041_B08 1 0.1637 0.934 0.94 0.00 0.00 0.06
#> 1772062114_F06 1 0.4855 0.233 0.60 0.40 0.00 0.00
#> 1772067054_G12 1 0.1637 0.934 0.94 0.00 0.00 0.06
#> 1772063062_C11 1 0.1637 0.934 0.94 0.00 0.00 0.06
#> 1772067063_G08 1 0.1637 0.934 0.94 0.00 0.00 0.06
#> 1772058148_G05 4 0.0707 0.939 0.00 0.02 0.00 0.98
#> 1772063064_E06 1 0.2011 0.931 0.92 0.00 0.00 0.08
#> 1772058148_C05 1 0.2011 0.931 0.92 0.00 0.00 0.08
#> 1772062128_C04 1 0.2011 0.931 0.92 0.00 0.00 0.08
#> 1772060224_E12 1 0.1637 0.934 0.94 0.00 0.00 0.06
#> 1772058148_E08 1 0.2011 0.931 0.92 0.00 0.00 0.08
#> 1772058177_C04 1 0.2011 0.931 0.92 0.00 0.00 0.08
#> 1772063077_E12 1 0.1637 0.934 0.94 0.00 0.00 0.06
#> 1772058148_C09 2 0.3610 0.744 0.20 0.80 0.00 0.00
#> 1772063074_C07 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772063063_F12 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772067073_H07 2 0.1637 0.908 0.06 0.94 0.00 0.00
#> 1772067066_C06 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772067073_E04 2 0.1211 0.920 0.04 0.96 0.00 0.00
#> 1772067064_C11 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772067063_E07 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772067063_A06 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772066076_E11 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772071044_H11 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772066102_D01 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772071045_H02 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772058148_G03 4 0.1211 0.921 0.00 0.04 0.00 0.96
#> 1772058148_E06 4 0.0000 0.951 0.00 0.00 0.00 1.00
#> 1772062128_G01 1 0.2011 0.931 0.92 0.00 0.00 0.08
#> 1772062111_A04 1 0.2011 0.931 0.92 0.00 0.00 0.08
#> 1772062118_C05 1 0.1637 0.934 0.94 0.00 0.00 0.06
#> 1772063061_D08 1 0.1637 0.934 0.94 0.00 0.00 0.06
#> 1772060226_C10 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772060225_C06 3 0.1637 0.929 0.00 0.00 0.94 0.06
#> 1772062109_G12 3 0.0000 0.986 0.00 0.00 1.00 0.00
#> 1772067094_B04 3 0.1211 0.949 0.04 0.00 0.96 0.00
#> 1772063078_G04 1 0.3525 0.895 0.86 0.00 0.04 0.10
#> 1772067059_C05 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772066100_B04 3 0.2706 0.885 0.08 0.00 0.90 0.02
#> 1772058148_B11 1 0.2011 0.931 0.92 0.00 0.00 0.08
#> 1772067058_B03 1 0.0707 0.920 0.98 0.00 0.00 0.02
#> 1772062128_E08 1 0.2011 0.931 0.92 0.00 0.00 0.08
#> 1772060240_H06 1 0.1637 0.934 0.94 0.00 0.00 0.06
#> 1772071035_H05 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772066098_F09 1 0.3037 0.910 0.88 0.00 0.02 0.10
#> 1772067093_E09 4 0.0000 0.951 0.00 0.00 0.00 1.00
#> 1772067076_E06 4 0.0707 0.941 0.00 0.00 0.02 0.98
#> 1772067059_E10 4 0.0000 0.951 0.00 0.00 0.00 1.00
#> 1772067094_G10 2 0.0000 0.940 0.00 1.00 0.00 0.00
#> 1772066096_C12 4 0.0000 0.951 0.00 0.00 0.00 1.00
#> 1772066102_C03 4 0.0000 0.951 0.00 0.00 0.00 1.00
#> 1772066110_F06 4 0.1411 0.929 0.02 0.00 0.02 0.96
#> 1772058148_B12 4 0.0000 0.951 0.00 0.00 0.00 1.00
#> 1772058148_D11 1 0.4406 0.670 0.70 0.00 0.00 0.30
#> 1772058148_C07 1 0.4406 0.670 0.70 0.00 0.00 0.30
#> 1772058148_B02 1 0.2011 0.931 0.92 0.00 0.00 0.08
#> 1772058148_D03 4 0.0000 0.951 0.00 0.00 0.00 1.00
#> 1772063074_F11 4 0.0707 0.943 0.00 0.00 0.02 0.98
#> 1772058148_D02 4 0.2011 0.893 0.08 0.00 0.00 0.92
#> 1772066098_A12 4 0.0000 0.951 0.00 0.00 0.00 1.00
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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 148 3.07e-02 9.74e-09 2
#> ATC:skmeans 143 2.55e-02 8.47e-15 3
#> ATC:skmeans 148 7.00e-11 3.49e-29 4
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: Node011. Child nodes: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01121-leaf , Node01122-leaf , Node01131-leaf , Node01132-leaf , Node01133-leaf , Node01134-leaf , Node01221 , Node01222 , Node02111-leaf , Node02112-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02211-leaf , Node02212-leaf , Node02213-leaf , Node02221-leaf , Node02222-leaf , Node02223-leaf , Node02224-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02421-leaf , Node02422-leaf , Node02423-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0113"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 7878 rows and 118 columns.
#> Top rows (788) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 0.971 0.988 0.502 0.499 0.499
#> 3 3 0.906 0.906 0.960 0.285 0.774 0.582
#> 4 4 0.982 0.957 0.981 0.155 0.817 0.542
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
#> 1772067083_B11 2 0.000 0.990 0.00 1.00
#> 1772067070_A05 1 0.000 0.985 1.00 0.00
#> 1772062128_G02 1 0.000 0.985 1.00 0.00
#> 1772060226_D02 2 0.000 0.990 0.00 1.00
#> 1772062109_F11 1 0.000 0.985 1.00 0.00
#> 1772066090_E08 1 0.881 0.581 0.70 0.30
#> 1772067057_G11 1 0.000 0.985 1.00 0.00
#> 1772058177_A09 1 0.000 0.985 1.00 0.00
#> 1772062109_D01 1 0.000 0.985 1.00 0.00
#> 1772067070_C04 1 0.000 0.985 1.00 0.00
#> 1772066095_B12 1 0.000 0.985 1.00 0.00
#> 1772060240_H11 1 0.000 0.985 1.00 0.00
#> 1772066095_G07 2 0.943 0.429 0.36 0.64
#> 1772062113_A11 2 0.000 0.990 0.00 1.00
#> 1772062116_D02 1 0.000 0.985 1.00 0.00
#> 1772062118_F04 1 0.000 0.985 1.00 0.00
#> 1772063078_G02 2 0.000 0.990 0.00 1.00
#> 1772060224_F07 2 0.000 0.990 0.00 1.00
#> 1772063077_F06 2 0.141 0.973 0.02 0.98
#> 1772067074_D04 1 0.000 0.985 1.00 0.00
#> 1772066080_F07 1 0.000 0.985 1.00 0.00
#> 1772062113_E05 2 0.141 0.973 0.02 0.98
#> 1772063074_H12 1 0.000 0.985 1.00 0.00
#> 1772067057_B09 1 0.000 0.985 1.00 0.00
#> 1772060224_H07 2 0.000 0.990 0.00 1.00
#> 1772067070_C02 1 0.000 0.985 1.00 0.00
#> 1772062116_G09 1 0.000 0.985 1.00 0.00
#> 1772067058_C04 1 0.000 0.985 1.00 0.00
#> 1772060226_H12 2 0.000 0.990 0.00 1.00
#> 1772066090_B06 2 0.000 0.990 0.00 1.00
#> 1772071044_B03 1 0.000 0.985 1.00 0.00
#> 1772060226_F12 1 0.000 0.985 1.00 0.00
#> 1772060226_H02 2 0.000 0.990 0.00 1.00
#> 1772066090_D03 2 0.000 0.990 0.00 1.00
#> 1772060240_A03 2 0.000 0.990 0.00 1.00
#> 1772067070_H08 2 0.141 0.973 0.02 0.98
#> 1772071044_B01 1 0.000 0.985 1.00 0.00
#> 1772063063_B01 2 0.000 0.990 0.00 1.00
#> 1772062109_H08 1 0.000 0.985 1.00 0.00
#> 1772062109_D05 2 0.000 0.990 0.00 1.00
#> 1772062111_D07 2 0.000 0.990 0.00 1.00
#> 1772062113_C01 2 0.000 0.990 0.00 1.00
#> 1772067073_A12 2 0.000 0.990 0.00 1.00
#> 1772063063_C11 2 0.000 0.990 0.00 1.00
#> 1772063063_G05 2 0.000 0.990 0.00 1.00
#> 1772067069_E07 2 0.000 0.990 0.00 1.00
#> 1772067063_A07 2 0.000 0.990 0.00 1.00
#> 1772066096_C02 2 0.000 0.990 0.00 1.00
#> 1772067074_H04 1 0.000 0.985 1.00 0.00
#> 1772067074_H09 2 0.327 0.932 0.06 0.94
#> 1772067073_F07 1 0.000 0.985 1.00 0.00
#> 1772071036_D04 2 0.000 0.990 0.00 1.00
#> 1772067074_F11 2 0.000 0.990 0.00 1.00
#> 1772066108_B09 2 0.000 0.990 0.00 1.00
#> 1772063070_G07 2 0.141 0.973 0.02 0.98
#> 1772063065_D10 2 0.000 0.990 0.00 1.00
#> 1772063065_D08 2 0.000 0.990 0.00 1.00
#> 1772066097_C03 1 0.000 0.985 1.00 0.00
#> 1772063065_B12 1 0.904 0.536 0.68 0.32
#> 1772063063_H05 2 0.000 0.990 0.00 1.00
#> 1772067058_D06 1 0.000 0.985 1.00 0.00
#> 1772062109_G06 2 0.000 0.990 0.00 1.00
#> 1772062116_H04 1 0.000 0.985 1.00 0.00
#> 1772062116_H07 2 0.000 0.990 0.00 1.00
#> 1772063070_F02 2 0.000 0.990 0.00 1.00
#> 1772067074_D07 2 0.141 0.973 0.02 0.98
#> 1772062109_E02 1 0.242 0.948 0.96 0.04
#> 1772060224_F01 2 0.000 0.990 0.00 1.00
#> 1772062111_A11 2 0.000 0.990 0.00 1.00
#> 1772062111_A08 1 0.000 0.985 1.00 0.00
#> 1772062115_G08 2 0.000 0.990 0.00 1.00
#> 1772063064_F09 2 0.000 0.990 0.00 1.00
#> 1772066080_C04 2 0.000 0.990 0.00 1.00
#> 1772062128_A02 1 0.000 0.985 1.00 0.00
#> 1772060240_B11 1 0.000 0.985 1.00 0.00
#> 1772062116_C03 2 0.000 0.990 0.00 1.00
#> 1772066104_A09 1 0.000 0.985 1.00 0.00
#> 1772060240_G06 1 0.000 0.985 1.00 0.00
#> 1772063062_D09 1 0.000 0.985 1.00 0.00
#> 1772066077_D11 2 0.000 0.990 0.00 1.00
#> 1772063063_E01 2 0.000 0.990 0.00 1.00
#> 1772063077_B01 2 0.000 0.990 0.00 1.00
#> 1772058148_F08 1 0.760 0.723 0.78 0.22
#> 1772067074_F02 1 0.000 0.985 1.00 0.00
#> 1772063078_D03 2 0.000 0.990 0.00 1.00
#> 1772066101_B02 2 0.000 0.990 0.00 1.00
#> 1772066080_C03 2 0.000 0.990 0.00 1.00
#> 1772062128_E07 1 0.000 0.985 1.00 0.00
#> 1772063070_B07 1 0.000 0.985 1.00 0.00
#> 1772060226_H05 1 0.000 0.985 1.00 0.00
#> 1772063077_D01 2 0.000 0.990 0.00 1.00
#> 1772066090_G01 2 0.000 0.990 0.00 1.00
#> 1772067057_F12 1 0.000 0.985 1.00 0.00
#> 1772066101_B07 2 0.000 0.990 0.00 1.00
#> 1772063065_A11 1 0.000 0.985 1.00 0.00
#> 1772066110_A07 1 0.000 0.985 1.00 0.00
#> 1772060240_C12 1 0.000 0.985 1.00 0.00
#> 1772067060_B11 1 0.000 0.985 1.00 0.00
#> 1772063062_D04 1 0.000 0.985 1.00 0.00
#> 1772062111_B09 1 0.000 0.985 1.00 0.00
#> 1772062111_D02 1 0.000 0.985 1.00 0.00
#> 1772063077_B05 1 0.000 0.985 1.00 0.00
#> 1772062113_H10 1 0.000 0.985 1.00 0.00
#> 1772066080_E09 1 0.000 0.985 1.00 0.00
#> 1772067057_E04 1 0.000 0.985 1.00 0.00
#> 1772063077_B06 1 0.000 0.985 1.00 0.00
#> 1772062116_E06 1 0.000 0.985 1.00 0.00
#> 1772067064_D03 1 0.000 0.985 1.00 0.00
#> 1772063063_G07 2 0.000 0.990 0.00 1.00
#> 1772067063_E08 1 0.000 0.985 1.00 0.00
#> 1772062111_E09 2 0.000 0.990 0.00 1.00
#> 1772063074_H03 1 0.000 0.985 1.00 0.00
#> 1772063078_G10 1 0.000 0.985 1.00 0.00
#> 1772066110_D12 1 0.242 0.948 0.96 0.04
#> 1772071017_A07 1 0.000 0.985 1.00 0.00
#> 1772063061_D09 1 0.000 0.985 1.00 0.00
#> 1772067059_B04 1 0.000 0.985 1.00 0.00
#> 1772063068_D01 1 0.000 0.985 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> 1772067083_B11 2 0.0000 0.91486 0.00 1.00 0.00
#> 1772067070_A05 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772062128_G02 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772060226_D02 3 0.0000 0.97090 0.00 0.00 1.00
#> 1772062109_F11 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772066090_E08 2 0.0000 0.91486 0.00 1.00 0.00
#> 1772067057_G11 1 0.2066 0.92857 0.94 0.00 0.06
#> 1772058177_A09 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772062109_D01 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772067070_C04 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772066095_B12 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772060240_H11 1 0.1529 0.94706 0.96 0.00 0.04
#> 1772066095_G07 2 0.2066 0.88448 0.00 0.94 0.06
#> 1772062113_A11 2 0.2959 0.86077 0.00 0.90 0.10
#> 1772062116_D02 1 0.1529 0.94706 0.96 0.00 0.04
#> 1772062118_F04 1 0.1529 0.94706 0.96 0.00 0.04
#> 1772063078_G02 2 0.1529 0.89802 0.00 0.96 0.04
#> 1772060224_F07 2 0.2959 0.86077 0.00 0.90 0.10
#> 1772063077_F06 2 0.2537 0.87221 0.00 0.92 0.08
#> 1772067074_D04 1 0.2066 0.92857 0.94 0.00 0.06
#> 1772066080_F07 1 0.2537 0.90819 0.92 0.00 0.08
#> 1772062113_E05 2 0.2959 0.86077 0.00 0.90 0.10
#> 1772063074_H12 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772067057_B09 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772060224_H07 2 0.0000 0.91486 0.00 1.00 0.00
#> 1772067070_C02 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772062116_G09 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772067058_C04 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772060226_H12 3 0.0000 0.97090 0.00 0.00 1.00
#> 1772066090_B06 2 0.0000 0.91486 0.00 1.00 0.00
#> 1772071044_B03 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772060226_F12 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772060226_H02 2 0.2959 0.86077 0.00 0.90 0.10
#> 1772066090_D03 2 0.0000 0.91486 0.00 1.00 0.00
#> 1772060240_A03 3 0.0000 0.97090 0.00 0.00 1.00
#> 1772067070_H08 3 0.0892 0.95078 0.02 0.00 0.98
#> 1772071044_B01 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772063063_B01 2 0.0892 0.90722 0.00 0.98 0.02
#> 1772062109_H08 1 0.5216 0.65108 0.74 0.00 0.26
#> 1772062109_D05 3 0.0000 0.97090 0.00 0.00 1.00
#> 1772062111_D07 2 0.2959 0.85314 0.00 0.90 0.10
#> 1772062113_C01 3 0.0000 0.97090 0.00 0.00 1.00
#> 1772067073_A12 3 0.0000 0.97090 0.00 0.00 1.00
#> 1772063063_C11 3 0.0000 0.97090 0.00 0.00 1.00
#> 1772063063_G05 3 0.0000 0.97090 0.00 0.00 1.00
#> 1772067069_E07 3 0.0000 0.97090 0.00 0.00 1.00
#> 1772067063_A07 3 0.0000 0.97090 0.00 0.00 1.00
#> 1772066096_C02 2 0.5835 0.50733 0.00 0.66 0.34
#> 1772067074_H04 1 0.3686 0.83420 0.86 0.00 0.14
#> 1772067074_H09 3 0.0000 0.97090 0.00 0.00 1.00
#> 1772067073_F07 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772071036_D04 3 0.0000 0.97090 0.00 0.00 1.00
#> 1772067074_F11 3 0.0000 0.97090 0.00 0.00 1.00
#> 1772066108_B09 3 0.0000 0.97090 0.00 0.00 1.00
#> 1772063070_G07 3 0.0000 0.97090 0.00 0.00 1.00
#> 1772063065_D10 3 0.0892 0.95352 0.00 0.02 0.98
#> 1772063065_D08 2 0.0000 0.91486 0.00 1.00 0.00
#> 1772066097_C03 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772063065_B12 2 0.9715 0.14348 0.38 0.40 0.22
#> 1772063063_H05 2 0.0000 0.91486 0.00 1.00 0.00
#> 1772067058_D06 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772062109_G06 2 0.0892 0.90625 0.00 0.98 0.02
#> 1772062116_H04 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772062116_H07 3 0.0000 0.97090 0.00 0.00 1.00
#> 1772063070_F02 3 0.0000 0.97090 0.00 0.00 1.00
#> 1772067074_D07 3 0.0000 0.97090 0.00 0.00 1.00
#> 1772062109_E02 3 0.6192 0.25844 0.42 0.00 0.58
#> 1772060224_F01 3 0.0000 0.97090 0.00 0.00 1.00
#> 1772062111_A11 3 0.0892 0.95352 0.00 0.02 0.98
#> 1772062111_A08 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772062115_G08 3 0.0000 0.97090 0.00 0.00 1.00
#> 1772063064_F09 2 0.6309 0.06605 0.00 0.50 0.50
#> 1772066080_C04 2 0.3686 0.81277 0.00 0.86 0.14
#> 1772062128_A02 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772060240_B11 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772062116_C03 3 0.2959 0.86127 0.00 0.10 0.90
#> 1772066104_A09 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772060240_G06 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772063062_D09 2 0.0000 0.91486 0.00 1.00 0.00
#> 1772066077_D11 2 0.0000 0.91486 0.00 1.00 0.00
#> 1772063063_E01 2 0.0000 0.91486 0.00 1.00 0.00
#> 1772063077_B01 2 0.0892 0.90722 0.00 0.98 0.02
#> 1772058148_F08 2 0.0000 0.91486 0.00 1.00 0.00
#> 1772067074_F02 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772063078_D03 2 0.0000 0.91486 0.00 1.00 0.00
#> 1772066101_B02 2 0.0000 0.91486 0.00 1.00 0.00
#> 1772066080_C03 2 0.0000 0.91486 0.00 1.00 0.00
#> 1772062128_E07 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772063070_B07 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772060226_H05 2 0.0000 0.91486 0.00 1.00 0.00
#> 1772063077_D01 2 0.0000 0.91486 0.00 1.00 0.00
#> 1772066090_G01 2 0.0000 0.91486 0.00 1.00 0.00
#> 1772067057_F12 2 0.4291 0.73301 0.18 0.82 0.00
#> 1772066101_B07 2 0.0000 0.91486 0.00 1.00 0.00
#> 1772063065_A11 2 0.0000 0.91486 0.00 1.00 0.00
#> 1772066110_A07 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772060240_C12 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772067060_B11 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772063062_D04 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772062111_B09 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772062111_D02 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772063077_B05 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772062113_H10 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772066080_E09 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772067057_E04 1 0.1529 0.94366 0.96 0.04 0.00
#> 1772063077_B06 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772062116_E06 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772067064_D03 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772063063_G07 2 0.0000 0.91486 0.00 1.00 0.00
#> 1772067063_E08 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772062111_E09 2 0.0000 0.91486 0.00 1.00 0.00
#> 1772063074_H03 2 0.6309 0.00515 0.50 0.50 0.00
#> 1772063078_G10 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772066110_D12 2 0.0000 0.91486 0.00 1.00 0.00
#> 1772071017_A07 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772063061_D09 1 0.0000 0.97798 1.00 0.00 0.00
#> 1772067059_B04 1 0.5948 0.43781 0.64 0.00 0.36
#> 1772063068_D01 1 0.0000 0.97798 1.00 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> 1772067083_B11 2 0.0000 0.955 0.00 1.00 0.00 0.00
#> 1772067070_A05 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772062128_G02 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772060226_D02 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772062109_F11 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772066090_E08 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772067057_G11 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772058177_A09 4 0.3172 0.797 0.16 0.00 0.00 0.84
#> 1772062109_D01 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772067070_C04 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772066095_B12 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772060240_H11 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772066095_G07 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772062113_A11 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772062116_D02 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772062118_F04 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772063078_G02 2 0.0000 0.955 0.00 1.00 0.00 0.00
#> 1772060224_F07 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772063077_F06 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772067074_D04 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772066080_F07 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772062113_E05 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772063074_H12 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772067057_B09 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772060224_H07 2 0.0000 0.955 0.00 1.00 0.00 0.00
#> 1772067070_C02 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772062116_G09 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772067058_C04 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772060226_H12 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772066090_B06 2 0.0000 0.955 0.00 1.00 0.00 0.00
#> 1772071044_B03 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772060226_F12 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772060226_H02 4 0.0000 0.992 0.00 0.00 0.00 1.00
#> 1772066090_D03 2 0.0000 0.955 0.00 1.00 0.00 0.00
#> 1772060240_A03 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067070_H08 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772071044_B01 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772063063_B01 2 0.0000 0.955 0.00 1.00 0.00 0.00
#> 1772062109_H08 1 0.0707 0.969 0.98 0.00 0.02 0.00
#> 1772062109_D05 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772062111_D07 2 0.1211 0.926 0.00 0.96 0.04 0.00
#> 1772062113_C01 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067073_A12 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772063063_C11 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772063063_G05 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067069_E07 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067063_A07 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066096_C02 2 0.3400 0.779 0.00 0.82 0.18 0.00
#> 1772067074_H04 1 0.1211 0.951 0.96 0.00 0.04 0.00
#> 1772067074_H09 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067073_F07 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772071036_D04 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067074_F11 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066108_B09 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772063070_G07 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772063065_D10 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772063065_D08 2 0.0000 0.955 0.00 1.00 0.00 0.00
#> 1772066097_C03 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772063065_B12 1 0.4731 0.751 0.78 0.16 0.06 0.00
#> 1772063063_H05 2 0.0000 0.955 0.00 1.00 0.00 0.00
#> 1772067058_D06 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772062109_G06 2 0.0000 0.955 0.00 1.00 0.00 0.00
#> 1772062116_H04 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772062116_H07 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772063070_F02 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067074_D07 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772062109_E02 1 0.1211 0.951 0.96 0.00 0.04 0.00
#> 1772060224_F01 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772062111_A11 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772062111_A08 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772062115_G08 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772063064_F09 2 0.4994 0.119 0.00 0.52 0.48 0.00
#> 1772066080_C04 2 0.2921 0.829 0.00 0.86 0.14 0.00
#> 1772062128_A02 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772060240_B11 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772062116_C03 3 0.3610 0.750 0.00 0.00 0.80 0.20
#> 1772066104_A09 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772060240_G06 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772063062_D09 2 0.0707 0.940 0.02 0.98 0.00 0.00
#> 1772066077_D11 2 0.0000 0.955 0.00 1.00 0.00 0.00
#> 1772063063_E01 2 0.0000 0.955 0.00 1.00 0.00 0.00
#> 1772063077_B01 2 0.0000 0.955 0.00 1.00 0.00 0.00
#> 1772058148_F08 2 0.0000 0.955 0.00 1.00 0.00 0.00
#> 1772067074_F02 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772063078_D03 2 0.0000 0.955 0.00 1.00 0.00 0.00
#> 1772066101_B02 2 0.0000 0.955 0.00 1.00 0.00 0.00
#> 1772066080_C03 2 0.0000 0.955 0.00 1.00 0.00 0.00
#> 1772062128_E07 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772063070_B07 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772060226_H05 2 0.1637 0.906 0.06 0.94 0.00 0.00
#> 1772063077_D01 2 0.0000 0.955 0.00 1.00 0.00 0.00
#> 1772066090_G01 2 0.0000 0.955 0.00 1.00 0.00 0.00
#> 1772067057_F12 2 0.3975 0.688 0.24 0.76 0.00 0.00
#> 1772066101_B07 2 0.0000 0.955 0.00 1.00 0.00 0.00
#> 1772063065_A11 2 0.2011 0.886 0.08 0.92 0.00 0.00
#> 1772066110_A07 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772060240_C12 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772067060_B11 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772063062_D04 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772062111_B09 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772062111_D02 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772063077_B05 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772062113_H10 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772066080_E09 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772067057_E04 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772063077_B06 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772062116_E06 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772067064_D03 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772063063_G07 2 0.0000 0.955 0.00 1.00 0.00 0.00
#> 1772067063_E08 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772062111_E09 2 0.0000 0.955 0.00 1.00 0.00 0.00
#> 1772063074_H03 1 0.1211 0.948 0.96 0.04 0.00 0.00
#> 1772063078_G10 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772066110_D12 2 0.0000 0.955 0.00 1.00 0.00 0.00
#> 1772071017_A07 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772063061_D09 1 0.0000 0.985 1.00 0.00 0.00 0.00
#> 1772067059_B04 1 0.3975 0.693 0.76 0.00 0.24 0.00
#> 1772063068_D01 1 0.0000 0.985 1.00 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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 117 3.63e-01 1.10e-02 2
#> ATC:skmeans 113 3.75e-06 3.40e-06 3
#> ATC:skmeans 117 1.83e-23 9.57e-18 4
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 , Node0112 , Node0113 , Node0121-leaf , Node0122 , Node0131-leaf , Node0132-leaf , Node0133-leaf , Node0134-leaf , Node0211 , Node0212 , Node0213 , Node0221 , Node0222 , Node0231 , Node0232 , Node0241-leaf , Node0242 , Node0311-leaf , Node0312-leaf , Node0313-leaf , Node0314-leaf , Node0321-leaf , Node0322-leaf , Node0323-leaf , Node0324-leaf , Node0331-leaf , Node0332-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.
#> On a matrix with 9954 rows and 457 columns.
#> Top rows (995) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 2.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_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 0.969 0.987 0.491 0.508 0.508
#> 3 3 0.660 0.770 0.870 0.269 0.837 0.689
#> 4 4 0.619 0.580 0.779 0.126 0.775 0.513
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 2
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
#> 1772067057_G07 2 0.000 0.979 0.00 1.00
#> 1772067076_C07 2 0.000 0.979 0.00 1.00
#> 1772067064_G07 2 0.000 0.979 0.00 1.00
#> 1772058177_D03 2 0.000 0.979 0.00 1.00
#> 1772067074_C07 2 0.000 0.979 0.00 1.00
#> 1772063070_G03 2 0.000 0.979 0.00 1.00
#> 1772058177_D09 2 0.000 0.979 0.00 1.00
#> 1772066080_G07 2 0.000 0.979 0.00 1.00
#> 1772063063_C07 2 0.000 0.979 0.00 1.00
#> 1772066080_D07 2 0.000 0.979 0.00 1.00
#> 1772062114_G10 2 0.000 0.979 0.00 1.00
#> 1772063061_G05 2 0.000 0.979 0.00 1.00
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#> 1772067073_D10 1 0.000 0.993 1.00 0.00
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#> 1772067064_B10 1 0.000 0.993 1.00 0.00
#> 1772063070_G01 2 0.000 0.979 0.00 1.00
#> 1772067064_D10 2 0.971 0.354 0.40 0.60
#> 1772067063_B07 1 0.000 0.993 1.00 0.00
#> 1772062118_D03 1 0.000 0.993 1.00 0.00
#> 1772067074_F05 1 0.000 0.993 1.00 0.00
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#> 1772071040_H10 1 0.000 0.993 1.00 0.00
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#> 1772067069_A02 1 0.000 0.993 1.00 0.00
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#> 1772067074_F04 2 0.000 0.979 0.00 1.00
#> 1772063063_D08 2 0.000 0.979 0.00 1.00
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#> 1772063063_G10 2 0.000 0.979 0.00 1.00
#> 1772071040_D04 1 0.000 0.993 1.00 0.00
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#> 1772067064_C10 1 0.000 0.993 1.00 0.00
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#> 1772063061_F04 1 0.000 0.993 1.00 0.00
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#> 1772060240_B12 2 0.000 0.979 0.00 1.00
#> 1772062113_B06 2 0.000 0.979 0.00 1.00
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#> 1772062109_G05 1 0.000 0.993 1.00 0.00
#> 1772063079_C12 1 0.000 0.993 1.00 0.00
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#> 1772062113_G01 2 0.000 0.979 0.00 1.00
#> 1772062113_B01 2 0.000 0.979 0.00 1.00
#> 1772062111_C09 1 0.000 0.993 1.00 0.00
#> 1772062111_G02 2 0.855 0.626 0.28 0.72
#> 1772060224_A07 2 0.000 0.979 0.00 1.00
#> 1772062113_F07 2 0.000 0.979 0.00 1.00
#> 1772062114_F03 2 0.000 0.979 0.00 1.00
#> 1772062111_D11 2 0.242 0.944 0.04 0.96
#> 1772058171_F05 1 0.000 0.993 1.00 0.00
#> 1772062111_E03 1 0.000 0.993 1.00 0.00
#> 1772062113_A05 2 0.000 0.979 0.00 1.00
#> 1772060224_C04 2 0.000 0.979 0.00 1.00
#> 1772058171_G08 1 0.000 0.993 1.00 0.00
#> 1772062113_B04 2 0.000 0.979 0.00 1.00
#> 1772062113_D09 2 0.680 0.786 0.18 0.82
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#> 1772062113_G11 2 0.000 0.979 0.00 1.00
#> 1772062114_A03 2 0.242 0.944 0.04 0.96
#> 1772058177_A02 2 0.000 0.979 0.00 1.00
#> 1772058171_C03 1 0.000 0.993 1.00 0.00
#> 1772062109_A07 2 0.141 0.962 0.02 0.98
#> 1772063061_A07 1 0.000 0.993 1.00 0.00
#> 1772062111_G01 1 0.000 0.993 1.00 0.00
#> 1772058171_C12 1 0.000 0.993 1.00 0.00
#> 1772058171_D10 1 0.000 0.993 1.00 0.00
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#> 1772063079_F07 2 0.000 0.979 0.00 1.00
#> 1772058171_H02 2 0.000 0.979 0.00 1.00
#> 1772062128_H11 1 0.000 0.993 1.00 0.00
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#> 1772062111_D05 1 0.000 0.993 1.00 0.00
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#> 1772058171_D06 2 0.000 0.979 0.00 1.00
#> 1772063062_C10 1 0.000 0.993 1.00 0.00
#> 1772058171_C09 1 0.000 0.993 1.00 0.00
#> 1772063062_C07 2 0.000 0.979 0.00 1.00
#> 1772062116_E08 1 0.000 0.993 1.00 0.00
#> 1772062116_E07 2 0.000 0.979 0.00 1.00
#> 1772062113_B03 1 0.000 0.993 1.00 0.00
#> 1772062116_A09 1 0.000 0.993 1.00 0.00
#> 1772062114_E11 1 0.000 0.993 1.00 0.00
#> 1772062128_H05 1 0.000 0.993 1.00 0.00
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#> 1772062113_A01 2 0.000 0.979 0.00 1.00
#> 1772060224_G06 2 0.000 0.979 0.00 1.00
#> 1772062109_A12 2 0.795 0.696 0.24 0.76
#> 1772062115_B06 1 0.000 0.993 1.00 0.00
#> 1772066108_G12 1 0.000 0.993 1.00 0.00
#> 1772071040_D12 1 0.000 0.993 1.00 0.00
#> 1772058171_F06 1 0.000 0.993 1.00 0.00
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#> 1772063064_D06 1 0.000 0.993 1.00 0.00
#> 1772063074_G12 1 0.000 0.993 1.00 0.00
#> 1772062113_A02 2 0.000 0.979 0.00 1.00
#> 1772058148_A04 2 0.000 0.979 0.00 1.00
#> 1772062113_A12 2 0.000 0.979 0.00 1.00
#> 1772063062_H08 1 0.000 0.993 1.00 0.00
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#> 1772062109_C03 1 0.000 0.993 1.00 0.00
#> 1772062116_F04 2 0.000 0.979 0.00 1.00
#> 1772063062_G01 1 0.000 0.993 1.00 0.00
#> 1772062116_E02 1 0.000 0.993 1.00 0.00
#> 1772063062_C01 1 0.000 0.993 1.00 0.00
#> 1772063074_H11 1 0.000 0.993 1.00 0.00
#> 1772063079_D07 1 0.000 0.993 1.00 0.00
#> 1772071040_G04 2 0.402 0.905 0.08 0.92
#> 1772063063_A12 2 0.000 0.979 0.00 1.00
#> 1772071014_D12 1 0.000 0.993 1.00 0.00
#> 1772062109_A09 1 0.000 0.993 1.00 0.00
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#> 1772063062_G11 1 0.000 0.993 1.00 0.00
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#> 1772067074_F06 1 0.000 0.993 1.00 0.00
#> 1772063063_B10 1 0.000 0.993 1.00 0.00
#> 1772071041_A08 1 0.000 0.993 1.00 0.00
#> 1772063062_B04 1 0.000 0.993 1.00 0.00
#> 1772066097_B12 1 0.000 0.993 1.00 0.00
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#> 1772063077_D02 1 0.000 0.993 1.00 0.00
#> 1772060240_G11 1 0.000 0.993 1.00 0.00
#> 1772062118_H10 1 0.000 0.993 1.00 0.00
#> 1772060224_H04 1 0.000 0.993 1.00 0.00
#> 1772060240_F04 1 0.000 0.993 1.00 0.00
#> 1772063062_F12 1 0.000 0.993 1.00 0.00
#> 1772063063_G02 1 0.000 0.993 1.00 0.00
#> 1772063061_G08 1 0.000 0.993 1.00 0.00
#> 1772062114_E06 1 0.000 0.993 1.00 0.00
#> 1772060224_H05 1 0.000 0.993 1.00 0.00
#> 1772062114_F05 1 0.000 0.993 1.00 0.00
#> 1772071041_A12 1 0.000 0.993 1.00 0.00
#> 1772062116_H05 1 0.000 0.993 1.00 0.00
#> 1772071040_A08 1 0.000 0.993 1.00 0.00
#> 1772062115_A04 1 0.000 0.993 1.00 0.00
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#> 1772060225_C11 1 0.000 0.993 1.00 0.00
#> 1772063074_A04 1 0.000 0.993 1.00 0.00
#> 1772062115_B10 1 0.000 0.993 1.00 0.00
#> 1772060224_B03 1 0.000 0.993 1.00 0.00
#> 1772062114_B09 1 0.000 0.993 1.00 0.00
#> 1772063078_C09 2 0.000 0.979 0.00 1.00
#> 1772063078_C08 1 0.000 0.993 1.00 0.00
#> 1772060224_D03 1 0.000 0.993 1.00 0.00
#> 1772063078_F11 1 0.000 0.993 1.00 0.00
#> 1772060240_G10 1 0.000 0.993 1.00 0.00
#> 1772060240_A12 1 0.000 0.993 1.00 0.00
#> 1772062114_D06 1 0.000 0.993 1.00 0.00
#> 1772066096_C04 1 0.000 0.993 1.00 0.00
#> 1772062118_E02 1 0.000 0.993 1.00 0.00
#> 1772062114_H05 1 0.000 0.993 1.00 0.00
#> 1772063061_C03 2 0.855 0.626 0.28 0.72
#> 1772063077_D09 1 0.000 0.993 1.00 0.00
#> 1772062114_H04 1 0.000 0.993 1.00 0.00
#> 1772060224_E09 1 0.000 0.993 1.00 0.00
#> 1772063079_H03 1 0.000 0.993 1.00 0.00
#> 1772060224_H11 2 0.680 0.785 0.18 0.82
#> 1772063064_D09 1 0.000 0.993 1.00 0.00
#> 1772060224_B05 1 0.000 0.993 1.00 0.00
#> 1772063063_H08 1 0.000 0.993 1.00 0.00
#> 1772060225_G07 1 0.000 0.993 1.00 0.00
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#> 1772062114_D10 1 0.000 0.993 1.00 0.00
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#> 1772060226_A11 1 0.000 0.993 1.00 0.00
#> 1772060226_D01 1 0.000 0.993 1.00 0.00
#> 1772060226_F06 2 0.000 0.979 0.00 1.00
#> 1772060226_A07 1 0.000 0.993 1.00 0.00
#> 1772060226_D03 1 0.000 0.993 1.00 0.00
#> 1772060226_D04 1 0.000 0.993 1.00 0.00
#> 1772060226_E10 1 0.000 0.993 1.00 0.00
#> 1772060226_A08 1 0.000 0.993 1.00 0.00
#> 1772060226_G04 2 0.000 0.979 0.00 1.00
#> 1772060226_G06 2 0.000 0.979 0.00 1.00
#> 1772060226_F04 2 0.000 0.979 0.00 1.00
#> 1772060226_F08 2 0.000 0.979 0.00 1.00
#> 1772062115_E11 1 0.000 0.993 1.00 0.00
#> 1772062111_C06 1 0.000 0.993 1.00 0.00
#> 1772062109_F08 1 0.000 0.993 1.00 0.00
#> 1772060224_F03 2 0.242 0.944 0.04 0.96
#> 1772063079_G07 1 0.000 0.993 1.00 0.00
#> 1772063068_B05 1 0.000 0.993 1.00 0.00
#> 1772066097_D10 1 0.242 0.952 0.96 0.04
#> 1772067059_A01 1 0.000 0.993 1.00 0.00
#> 1772062111_D09 1 0.000 0.993 1.00 0.00
#> 1772063079_H01 1 0.000 0.993 1.00 0.00
#> 1772066108_E05 1 0.000 0.993 1.00 0.00
#> 1772066104_C11 1 0.000 0.993 1.00 0.00
#> 1772063063_C08 1 0.000 0.993 1.00 0.00
#> 1772062118_H03 1 0.000 0.993 1.00 0.00
#> 1772063063_A04 1 0.000 0.993 1.00 0.00
#> 1772066107_E11 1 0.000 0.993 1.00 0.00
#> 1772071045_D02 1 0.000 0.993 1.00 0.00
#> 1772063063_E05 2 0.000 0.979 0.00 1.00
#> 1772062128_D09 1 0.000 0.993 1.00 0.00
#> 1772067064_A09 2 0.000 0.979 0.00 1.00
#> 1772067059_C11 2 0.000 0.979 0.00 1.00
#> 1772066096_G11 1 0.000 0.993 1.00 0.00
#> 1772067076_B09 2 0.000 0.979 0.00 1.00
#> 1772067058_B10 1 0.000 0.993 1.00 0.00
#> 1772067060_H04 2 0.000 0.979 0.00 1.00
#> 1772067059_E05 1 0.000 0.993 1.00 0.00
#> 1772067063_G11 2 0.000 0.979 0.00 1.00
#> 1772067060_E10 2 0.634 0.812 0.16 0.84
#> 1772066076_G04 1 0.000 0.993 1.00 0.00
#> 1772058148_A09 1 0.000 0.993 1.00 0.00
#> 1772066090_D10 1 0.000 0.993 1.00 0.00
#> 1772066108_H10 1 0.000 0.993 1.00 0.00
#> 1772067059_G06 1 0.000 0.993 1.00 0.00
#> 1772066108_E12 1 0.000 0.993 1.00 0.00
#> 1772058177_E04 1 0.000 0.993 1.00 0.00
#> 1772067076_B06 2 0.000 0.979 0.00 1.00
#> 1772067057_A12 1 0.000 0.993 1.00 0.00
#> 1772067076_G12 1 0.000 0.993 1.00 0.00
#> 1772062115_E03 1 0.000 0.993 1.00 0.00
#> 1772066099_E11 2 0.000 0.979 0.00 1.00
#> 1772066108_A05 1 0.000 0.993 1.00 0.00
#> 1772062118_H12 1 0.000 0.993 1.00 0.00
#> 1772062111_C04 1 0.000 0.993 1.00 0.00
#> 1772066108_C04 1 0.000 0.993 1.00 0.00
#> 1772060224_D10 1 0.000 0.993 1.00 0.00
#> 1772062118_C10 1 0.000 0.993 1.00 0.00
#> 1772063062_E06 1 0.000 0.993 1.00 0.00
#> 1772062118_G11 1 0.000 0.993 1.00 0.00
#> 1772062111_C05 1 0.000 0.993 1.00 0.00
#> 1772062115_B11 2 0.000 0.979 0.00 1.00
#> 1772062115_G12 1 0.000 0.993 1.00 0.00
#> 1772062118_F01 1 0.000 0.993 1.00 0.00
#> 1772062113_D12 1 0.000 0.993 1.00 0.00
#> 1772062111_E12 1 0.000 0.993 1.00 0.00
#> 1772062113_C02 1 0.000 0.993 1.00 0.00
#> 1772062114_A01 1 0.000 0.993 1.00 0.00
#> 1772062118_D05 1 0.000 0.993 1.00 0.00
#> 1772062118_G02 1 0.000 0.993 1.00 0.00
#> 1772062115_B08 1 0.000 0.993 1.00 0.00
#> 1772062109_H02 1 0.000 0.993 1.00 0.00
#> 1772062111_B07 1 0.000 0.993 1.00 0.00
#> 1772062111_B10 1 0.000 0.993 1.00 0.00
#> 1772062109_F06 2 0.141 0.962 0.02 0.98
#> 1772062113_C06 1 0.000 0.993 1.00 0.00
#> 1772062113_C11 1 0.000 0.993 1.00 0.00
#> 1772063070_C10 1 0.000 0.993 1.00 0.00
#> 1772062111_A07 1 0.000 0.993 1.00 0.00
#> 1772062111_H04 1 0.000 0.993 1.00 0.00
#> 1772063061_F12 1 0.000 0.993 1.00 0.00
#> 1772063079_H02 1 0.000 0.993 1.00 0.00
#> 1772062118_E01 2 0.000 0.979 0.00 1.00
#> 1772062115_E04 1 0.000 0.993 1.00 0.00
#> 1772062109_F12 2 0.000 0.979 0.00 1.00
#> 1772063070_D05 1 0.000 0.993 1.00 0.00
#> 1772062113_G06 2 0.000 0.979 0.00 1.00
#> 1772062113_E02 2 0.000 0.979 0.00 1.00
#> 1772062111_H02 2 0.000 0.979 0.00 1.00
#> 1772062113_D04 2 0.000 0.979 0.00 1.00
#> 1772063079_D02 1 0.000 0.993 1.00 0.00
#> 1772063079_E09 1 0.000 0.993 1.00 0.00
#> 1772066095_G12 1 0.000 0.993 1.00 0.00
#> 1772063061_D02 1 0.000 0.993 1.00 0.00
#> 1772063078_F04 1 0.402 0.908 0.92 0.08
#> 1772062113_F12 1 0.000 0.993 1.00 0.00
#> 1772063079_C04 2 0.000 0.979 0.00 1.00
#> 1772062116_H02 2 0.000 0.979 0.00 1.00
#> 1772058171_B09 1 0.000 0.993 1.00 0.00
#> 1772062115_C07 2 0.000 0.979 0.00 1.00
#> 1772063064_E07 1 0.971 0.316 0.60 0.40
#> 1772066108_H04 2 0.000 0.979 0.00 1.00
#> 1772067060_D02 1 0.000 0.993 1.00 0.00
#> 1772063079_D11 1 0.000 0.993 1.00 0.00
#> 1772062113_E07 2 0.000 0.979 0.00 1.00
#> 1772058171_B04 1 0.000 0.993 1.00 0.00
#> 1772058177_E07 1 0.958 0.374 0.62 0.38
#> 1772067076_D02 2 0.000 0.979 0.00 1.00
#> 1772058177_D12 1 0.000 0.993 1.00 0.00
#> 1772058171_E07 1 0.000 0.993 1.00 0.00
#> 1772058177_C01 1 0.000 0.993 1.00 0.00
#> 1772058171_A02 1 0.000 0.993 1.00 0.00
#> 1772058171_B05 1 0.000 0.993 1.00 0.00
#> 1772058171_D03 2 0.000 0.979 0.00 1.00
#> 1772058177_A03 2 0.000 0.979 0.00 1.00
#> 1772058171_E02 2 0.000 0.979 0.00 1.00
#> 1772058171_A04 1 0.000 0.993 1.00 0.00
#> 1772063074_D10 1 0.000 0.993 1.00 0.00
#> 1772058171_G01 2 0.000 0.979 0.00 1.00
#> 1772058177_E06 2 0.000 0.979 0.00 1.00
#> 1772058177_C02 2 0.000 0.979 0.00 1.00
#> 1772058177_B05 2 0.000 0.979 0.00 1.00
#> 1772058171_D04 2 0.000 0.979 0.00 1.00
#> 1772058171_D01 1 0.000 0.993 1.00 0.00
#> 1772058177_F08 2 0.000 0.979 0.00 1.00
#> 1772058171_C01 2 0.000 0.979 0.00 1.00
#> 1772058171_F03 1 0.000 0.993 1.00 0.00
#> 1772058171_A11 2 0.000 0.979 0.00 1.00
#> 1772058171_G11 1 0.000 0.993 1.00 0.00
#> 1772058171_A09 1 0.000 0.993 1.00 0.00
#> 1772058171_F08 2 0.000 0.979 0.00 1.00
#> 1772058177_F06 1 0.000 0.993 1.00 0.00
#> 1772058171_B08 1 0.000 0.993 1.00 0.00
#> 1772058171_G03 1 0.000 0.993 1.00 0.00
#> 1772058177_A01 1 0.000 0.993 1.00 0.00
#> 1772058177_B06 1 0.000 0.993 1.00 0.00
#> 1772058148_G12 1 0.000 0.993 1.00 0.00
#> 1772058171_B07 2 0.000 0.979 0.00 1.00
#> 1772058177_G05 2 0.000 0.979 0.00 1.00
#> 1772063064_F07 2 0.000 0.979 0.00 1.00
#> 1772058171_E10 2 0.000 0.979 0.00 1.00
#> 1772058171_B06 1 0.000 0.993 1.00 0.00
#> 1772058177_E12 1 0.000 0.993 1.00 0.00
#> 1772058171_D02 2 0.141 0.962 0.02 0.98
#> 1772058177_B04 1 0.000 0.993 1.00 0.00
#> 1772062128_F04 1 0.000 0.993 1.00 0.00
#> 1772058171_D08 1 0.000 0.993 1.00 0.00
#> 1772058171_E05 1 0.000 0.993 1.00 0.00
#> 1772058177_B09 2 0.000 0.979 0.00 1.00
#> 1772058177_C12 2 0.680 0.786 0.18 0.82
#> 1772058177_D05 2 0.529 0.861 0.12 0.88
#> 1772058171_G10 1 0.000 0.993 1.00 0.00
#> 1772058171_C04 1 0.000 0.993 1.00 0.00
#> 1772058171_C08 1 0.000 0.993 1.00 0.00
#> 1772058171_C10 1 0.000 0.993 1.00 0.00
#> 1772066090_A06 2 0.000 0.979 0.00 1.00
#> 1772062114_B04 2 0.000 0.979 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> 1772067057_G07 3 0.5560 0.64895 0.00 0.30 0.70
#> 1772067076_C07 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772067064_G07 3 0.5560 0.64895 0.00 0.30 0.70
#> 1772058177_D03 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772067074_C07 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772063070_G03 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772058177_D09 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772066080_G07 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772063063_C07 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772066080_D07 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062114_G10 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772063061_G05 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772058171_C02 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772067063_D03 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062111_F07 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772071036_G12 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062111_H05 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062114_A12 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772060226_F05 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062115_A09 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062109_A05 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062116_B05 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062115_D07 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772063063_F08 3 0.6309 0.34533 0.00 0.50 0.50
#> 1772060224_G07 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062115_C01 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772063078_B09 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772060225_A05 2 0.6109 0.74839 0.08 0.78 0.14
#> 1772062128_B02 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772058177_E11 2 0.4002 0.80168 0.00 0.84 0.16
#> 1772067059_D12 2 0.6192 -0.12423 0.00 0.58 0.42
#> 1772063061_A09 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772058177_A06 2 0.3686 0.80608 0.00 0.86 0.14
#> 1772058171_F09 2 0.5216 0.78822 0.00 0.74 0.26
#> 1772058171_B01 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772058177_E10 2 0.0892 0.81324 0.00 0.98 0.02
#> 1772067073_B03 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772063063_E07 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772067069_B03 3 0.6045 0.57183 0.00 0.38 0.62
#> 1772067074_E07 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772067069_F06 3 0.6045 0.57183 0.00 0.38 0.62
#> 1772071044_G06 3 0.5560 0.64895 0.00 0.30 0.70
#> 1772063063_B04 3 0.6126 0.54263 0.00 0.40 0.60
#> 1772067060_A02 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772067059_F05 1 0.6045 0.16488 0.62 0.00 0.38
#> 1772066098_B11 2 0.6126 -0.06817 0.00 0.60 0.40
#> 1772063063_C02 3 0.6387 0.65191 0.02 0.30 0.68
#> 1772063063_F05 3 0.6758 0.58958 0.36 0.02 0.62
#> 1772060225_F06 3 0.9593 0.48924 0.38 0.20 0.42
#> 1772060225_E07 2 0.1529 0.78035 0.00 0.96 0.04
#> 1772060225_D10 1 0.3340 0.78988 0.88 0.12 0.00
#> 1772060225_B07 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772060226_G12 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772060226_F10 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062111_F10 2 0.0892 0.79711 0.00 0.98 0.02
#> 1772066090_A04 3 0.5397 0.65016 0.28 0.00 0.72
#> 1772066110_F08 3 0.5397 0.65377 0.00 0.28 0.72
#> 1772062111_F05 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058177_D02 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772062128_F06 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772066110_H11 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772066099_E05 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772067076_B10 1 0.2066 0.87289 0.94 0.06 0.00
#> 1772066077_H04 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772066099_D10 1 0.3340 0.81429 0.88 0.00 0.12
#> 1772066102_E10 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062111_F11 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062111_F06 2 0.1529 0.78056 0.00 0.96 0.04
#> 1772062109_C06 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062113_G05 2 0.9083 0.55307 0.18 0.54 0.28
#> 1772062111_C08 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062109_A03 3 0.5397 0.65016 0.28 0.00 0.72
#> 1772062111_C01 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062111_E06 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062109_H10 2 0.4002 0.61719 0.16 0.84 0.00
#> 1772066108_H11 2 0.1529 0.78035 0.00 0.96 0.04
#> 1772063077_C03 2 0.0892 0.79806 0.00 0.98 0.02
#> 1772062116_A12 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062109_E07 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772066099_H01 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062128_B11 2 0.3042 0.78666 0.04 0.92 0.04
#> 1772062116_H06 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062113_D10 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062109_G03 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062114_B01 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062113_H02 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772063074_C02 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062118_E08 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772066096_C01 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062114_B10 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062113_B09 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062113_D01 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062109_E08 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062113_D08 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062113_G12 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062115_H08 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062116_F01 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062115_C03 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772067076_H05 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062115_G07 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772066108_H05 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772066089_E05 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772062118_G05 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772071040_D02 3 0.5835 0.61436 0.00 0.34 0.66
#> 1772071041_G10 3 0.5397 0.65016 0.28 0.00 0.72
#> 1772067066_C04 3 0.6280 0.40941 0.46 0.00 0.54
#> 1772063070_E07 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772071041_F06 3 0.6045 0.57183 0.00 0.38 0.62
#> 1772067066_B04 3 0.5560 0.64895 0.00 0.30 0.70
#> 1772067060_G06 2 0.4002 0.63087 0.00 0.84 0.16
#> 1772067074_F09 3 0.5560 0.64895 0.00 0.30 0.70
#> 1772071040_C10 3 0.8399 0.67561 0.16 0.22 0.62
#> 1772067059_D11 3 0.5560 0.64895 0.00 0.30 0.70
#> 1772067064_G04 3 0.6280 0.40941 0.46 0.00 0.54
#> 1772067064_H01 3 0.5560 0.64895 0.00 0.30 0.70
#> 1772067073_D10 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772067073_F06 3 0.6192 0.49987 0.42 0.00 0.58
#> 1772058148_F07 3 0.5560 0.64895 0.00 0.30 0.70
#> 1772067069_D04 3 0.5560 0.64895 0.00 0.30 0.70
#> 1772067064_B10 3 0.6192 0.49987 0.42 0.00 0.58
#> 1772063070_G01 3 0.4291 0.62298 0.00 0.18 0.82
#> 1772067064_D10 3 0.5397 0.65377 0.00 0.28 0.72
#> 1772067063_B07 3 0.6244 0.45750 0.44 0.00 0.56
#> 1772062118_D03 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772067074_F05 1 0.6192 0.00134 0.58 0.00 0.42
#> 1772071040_C04 1 0.5016 0.58179 0.76 0.00 0.24
#> 1772063070_C06 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772067073_C02 1 0.5397 0.48989 0.72 0.00 0.28
#> 1772067073_G10 1 0.0892 0.91213 0.98 0.00 0.02
#> 1772062116_C06 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062116_A02 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062118_D02 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772067073_E11 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058148_F02 3 0.5397 0.65016 0.28 0.00 0.72
#> 1772058148_A10 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772066080_B04 3 0.6192 0.49987 0.42 0.00 0.58
#> 1772062116_F05 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772067074_E11 3 0.6045 0.56290 0.38 0.00 0.62
#> 1772071041_D06 3 0.6045 0.56290 0.38 0.00 0.62
#> 1772071040_H06 3 0.6302 0.35431 0.48 0.00 0.52
#> 1772071040_H10 3 0.6244 0.45750 0.44 0.00 0.56
#> 1772067064_C08 3 0.5560 0.64895 0.00 0.30 0.70
#> 1772067069_A02 3 0.6280 0.40941 0.46 0.00 0.54
#> 1772060240_H04 1 0.6849 0.41694 0.60 0.02 0.38
#> 1772062116_B06 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063063_H07 3 0.5397 0.65377 0.00 0.28 0.72
#> 1772067074_A11 2 0.0892 0.79793 0.00 0.98 0.02
#> 1772067074_F04 3 0.5560 0.64895 0.00 0.30 0.70
#> 1772063063_D08 2 0.0892 0.79793 0.00 0.98 0.02
#> 1772071040_G11 3 0.6126 0.53395 0.40 0.00 0.60
#> 1772063063_G10 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772071040_D04 3 0.6192 0.49987 0.42 0.00 0.58
#> 1772062118_C04 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062109_C12 1 0.0892 0.91360 0.98 0.00 0.02
#> 1772062109_H04 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772071040_G05 3 0.4291 0.50405 0.00 0.18 0.82
#> 1772060240_F06 1 0.2066 0.87822 0.94 0.00 0.06
#> 1772071040_C11 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772067064_C10 3 0.6126 0.53395 0.40 0.00 0.60
#> 1772063070_G06 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062128_H02 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062128_D03 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063061_B12 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058148_C02 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062116_C11 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772063061_F04 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772060225_D12 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058177_C06 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772060240_B12 2 0.6045 0.70997 0.00 0.62 0.38
#> 1772062113_B06 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772062114_H12 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063062_A06 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772062109_G05 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063079_C12 1 0.5216 0.62436 0.74 0.00 0.26
#> 1772062116_G06 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772062113_G01 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772062113_B01 2 0.5016 0.79234 0.00 0.76 0.24
#> 1772062111_C09 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062111_G02 2 0.7277 0.72809 0.06 0.66 0.28
#> 1772060224_A07 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772062113_F07 2 0.5948 0.68316 0.00 0.64 0.36
#> 1772062114_F03 2 0.4291 0.80052 0.00 0.82 0.18
#> 1772062111_D11 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772058171_F05 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062111_E03 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062113_A05 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772060224_C04 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772058171_G08 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062113_B04 2 0.4555 0.79804 0.00 0.80 0.20
#> 1772062113_D09 3 0.7091 -0.19027 0.04 0.32 0.64
#> 1772062109_C07 1 0.7208 0.44571 0.62 0.04 0.34
#> 1772062109_F01 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772062113_G11 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772062114_A03 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772058177_A02 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772058171_C03 1 0.2959 0.83605 0.90 0.00 0.10
#> 1772062109_A07 3 0.6244 -0.46948 0.00 0.44 0.56
#> 1772063061_A07 1 0.5706 0.45296 0.68 0.00 0.32
#> 1772062111_G01 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058171_C12 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058171_D10 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062109_B01 1 0.8683 0.28468 0.54 0.12 0.34
#> 1772063079_F07 3 0.5835 0.13933 0.00 0.34 0.66
#> 1772058171_H02 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772062128_H11 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772066108_D06 2 0.5835 0.59706 0.00 0.66 0.34
#> 1772062111_D05 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062118_F02 3 0.6126 0.24466 0.00 0.40 0.60
#> 1772058171_D06 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772063062_C10 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058171_C09 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063062_C07 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772062116_E08 3 0.5706 0.61086 0.32 0.00 0.68
#> 1772062116_E07 2 0.4796 0.64601 0.00 0.78 0.22
#> 1772062113_B03 3 0.5397 0.65016 0.28 0.00 0.72
#> 1772062116_A09 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062114_E11 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062128_H05 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058148_A06 1 0.0892 0.91204 0.98 0.00 0.02
#> 1772062113_A01 2 0.6045 0.70997 0.00 0.62 0.38
#> 1772060224_G06 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772062109_A12 3 0.5159 0.32240 0.04 0.14 0.82
#> 1772062115_B06 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772066108_G12 1 0.2959 0.84878 0.90 0.00 0.10
#> 1772071040_D12 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058171_F06 1 0.3686 0.79031 0.86 0.00 0.14
#> 1772062116_D04 3 0.5560 0.63260 0.30 0.00 0.70
#> 1772063064_D06 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063074_G12 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062113_A02 2 0.4796 0.75175 0.00 0.78 0.22
#> 1772058148_A04 3 0.5397 0.61566 0.00 0.28 0.72
#> 1772062113_A12 3 0.5397 0.65377 0.00 0.28 0.72
#> 1772063062_H08 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063063_B06 2 0.5706 0.75626 0.00 0.68 0.32
#> 1772062109_C03 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062116_F04 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772063062_G01 1 0.2959 0.83679 0.90 0.00 0.10
#> 1772062116_E02 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063062_C01 1 0.0892 0.91360 0.98 0.00 0.02
#> 1772063074_H11 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063079_D07 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772071040_G04 3 0.5560 0.64895 0.00 0.30 0.70
#> 1772063063_A12 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772071014_D12 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062109_A09 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772067069_G04 3 0.5706 0.62365 0.32 0.00 0.68
#> 1772062111_E11 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063062_G11 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062118_H04 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062109_F04 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772067074_F06 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063063_B10 1 0.5016 0.58654 0.76 0.00 0.24
#> 1772071041_A08 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063062_B04 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772066097_B12 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062114_E05 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063077_D02 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772060240_G11 1 0.6229 0.56161 0.70 0.02 0.28
#> 1772062118_H10 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772060224_H04 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772060240_F04 1 0.3686 0.79033 0.86 0.00 0.14
#> 1772063062_F12 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063063_G02 1 0.4291 0.75524 0.82 0.00 0.18
#> 1772063061_G08 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062114_E06 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772060224_H05 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062114_F05 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772071041_A12 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062116_H05 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772071040_A08 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062115_A04 1 0.4796 0.70235 0.78 0.00 0.22
#> 1772063078_B06 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772060225_C11 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063074_A04 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062115_B10 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772060224_B03 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062114_B09 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063078_C09 2 0.6045 0.70997 0.00 0.62 0.38
#> 1772063078_C08 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772060224_D03 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063078_F11 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772060240_G10 1 0.2959 0.83679 0.90 0.00 0.10
#> 1772060240_A12 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062114_D06 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772066096_C04 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062118_E02 1 0.2959 0.83679 0.90 0.00 0.10
#> 1772062114_H05 1 0.5397 0.60240 0.72 0.00 0.28
#> 1772063061_C03 2 0.9811 0.31054 0.24 0.38 0.38
#> 1772063077_D09 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062114_H04 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772060224_E09 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063079_H03 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772060224_H11 3 0.5397 0.65377 0.00 0.28 0.72
#> 1772063064_D09 1 0.4291 0.73608 0.82 0.00 0.18
#> 1772060224_B05 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063063_H08 3 0.5397 0.65016 0.28 0.00 0.72
#> 1772060225_G07 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772060226_D12 1 0.5397 0.59299 0.72 0.00 0.28
#> 1772062114_D10 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772060226_A01 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772060226_A11 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772060226_D01 1 0.3686 0.79087 0.86 0.00 0.14
#> 1772060226_F06 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772060226_A07 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772060226_D03 1 0.5216 0.59418 0.74 0.00 0.26
#> 1772060226_D04 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772060226_E10 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772060226_A08 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772060226_G04 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772060226_G06 2 0.6045 0.70997 0.00 0.62 0.38
#> 1772060226_F04 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772060226_F08 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772062115_E11 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062111_C06 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062109_F08 1 0.0892 0.91360 0.98 0.00 0.02
#> 1772060224_F03 2 0.6849 0.69011 0.02 0.60 0.38
#> 1772063079_G07 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063068_B05 1 0.2959 0.83679 0.90 0.00 0.10
#> 1772066097_D10 1 0.5016 0.67292 0.76 0.00 0.24
#> 1772067059_A01 1 0.3340 0.81822 0.88 0.00 0.12
#> 1772062111_D09 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063079_H01 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772066108_E05 3 0.5560 0.63274 0.30 0.00 0.70
#> 1772066104_C11 3 0.8437 0.68343 0.20 0.18 0.62
#> 1772063063_C08 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062118_H03 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063063_A04 3 0.6192 0.49987 0.42 0.00 0.58
#> 1772066107_E11 1 0.6192 0.05441 0.58 0.00 0.42
#> 1772071045_D02 3 0.6192 0.49987 0.42 0.00 0.58
#> 1772063063_E05 3 0.5397 0.65377 0.00 0.28 0.72
#> 1772062128_D09 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772067064_A09 3 0.5397 0.65377 0.00 0.28 0.72
#> 1772067059_C11 3 0.5560 0.64895 0.00 0.30 0.70
#> 1772066096_G11 3 0.6045 0.56290 0.38 0.00 0.62
#> 1772067076_B09 3 0.6045 0.57183 0.00 0.38 0.62
#> 1772067058_B10 3 0.6192 0.49987 0.42 0.00 0.58
#> 1772067060_H04 3 0.5560 0.64895 0.00 0.30 0.70
#> 1772067059_E05 3 0.7208 0.61191 0.34 0.04 0.62
#> 1772067063_G11 3 0.6045 0.57183 0.00 0.38 0.62
#> 1772067060_E10 3 0.5560 0.64895 0.00 0.30 0.70
#> 1772066076_G04 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058148_A09 1 0.5948 0.24369 0.64 0.00 0.36
#> 1772066090_D10 1 0.2959 0.83679 0.90 0.00 0.10
#> 1772066108_H10 3 0.6126 0.51140 0.40 0.00 0.60
#> 1772067059_G06 1 0.0892 0.91204 0.98 0.00 0.02
#> 1772066108_E12 1 0.5216 0.54139 0.74 0.00 0.26
#> 1772058177_E04 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772067076_B06 3 0.5706 0.19873 0.00 0.32 0.68
#> 1772067057_A12 3 0.5397 0.65016 0.28 0.00 0.72
#> 1772067076_G12 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062115_E03 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772066099_E11 2 0.0892 0.81296 0.00 0.98 0.02
#> 1772066108_A05 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062118_H12 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062111_C04 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772066108_C04 1 0.3340 0.82642 0.88 0.00 0.12
#> 1772060224_D10 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062118_C10 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063062_E06 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062118_G11 1 0.0892 0.91360 0.98 0.00 0.02
#> 1772062111_C05 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062115_B11 2 0.4002 0.80288 0.00 0.84 0.16
#> 1772062115_G12 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062118_F01 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062113_D12 1 0.2959 0.83679 0.90 0.00 0.10
#> 1772062111_E12 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062113_C02 1 0.4555 0.70721 0.80 0.00 0.20
#> 1772062114_A01 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062118_D05 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062118_G02 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062115_B08 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062109_H02 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062111_B07 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062111_B10 1 0.5706 0.37161 0.68 0.00 0.32
#> 1772062109_F06 2 0.5560 0.77076 0.00 0.70 0.30
#> 1772062113_C06 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062113_C11 1 0.2066 0.87789 0.94 0.00 0.06
#> 1772063070_C10 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062111_A07 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062111_H04 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063061_F12 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063079_H02 1 0.5216 0.62436 0.74 0.00 0.26
#> 1772062118_E01 2 0.6192 -0.11918 0.00 0.58 0.42
#> 1772062115_E04 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062109_F12 2 0.5560 0.77076 0.00 0.70 0.30
#> 1772063070_D05 3 0.5397 0.65016 0.28 0.00 0.72
#> 1772062113_G06 2 0.5560 0.66096 0.00 0.70 0.30
#> 1772062113_E02 2 0.4291 0.62902 0.00 0.82 0.18
#> 1772062111_H02 3 0.5706 0.59834 0.00 0.32 0.68
#> 1772062113_D04 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772063079_D02 1 0.5016 0.63622 0.76 0.00 0.24
#> 1772063079_E09 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772066095_G12 3 0.5397 0.65016 0.28 0.00 0.72
#> 1772063061_D02 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063078_F04 1 0.9684 0.05991 0.46 0.26 0.28
#> 1772062113_F12 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063079_C04 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772062116_H02 2 0.4291 0.80052 0.00 0.82 0.18
#> 1772058171_B09 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062115_C07 2 0.5016 0.79206 0.00 0.76 0.24
#> 1772063064_E07 3 0.7138 0.68753 0.12 0.16 0.72
#> 1772066108_H04 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772067060_D02 1 0.1529 0.89397 0.96 0.00 0.04
#> 1772063079_D11 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772062113_E07 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772058171_B04 1 0.5397 0.59299 0.72 0.00 0.28
#> 1772058177_E07 2 0.9899 0.28853 0.32 0.40 0.28
#> 1772067076_D02 2 0.0000 0.81314 0.00 1.00 0.00
#> 1772058177_D12 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058171_E07 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058177_C01 1 0.5397 0.59299 0.72 0.00 0.28
#> 1772058171_A02 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058171_B05 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058171_D03 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772058177_A03 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772058171_E02 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772058171_A04 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772063074_D10 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058171_G01 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772058177_E06 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772058177_C02 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772058177_B05 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772058171_D04 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772058171_D01 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058177_F08 2 0.5216 0.78822 0.00 0.74 0.26
#> 1772058171_C01 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772058171_F03 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058171_A11 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772058171_G11 1 0.4291 0.73925 0.82 0.00 0.18
#> 1772058171_A09 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058171_F08 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772058177_F06 1 0.2959 0.83605 0.90 0.00 0.10
#> 1772058171_B08 1 0.5216 0.62436 0.74 0.00 0.26
#> 1772058171_G03 1 0.2959 0.83605 0.90 0.00 0.10
#> 1772058177_A01 1 0.4291 0.73900 0.82 0.00 0.18
#> 1772058177_B06 1 0.5397 0.59299 0.72 0.00 0.28
#> 1772058148_G12 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058171_B07 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772058177_G05 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772063064_F07 2 0.2066 0.76040 0.00 0.94 0.06
#> 1772058171_E10 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772058171_B06 1 0.2959 0.83605 0.90 0.00 0.10
#> 1772058177_E12 1 0.2959 0.83605 0.90 0.00 0.10
#> 1772058171_D02 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772058177_B04 1 0.4002 0.76481 0.84 0.00 0.16
#> 1772062128_F04 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058171_D08 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058171_E05 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058177_B09 2 0.5397 0.78372 0.00 0.72 0.28
#> 1772058177_C12 2 0.8350 0.64949 0.12 0.60 0.28
#> 1772058177_D05 2 0.8350 0.64993 0.12 0.60 0.28
#> 1772058171_G10 1 0.2959 0.83605 0.90 0.00 0.10
#> 1772058171_C04 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058171_C08 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772058171_C10 1 0.0000 0.92883 1.00 0.00 0.00
#> 1772066090_A06 3 0.5397 0.65377 0.00 0.28 0.72
#> 1772062114_B04 2 0.5397 0.78372 0.00 0.72 0.28
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> 1772067057_G07 2 0.7148 0.36922 0.00 0.56 0.22 0.22
#> 1772067076_C07 2 0.0000 0.70718 0.00 1.00 0.00 0.00
#> 1772067064_G07 2 0.7028 0.35047 0.00 0.56 0.28 0.16
#> 1772058177_D03 2 0.0000 0.70718 0.00 1.00 0.00 0.00
#> 1772067074_C07 2 0.0000 0.70718 0.00 1.00 0.00 0.00
#> 1772063070_G03 2 0.0000 0.70718 0.00 1.00 0.00 0.00
#> 1772058177_D09 2 0.1637 0.66750 0.00 0.94 0.00 0.06
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#> 1772063063_G02 1 0.6366 0.36851 0.64 0.00 0.24 0.12
#> 1772063061_G08 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062114_E06 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772060224_H05 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062114_F05 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772071041_A12 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062116_H05 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772071040_A08 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062115_A04 3 0.5062 0.64566 0.30 0.00 0.68 0.02
#> 1772063078_B06 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772060225_C11 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772063074_A04 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062115_B10 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772060224_B03 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062114_B09 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772063078_C09 3 0.5956 0.51898 0.00 0.22 0.68 0.10
#> 1772063078_C08 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772060224_D03 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772063078_F11 1 0.1211 0.81100 0.96 0.00 0.04 0.00
#> 1772060240_G10 3 0.4522 0.63653 0.32 0.00 0.68 0.00
#> 1772060240_A12 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062114_D06 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772066096_C04 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062118_E02 3 0.4522 0.63653 0.32 0.00 0.68 0.00
#> 1772062114_H05 3 0.5883 0.62683 0.30 0.00 0.64 0.06
#> 1772063061_C03 3 0.6248 0.49346 0.00 0.10 0.64 0.26
#> 1772063077_D09 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062114_H04 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772060224_E09 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772063079_H03 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772060224_H11 3 0.0000 0.65386 0.00 0.00 1.00 0.00
#> 1772063064_D09 3 0.4522 0.63653 0.32 0.00 0.68 0.00
#> 1772060224_B05 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772063063_H08 3 0.5594 0.50136 0.10 0.00 0.72 0.18
#> 1772060225_G07 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772060226_D12 4 0.3975 0.52268 0.24 0.00 0.00 0.76
#> 1772062114_D10 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772060226_A01 4 0.4977 0.23887 0.00 0.46 0.00 0.54
#> 1772060226_A11 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772060226_D01 4 0.5000 -0.07401 0.50 0.00 0.00 0.50
#> 1772060226_F06 2 0.4994 -0.07013 0.00 0.52 0.00 0.48
#> 1772060226_A07 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772060226_D03 3 0.4277 0.65845 0.28 0.00 0.72 0.00
#> 1772060226_D04 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772060226_E10 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772060226_A08 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772060226_G04 2 0.4855 0.18033 0.00 0.60 0.00 0.40
#> 1772060226_G06 3 0.5956 0.51898 0.00 0.22 0.68 0.10
#> 1772060226_F04 4 0.4948 0.28874 0.00 0.44 0.00 0.56
#> 1772060226_F08 2 0.4855 0.18033 0.00 0.60 0.00 0.40
#> 1772062115_E11 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062111_C06 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062109_F08 1 0.2921 0.70657 0.86 0.00 0.14 0.00
#> 1772060224_F03 3 0.5956 0.51898 0.00 0.22 0.68 0.10
#> 1772063079_G07 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772063068_B05 3 0.4522 0.63653 0.32 0.00 0.68 0.00
#> 1772066097_D10 3 0.5636 0.65246 0.26 0.00 0.68 0.06
#> 1772067059_A01 1 0.3801 0.59769 0.78 0.00 0.22 0.00
#> 1772062111_D09 1 0.0707 0.82850 0.98 0.00 0.02 0.00
#> 1772063079_H01 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772066108_E05 3 0.3172 0.69106 0.16 0.00 0.84 0.00
#> 1772066104_C11 3 0.9907 0.13096 0.24 0.22 0.32 0.22
#> 1772063063_C08 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062118_H03 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772063063_A04 1 0.7148 0.35791 0.56 0.00 0.22 0.22
#> 1772066107_E11 1 0.4713 0.32934 0.64 0.00 0.36 0.00
#> 1772071045_D02 1 0.7382 0.30232 0.52 0.00 0.26 0.22
#> 1772063063_E05 3 0.3037 0.60384 0.00 0.02 0.88 0.10
#> 1772062128_D09 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772067064_A09 3 0.3801 0.51879 0.00 0.00 0.78 0.22
#> 1772067059_C11 2 0.7610 0.26419 0.00 0.46 0.32 0.22
#> 1772066096_G11 1 0.7610 0.19630 0.46 0.00 0.32 0.22
#> 1772067076_B09 2 0.7148 0.36922 0.00 0.56 0.22 0.22
#> 1772067058_B10 1 0.7382 0.30232 0.52 0.00 0.26 0.22
#> 1772067060_H04 2 0.7610 0.26419 0.00 0.46 0.32 0.22
#> 1772067059_E05 1 0.8590 0.11042 0.42 0.04 0.32 0.22
#> 1772067063_G11 2 0.7610 0.26419 0.00 0.46 0.32 0.22
#> 1772067060_E10 2 0.7610 0.26419 0.00 0.46 0.32 0.22
#> 1772066076_G04 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772058148_A09 1 0.5428 0.60638 0.74 0.00 0.14 0.12
#> 1772066090_D10 3 0.4522 0.63653 0.32 0.00 0.68 0.00
#> 1772066108_H10 1 0.7139 0.01476 0.50 0.00 0.36 0.14
#> 1772067059_G06 1 0.1411 0.81590 0.96 0.00 0.02 0.02
#> 1772066108_E12 1 0.3611 0.73290 0.86 0.00 0.06 0.08
#> 1772058177_E04 1 0.4406 0.55817 0.70 0.00 0.00 0.30
#> 1772067076_B06 3 0.3611 0.63970 0.00 0.08 0.86 0.06
#> 1772067057_A12 3 0.0000 0.65386 0.00 0.00 1.00 0.00
#> 1772067076_G12 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062115_E03 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772066099_E11 2 0.2647 0.61893 0.00 0.88 0.00 0.12
#> 1772066108_A05 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062118_H12 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062111_C04 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772066108_C04 3 0.5062 0.64609 0.30 0.00 0.68 0.02
#> 1772060224_D10 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062118_C10 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772063062_E06 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062118_G11 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062111_C05 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062115_B11 2 0.3975 0.47981 0.00 0.76 0.00 0.24
#> 1772062115_G12 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062118_F01 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062113_D12 3 0.4522 0.63653 0.32 0.00 0.68 0.00
#> 1772062111_E12 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062113_C02 3 0.4406 0.64917 0.30 0.00 0.70 0.00
#> 1772062114_A01 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062118_D05 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062118_G02 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062115_B08 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062109_H02 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062111_B07 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062111_B10 1 0.5383 0.60462 0.74 0.00 0.10 0.16
#> 1772062109_F06 4 0.7028 0.40223 0.00 0.28 0.16 0.56
#> 1772062113_C06 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062113_C11 3 0.4977 0.36684 0.46 0.00 0.54 0.00
#> 1772063070_C10 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062111_A07 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062111_H04 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772063061_F12 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772063079_H02 4 0.4406 0.47702 0.30 0.00 0.00 0.70
#> 1772062118_E01 2 0.6049 0.49067 0.00 0.68 0.12 0.20
#> 1772062115_E04 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772062109_F12 4 0.6074 0.41777 0.00 0.34 0.06 0.60
#> 1772063070_D05 3 0.2921 0.69232 0.14 0.00 0.86 0.00
#> 1772062113_G06 3 0.5383 0.58206 0.00 0.16 0.74 0.10
#> 1772062113_E02 3 0.5291 0.58227 0.00 0.18 0.74 0.08
#> 1772062111_H02 3 0.3247 0.64827 0.00 0.06 0.88 0.06
#> 1772062113_D04 4 0.4790 0.40159 0.00 0.38 0.00 0.62
#> 1772063079_D02 3 0.4277 0.65845 0.28 0.00 0.72 0.00
#> 1772063079_E09 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772066095_G12 3 0.0000 0.65386 0.00 0.00 1.00 0.00
#> 1772063061_D02 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772063078_F04 4 0.4841 0.59490 0.14 0.08 0.00 0.78
#> 1772062113_F12 1 0.4713 0.45070 0.64 0.00 0.00 0.36
#> 1772063079_C04 2 0.4977 -0.00315 0.00 0.54 0.00 0.46
#> 1772062116_H02 2 0.4624 0.31239 0.00 0.66 0.00 0.34
#> 1772058171_B09 1 0.4134 0.61278 0.74 0.00 0.00 0.26
#> 1772062115_C07 2 0.4522 0.34080 0.00 0.68 0.00 0.32
#> 1772063064_E07 3 0.5139 0.49908 0.02 0.02 0.74 0.22
#> 1772066108_H04 2 0.0000 0.70718 0.00 1.00 0.00 0.00
#> 1772067060_D02 1 0.2011 0.78381 0.92 0.00 0.08 0.00
#> 1772063079_D11 1 0.4790 0.40939 0.62 0.00 0.00 0.38
#> 1772062113_E07 2 0.0000 0.70718 0.00 1.00 0.00 0.00
#> 1772058171_B04 4 0.4134 0.51007 0.26 0.00 0.00 0.74
#> 1772058177_E07 4 0.4841 0.59519 0.14 0.08 0.00 0.78
#> 1772067076_D02 2 0.0707 0.69549 0.00 0.98 0.00 0.02
#> 1772058177_D12 1 0.4790 0.40939 0.62 0.00 0.00 0.38
#> 1772058171_E07 1 0.4277 0.58669 0.72 0.00 0.00 0.28
#> 1772058177_C01 4 0.4277 0.49720 0.28 0.00 0.00 0.72
#> 1772058171_A02 1 0.4790 0.40939 0.62 0.00 0.00 0.38
#> 1772058171_B05 1 0.4406 0.55817 0.70 0.00 0.00 0.30
#> 1772058171_D03 2 0.5000 -0.14044 0.00 0.50 0.00 0.50
#> 1772058177_A03 2 0.4855 0.18033 0.00 0.60 0.00 0.40
#> 1772058171_E02 2 0.4994 -0.07013 0.00 0.52 0.00 0.48
#> 1772058171_A04 1 0.3400 0.70411 0.82 0.00 0.00 0.18
#> 1772063074_D10 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772058171_G01 2 0.4994 -0.07013 0.00 0.52 0.00 0.48
#> 1772058177_E06 2 0.4994 -0.07013 0.00 0.52 0.00 0.48
#> 1772058177_C02 4 0.3801 0.59669 0.00 0.22 0.00 0.78
#> 1772058177_B05 4 0.3801 0.59669 0.00 0.22 0.00 0.78
#> 1772058171_D04 4 0.4977 0.23818 0.00 0.46 0.00 0.54
#> 1772058171_D01 1 0.4406 0.55817 0.70 0.00 0.00 0.30
#> 1772058177_F08 2 0.4713 0.25731 0.00 0.64 0.00 0.36
#> 1772058171_C01 4 0.4948 0.28874 0.00 0.44 0.00 0.56
#> 1772058171_F03 1 0.4790 0.40939 0.62 0.00 0.00 0.38
#> 1772058171_A11 4 0.3801 0.59669 0.00 0.22 0.00 0.78
#> 1772058171_G11 4 0.4855 0.27148 0.40 0.00 0.00 0.60
#> 1772058171_A09 1 0.4406 0.55817 0.70 0.00 0.00 0.30
#> 1772058171_F08 2 0.4977 -0.00315 0.00 0.54 0.00 0.46
#> 1772058177_F06 4 0.5000 -0.07152 0.50 0.00 0.00 0.50
#> 1772058171_B08 4 0.4624 0.41604 0.34 0.00 0.00 0.66
#> 1772058171_G03 1 0.4907 0.31065 0.58 0.00 0.00 0.42
#> 1772058177_A01 4 0.4948 0.15052 0.44 0.00 0.00 0.56
#> 1772058177_B06 4 0.4277 0.49720 0.28 0.00 0.00 0.72
#> 1772058148_G12 1 0.0000 0.84127 1.00 0.00 0.00 0.00
#> 1772058171_B07 4 0.4994 0.18109 0.00 0.48 0.00 0.52
#> 1772058177_G05 4 0.3801 0.59669 0.00 0.22 0.00 0.78
#> 1772063064_F07 2 0.2830 0.65841 0.00 0.90 0.04 0.06
#> 1772058171_E10 4 0.3801 0.59669 0.00 0.22 0.00 0.78
#> 1772058171_B06 1 0.4994 0.12303 0.52 0.00 0.00 0.48
#> 1772058177_E12 1 0.4948 0.25450 0.56 0.00 0.00 0.44
#> 1772058171_D02 4 0.3801 0.59669 0.00 0.22 0.00 0.78
#> 1772058177_B04 4 0.5256 0.45766 0.26 0.00 0.04 0.70
#> 1772062128_F04 1 0.4406 0.55817 0.70 0.00 0.00 0.30
#> 1772058171_D08 1 0.4277 0.58669 0.72 0.00 0.00 0.28
#> 1772058171_E05 1 0.4406 0.55817 0.70 0.00 0.00 0.30
#> 1772058177_B09 4 0.3801 0.59669 0.00 0.22 0.00 0.78
#> 1772058177_C12 4 0.4553 0.60793 0.04 0.18 0.00 0.78
#> 1772058177_D05 4 0.4284 0.60438 0.02 0.20 0.00 0.78
#> 1772058171_G10 1 0.4948 0.25407 0.56 0.00 0.00 0.44
#> 1772058171_C04 1 0.4790 0.40939 0.62 0.00 0.00 0.38
#> 1772058171_C08 1 0.4522 0.52520 0.68 0.00 0.00 0.32
#> 1772058171_C10 1 0.4406 0.55817 0.70 0.00 0.00 0.30
#> 1772066090_A06 3 0.0000 0.65386 0.00 0.00 1.00 0.00
#> 1772062114_B04 2 0.4994 -0.07013 0.00 0.52 0.00 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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 452 0.362 1.36e-12 2
#> ATC:skmeans 420 0.229 1.39e-29 3
#> ATC:skmeans 316 0.207 2.44e-39 4
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: Node012. Child nodes: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01121-leaf , Node01122-leaf , Node01131-leaf , Node01132-leaf , Node01133-leaf , Node01134-leaf , Node01221 , Node01222 , Node02111-leaf , Node02112-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02211-leaf , Node02212-leaf , Node02213-leaf , Node02221-leaf , Node02222-leaf , Node02223-leaf , Node02224-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02421-leaf , Node02422-leaf , Node02423-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0122"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 9563 rows and 198 columns.
#> Top rows (956) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 0.989 0.958 0.984 0.502 0.498 0.498
#> 3 3 0.957 0.944 0.976 0.328 0.741 0.525
#> 4 4 0.736 0.790 0.865 0.112 0.843 0.582
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
#> 1772067057_G07 2 0.000 0.9762 0.00 1.00
#> 1772067076_C07 2 0.000 0.9762 0.00 1.00
#> 1772067064_G07 2 0.000 0.9762 0.00 1.00
#> 1772058177_D03 2 0.000 0.9762 0.00 1.00
#> 1772067074_C07 2 0.000 0.9762 0.00 1.00
#> 1772063070_G03 2 0.000 0.9762 0.00 1.00
#> 1772058177_D09 1 0.000 0.9893 1.00 0.00
#> 1772066080_G07 2 0.000 0.9762 0.00 1.00
#> 1772063063_C07 2 0.000 0.9762 0.00 1.00
#> 1772066080_D07 2 0.000 0.9762 0.00 1.00
#> 1772062114_G10 2 0.000 0.9762 0.00 1.00
#> 1772063061_G05 2 0.000 0.9762 0.00 1.00
#> 1772058171_C02 2 0.000 0.9762 0.00 1.00
#> 1772067063_D03 2 0.000 0.9762 0.00 1.00
#> 1772062111_F07 2 0.000 0.9762 0.00 1.00
#> 1772071036_G12 2 0.000 0.9762 0.00 1.00
#> 1772062111_H05 2 0.000 0.9762 0.00 1.00
#> 1772062114_A12 2 0.000 0.9762 0.00 1.00
#> 1772062115_A09 2 0.000 0.9762 0.00 1.00
#> 1772062109_A05 2 0.000 0.9762 0.00 1.00
#> 1772062116_B05 2 0.000 0.9762 0.00 1.00
#> 1772062115_D07 2 0.000 0.9762 0.00 1.00
#> 1772063063_F08 2 0.000 0.9762 0.00 1.00
#> 1772060224_G07 2 0.000 0.9762 0.00 1.00
#> 1772062115_C01 2 0.000 0.9762 0.00 1.00
#> 1772063078_B09 1 0.000 0.9893 1.00 0.00
#> 1772060225_A05 2 0.000 0.9762 0.00 1.00
#> 1772062128_B02 1 0.327 0.9301 0.94 0.06
#> 1772058177_E11 2 0.925 0.4906 0.34 0.66
#> 1772067059_D12 2 0.000 0.9762 0.00 1.00
#> 1772063061_A09 2 0.000 0.9762 0.00 1.00
#> 1772058177_A06 1 0.000 0.9893 1.00 0.00
#> 1772058171_F09 1 0.000 0.9893 1.00 0.00
#> 1772058171_B01 1 0.469 0.8842 0.90 0.10
#> 1772058177_E10 1 0.000 0.9893 1.00 0.00
#> 1772067073_B03 2 0.000 0.9762 0.00 1.00
#> 1772063063_E07 2 0.000 0.9762 0.00 1.00
#> 1772067069_B03 2 0.000 0.9762 0.00 1.00
#> 1772067074_E07 2 0.000 0.9762 0.00 1.00
#> 1772067069_F06 2 0.000 0.9762 0.00 1.00
#> 1772071044_G06 2 0.000 0.9762 0.00 1.00
#> 1772063063_B04 2 0.000 0.9762 0.00 1.00
#> 1772067060_A02 2 0.000 0.9762 0.00 1.00
#> 1772066098_B11 2 0.000 0.9762 0.00 1.00
#> 1772060225_E07 2 0.000 0.9762 0.00 1.00
#> 1772062111_F10 2 0.000 0.9762 0.00 1.00
#> 1772066110_F08 2 0.000 0.9762 0.00 1.00
#> 1772058177_D02 1 0.000 0.9893 1.00 0.00
#> 1772066077_H04 2 0.000 0.9762 0.00 1.00
#> 1772062111_F06 2 0.000 0.9762 0.00 1.00
#> 1772062109_C06 1 0.000 0.9893 1.00 0.00
#> 1772062113_G05 1 0.000 0.9893 1.00 0.00
#> 1772062111_C08 2 0.000 0.9762 0.00 1.00
#> 1772062111_C01 2 0.000 0.9762 0.00 1.00
#> 1772062111_E06 2 0.000 0.9762 0.00 1.00
#> 1772062109_H10 2 0.000 0.9762 0.00 1.00
#> 1772066108_H11 2 0.000 0.9762 0.00 1.00
#> 1772063077_C03 2 0.000 0.9762 0.00 1.00
#> 1772062116_A12 2 0.000 0.9762 0.00 1.00
#> 1772062109_E07 2 0.000 0.9762 0.00 1.00
#> 1772066099_H01 2 0.000 0.9762 0.00 1.00
#> 1772062128_B11 2 0.000 0.9762 0.00 1.00
#> 1772062116_H06 2 0.000 0.9762 0.00 1.00
#> 1772062113_D10 2 0.000 0.9762 0.00 1.00
#> 1772062109_G03 2 0.000 0.9762 0.00 1.00
#> 1772062114_B01 2 0.000 0.9762 0.00 1.00
#> 1772062113_H02 2 0.000 0.9762 0.00 1.00
#> 1772063074_C02 2 0.000 0.9762 0.00 1.00
#> 1772062118_E08 2 0.000 0.9762 0.00 1.00
#> 1772066096_C01 2 0.000 0.9762 0.00 1.00
#> 1772062114_B10 2 0.000 0.9762 0.00 1.00
#> 1772062113_B09 2 0.141 0.9579 0.02 0.98
#> 1772062113_D01 2 0.000 0.9762 0.00 1.00
#> 1772062109_E08 2 0.000 0.9762 0.00 1.00
#> 1772062113_D08 2 0.000 0.9762 0.00 1.00
#> 1772062113_G12 1 0.242 0.9506 0.96 0.04
#> 1772062115_H08 2 0.000 0.9762 0.00 1.00
#> 1772062116_F01 2 0.000 0.9762 0.00 1.00
#> 1772062115_C03 2 0.000 0.9762 0.00 1.00
#> 1772067076_H05 2 0.000 0.9762 0.00 1.00
#> 1772062115_G07 2 0.000 0.9762 0.00 1.00
#> 1772066108_H05 2 0.000 0.9762 0.00 1.00
#> 1772066089_E05 2 0.000 0.9762 0.00 1.00
#> 1772062118_G05 2 0.000 0.9762 0.00 1.00
#> 1772071040_D02 2 0.000 0.9762 0.00 1.00
#> 1772063070_E07 2 0.000 0.9762 0.00 1.00
#> 1772071041_F06 2 0.000 0.9762 0.00 1.00
#> 1772067066_B04 2 0.000 0.9762 0.00 1.00
#> 1772067060_G06 2 0.000 0.9762 0.00 1.00
#> 1772067074_F09 2 0.000 0.9762 0.00 1.00
#> 1772067059_D11 2 0.000 0.9762 0.00 1.00
#> 1772067064_H01 2 0.943 0.4534 0.36 0.64
#> 1772058148_F07 2 0.000 0.9762 0.00 1.00
#> 1772067069_D04 2 0.000 0.9762 0.00 1.00
#> 1772063070_G01 1 0.000 0.9893 1.00 0.00
#> 1772067064_D10 2 0.634 0.8044 0.16 0.84
#> 1772067064_C08 1 0.469 0.8842 0.90 0.10
#> 1772063063_H07 1 0.680 0.7741 0.82 0.18
#> 1772067074_A11 2 0.760 0.7193 0.22 0.78
#> 1772067074_F04 2 0.680 0.7772 0.18 0.82
#> 1772063063_D08 1 0.000 0.9893 1.00 0.00
#> 1772063063_G10 1 0.000 0.9893 1.00 0.00
#> 1772071040_G05 1 0.000 0.9893 1.00 0.00
#> 1772071040_C11 1 0.000 0.9893 1.00 0.00
#> 1772062116_C11 1 0.000 0.9893 1.00 0.00
#> 1772058177_C06 1 0.000 0.9893 1.00 0.00
#> 1772060240_B12 1 0.000 0.9893 1.00 0.00
#> 1772062113_B06 1 0.000 0.9893 1.00 0.00
#> 1772063062_A06 1 0.000 0.9893 1.00 0.00
#> 1772062116_G06 1 0.000 0.9893 1.00 0.00
#> 1772062113_G01 1 0.000 0.9893 1.00 0.00
#> 1772062113_B01 1 0.000 0.9893 1.00 0.00
#> 1772062111_G02 1 0.000 0.9893 1.00 0.00
#> 1772060224_A07 1 0.000 0.9893 1.00 0.00
#> 1772062113_F07 1 0.000 0.9893 1.00 0.00
#> 1772062114_F03 1 0.000 0.9893 1.00 0.00
#> 1772062111_D11 1 0.000 0.9893 1.00 0.00
#> 1772062113_A05 1 0.000 0.9893 1.00 0.00
#> 1772060224_C04 1 0.000 0.9893 1.00 0.00
#> 1772062113_B04 1 0.000 0.9893 1.00 0.00
#> 1772062113_D09 1 0.000 0.9893 1.00 0.00
#> 1772062109_F01 1 0.000 0.9893 1.00 0.00
#> 1772062113_G11 1 0.000 0.9893 1.00 0.00
#> 1772062114_A03 1 0.000 0.9893 1.00 0.00
#> 1772058177_A02 1 0.000 0.9893 1.00 0.00
#> 1772062109_A07 1 0.000 0.9893 1.00 0.00
#> 1772063079_F07 1 0.000 0.9893 1.00 0.00
#> 1772058171_H02 1 0.000 0.9893 1.00 0.00
#> 1772066108_D06 1 0.000 0.9893 1.00 0.00
#> 1772062118_F02 1 0.000 0.9893 1.00 0.00
#> 1772058171_D06 1 0.000 0.9893 1.00 0.00
#> 1772063062_C07 1 0.000 0.9893 1.00 0.00
#> 1772062116_E07 1 0.000 0.9893 1.00 0.00
#> 1772062113_A01 1 0.000 0.9893 1.00 0.00
#> 1772060224_G06 1 0.000 0.9893 1.00 0.00
#> 1772062109_A12 1 0.000 0.9893 1.00 0.00
#> 1772062113_A02 1 0.000 0.9893 1.00 0.00
#> 1772058148_A04 1 0.000 0.9893 1.00 0.00
#> 1772062113_A12 1 0.000 0.9893 1.00 0.00
#> 1772063063_B06 1 0.000 0.9893 1.00 0.00
#> 1772062116_F04 1 0.000 0.9893 1.00 0.00
#> 1772071040_G04 2 0.995 0.1701 0.46 0.54
#> 1772063063_A12 1 0.000 0.9893 1.00 0.00
#> 1772063078_C09 1 0.000 0.9893 1.00 0.00
#> 1772063061_C03 1 0.000 0.9893 1.00 0.00
#> 1772060224_H11 2 0.999 0.0972 0.48 0.52
#> 1772060226_A01 1 0.000 0.9893 1.00 0.00
#> 1772060226_F06 1 0.000 0.9893 1.00 0.00
#> 1772060226_G04 1 0.000 0.9893 1.00 0.00
#> 1772060226_G06 1 0.000 0.9893 1.00 0.00
#> 1772060226_F04 1 0.000 0.9893 1.00 0.00
#> 1772060226_F08 1 0.000 0.9893 1.00 0.00
#> 1772060224_F03 1 0.000 0.9893 1.00 0.00
#> 1772063063_E05 2 0.000 0.9762 0.00 1.00
#> 1772067064_A09 2 0.000 0.9762 0.00 1.00
#> 1772067059_C11 2 0.000 0.9762 0.00 1.00
#> 1772067076_B09 2 0.000 0.9762 0.00 1.00
#> 1772067060_H04 2 0.000 0.9762 0.00 1.00
#> 1772067063_G11 2 0.000 0.9762 0.00 1.00
#> 1772067060_E10 2 0.000 0.9762 0.00 1.00
#> 1772067076_B06 1 0.000 0.9893 1.00 0.00
#> 1772066099_E11 1 0.000 0.9893 1.00 0.00
#> 1772062115_B11 1 0.000 0.9893 1.00 0.00
#> 1772062109_F06 1 0.000 0.9893 1.00 0.00
#> 1772062118_E01 1 0.999 0.0412 0.52 0.48
#> 1772062109_F12 1 0.000 0.9893 1.00 0.00
#> 1772062113_G06 1 0.000 0.9893 1.00 0.00
#> 1772062113_E02 1 0.000 0.9893 1.00 0.00
#> 1772062111_H02 1 0.000 0.9893 1.00 0.00
#> 1772062113_D04 1 0.000 0.9893 1.00 0.00
#> 1772063079_C04 1 0.000 0.9893 1.00 0.00
#> 1772062116_H02 1 0.000 0.9893 1.00 0.00
#> 1772062115_C07 1 0.000 0.9893 1.00 0.00
#> 1772066108_H04 1 0.000 0.9893 1.00 0.00
#> 1772062113_E07 1 0.402 0.9077 0.92 0.08
#> 1772067076_D02 1 0.000 0.9893 1.00 0.00
#> 1772058171_D03 1 0.000 0.9893 1.00 0.00
#> 1772058177_A03 1 0.000 0.9893 1.00 0.00
#> 1772058171_E02 1 0.000 0.9893 1.00 0.00
#> 1772058171_G01 1 0.000 0.9893 1.00 0.00
#> 1772058177_E06 1 0.000 0.9893 1.00 0.00
#> 1772058177_C02 1 0.000 0.9893 1.00 0.00
#> 1772058177_B05 1 0.000 0.9893 1.00 0.00
#> 1772058171_D04 1 0.000 0.9893 1.00 0.00
#> 1772058177_F08 1 0.000 0.9893 1.00 0.00
#> 1772058171_C01 1 0.000 0.9893 1.00 0.00
#> 1772058171_A11 1 0.000 0.9893 1.00 0.00
#> 1772058171_F08 1 0.000 0.9893 1.00 0.00
#> 1772058171_B07 1 0.000 0.9893 1.00 0.00
#> 1772058177_G05 1 0.000 0.9893 1.00 0.00
#> 1772063064_F07 1 0.000 0.9893 1.00 0.00
#> 1772058171_E10 1 0.000 0.9893 1.00 0.00
#> 1772058171_D02 1 0.000 0.9893 1.00 0.00
#> 1772058177_B09 1 0.000 0.9893 1.00 0.00
#> 1772058177_C12 1 0.000 0.9893 1.00 0.00
#> 1772058177_D05 1 0.000 0.9893 1.00 0.00
#> 1772066090_A06 2 0.000 0.9762 0.00 1.00
#> 1772062114_B04 1 0.000 0.9893 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> 1772067057_G07 3 0.3340 0.8482 0.00 0.12 0.88
#> 1772067076_C07 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772067064_G07 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772058177_D03 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772067074_C07 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772063070_G03 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772058177_D09 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772066080_G07 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772063063_C07 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772066080_D07 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062114_G10 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772063061_G05 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772058171_C02 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772067063_D03 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062111_F07 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772071036_G12 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062111_H05 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062114_A12 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062115_A09 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062109_A05 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062116_B05 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062115_D07 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772063063_F08 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772060224_G07 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062115_C01 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772063078_B09 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772060225_A05 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062128_B02 1 0.6302 0.0896 0.52 0.48 0.00
#> 1772058177_E11 2 0.1529 0.9432 0.04 0.96 0.00
#> 1772067059_D12 2 0.1529 0.9476 0.00 0.96 0.04
#> 1772063061_A09 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772058177_A06 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772058171_F09 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772058171_B01 1 0.2959 0.8804 0.90 0.10 0.00
#> 1772058177_E10 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772067073_B03 2 0.1529 0.9476 0.00 0.96 0.04
#> 1772063063_E07 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772067069_B03 3 0.5706 0.5203 0.00 0.32 0.68
#> 1772067074_E07 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772067069_F06 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772071044_G06 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772063063_B04 3 0.1529 0.9313 0.00 0.04 0.96
#> 1772067060_A02 2 0.1529 0.9482 0.00 0.96 0.04
#> 1772066098_B11 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772060225_E07 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062111_F10 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772066110_F08 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772058177_D02 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772066077_H04 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062111_F06 2 0.6192 0.2730 0.00 0.58 0.42
#> 1772062109_C06 1 0.4002 0.8032 0.84 0.00 0.16
#> 1772062113_G05 1 0.2959 0.8803 0.90 0.10 0.00
#> 1772062111_C08 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062111_C01 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062111_E06 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062109_H10 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772066108_H11 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772063077_C03 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062116_A12 2 0.6126 0.3367 0.00 0.60 0.40
#> 1772062109_E07 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772066099_H01 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062128_B11 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062116_H06 3 0.5016 0.6840 0.00 0.24 0.76
#> 1772062113_D10 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062109_G03 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062114_B01 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062113_H02 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772063074_C02 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062118_E08 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772066096_C01 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062114_B10 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062113_B09 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062113_D01 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062109_E08 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062113_D08 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062113_G12 1 0.2959 0.8809 0.90 0.10 0.00
#> 1772062115_H08 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062116_F01 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062115_C03 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772067076_H05 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062115_G07 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772066108_H05 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772066089_E05 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772062118_G05 2 0.0000 0.9841 0.00 1.00 0.00
#> 1772071040_D02 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772063070_E07 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772071041_F06 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772067066_B04 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772067060_G06 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772067074_F09 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772067059_D11 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772067064_H01 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772058148_F07 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772067069_D04 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772063070_G01 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772067064_D10 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772067064_C08 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772063063_H07 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772067074_A11 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772067074_F04 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772063063_D08 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772063063_G10 1 0.1529 0.9428 0.96 0.00 0.04
#> 1772071040_G05 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772071040_C11 1 0.0892 0.9597 0.98 0.00 0.02
#> 1772062116_C11 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772058177_C06 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772060240_B12 1 0.5835 0.4719 0.66 0.00 0.34
#> 1772062113_B06 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772063062_A06 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772062116_G06 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772062113_G01 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772062113_B01 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772062111_G02 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772060224_A07 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772062113_F07 3 0.4796 0.7271 0.22 0.00 0.78
#> 1772062114_F03 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772062111_D11 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772062113_A05 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772060224_C04 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772062113_B04 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772062113_D09 3 0.2537 0.9023 0.08 0.00 0.92
#> 1772062109_F01 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772062113_G11 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772062114_A03 1 0.1529 0.9422 0.96 0.00 0.04
#> 1772058177_A02 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772062109_A07 3 0.2537 0.9027 0.08 0.00 0.92
#> 1772063079_F07 3 0.2066 0.9206 0.06 0.00 0.94
#> 1772058171_H02 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772066108_D06 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772062118_F02 3 0.0892 0.9505 0.02 0.00 0.98
#> 1772058171_D06 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772063062_C07 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772062116_E07 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772062113_A01 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772060224_G06 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772062109_A12 3 0.1529 0.9364 0.04 0.00 0.96
#> 1772062113_A02 3 0.2959 0.8821 0.10 0.00 0.90
#> 1772058148_A04 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772062113_A12 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772063063_B06 3 0.5216 0.6614 0.26 0.00 0.74
#> 1772062116_F04 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772071040_G04 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772063063_A12 3 0.6045 0.4012 0.38 0.00 0.62
#> 1772063078_C09 1 0.1529 0.9419 0.96 0.00 0.04
#> 1772063061_C03 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772060224_H11 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772060226_A01 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772060226_F06 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772060226_G04 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772060226_G06 1 0.1529 0.9419 0.96 0.00 0.04
#> 1772060226_F04 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772060226_F08 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772060224_F03 1 0.4796 0.7143 0.78 0.00 0.22
#> 1772063063_E05 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772067064_A09 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772067059_C11 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772067076_B09 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772067060_H04 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772067063_G11 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772067060_E10 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772067076_B06 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772066099_E11 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772062115_B11 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772062109_F06 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772062118_E01 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772062109_F12 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772062113_G06 3 0.1529 0.9362 0.04 0.00 0.96
#> 1772062113_E02 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772062111_H02 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772062113_D04 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772063079_C04 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772062116_H02 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772062115_C07 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772066108_H04 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772062113_E07 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772067076_D02 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772058171_D03 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772058177_A03 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772058171_E02 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772058171_G01 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772058177_E06 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772058177_C02 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772058177_B05 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772058171_D04 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772058177_F08 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772058171_C01 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772058171_A11 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772058171_F08 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772058171_B07 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772058177_G05 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772063064_F07 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772058171_E10 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772058171_D02 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772058177_B09 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772058177_C12 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772058177_D05 1 0.0000 0.9761 1.00 0.00 0.00
#> 1772066090_A06 3 0.0000 0.9640 0.00 0.00 1.00
#> 1772062114_B04 1 0.0000 0.9761 1.00 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> 1772067057_G07 4 0.4522 0.478 0.00 0.00 0.32 0.68
#> 1772067076_C07 4 0.1211 0.804 0.00 0.00 0.04 0.96
#> 1772067064_G07 4 0.4790 0.347 0.00 0.00 0.38 0.62
#> 1772058177_D03 4 0.0000 0.833 0.00 0.00 0.00 1.00
#> 1772067074_C07 4 0.1637 0.786 0.00 0.00 0.06 0.94
#> 1772063070_G03 4 0.2011 0.831 0.00 0.08 0.00 0.92
#> 1772058177_D09 1 0.2011 0.876 0.92 0.00 0.00 0.08
#> 1772066080_G07 4 0.0707 0.820 0.00 0.00 0.02 0.98
#> 1772063063_C07 4 0.0707 0.820 0.00 0.00 0.02 0.98
#> 1772066080_D07 4 0.0000 0.833 0.00 0.00 0.00 1.00
#> 1772062114_G10 4 0.0000 0.833 0.00 0.00 0.00 1.00
#> 1772063061_G05 4 0.3172 0.775 0.00 0.16 0.00 0.84
#> 1772058171_C02 4 0.2345 0.820 0.00 0.10 0.00 0.90
#> 1772067063_D03 4 0.1211 0.836 0.00 0.04 0.00 0.96
#> 1772062111_F07 4 0.2011 0.831 0.00 0.08 0.00 0.92
#> 1772071036_G12 4 0.0000 0.833 0.00 0.00 0.00 1.00
#> 1772062111_H05 4 0.4713 0.388 0.00 0.36 0.00 0.64
#> 1772062114_A12 4 0.2011 0.831 0.00 0.08 0.00 0.92
#> 1772062115_A09 4 0.3172 0.775 0.00 0.16 0.00 0.84
#> 1772062109_A05 4 0.3610 0.730 0.00 0.20 0.00 0.80
#> 1772062116_B05 4 0.3172 0.775 0.00 0.16 0.00 0.84
#> 1772062115_D07 4 0.3172 0.775 0.00 0.16 0.00 0.84
#> 1772063063_F08 2 0.3801 0.797 0.00 0.78 0.00 0.22
#> 1772060224_G07 4 0.2647 0.809 0.00 0.12 0.00 0.88
#> 1772062115_C01 4 0.4277 0.589 0.00 0.28 0.00 0.72
#> 1772063078_B09 2 0.3801 0.797 0.00 0.78 0.00 0.22
#> 1772060225_A05 2 0.3801 0.797 0.00 0.78 0.00 0.22
#> 1772062128_B02 2 0.4292 0.741 0.08 0.82 0.00 0.10
#> 1772058177_E11 2 0.4894 0.721 0.12 0.78 0.00 0.10
#> 1772067059_D12 2 0.4284 0.704 0.00 0.78 0.20 0.02
#> 1772063061_A09 2 0.3801 0.797 0.00 0.78 0.00 0.22
#> 1772058177_A06 1 0.1211 0.910 0.96 0.00 0.00 0.04
#> 1772058171_F09 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772058171_B01 1 0.2647 0.836 0.88 0.00 0.00 0.12
#> 1772058177_E10 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772067073_B03 2 0.5661 0.619 0.00 0.70 0.22 0.08
#> 1772063063_E07 4 0.0707 0.820 0.00 0.00 0.02 0.98
#> 1772067069_B03 2 0.4284 0.704 0.00 0.78 0.20 0.02
#> 1772067074_E07 4 0.3801 0.604 0.00 0.00 0.22 0.78
#> 1772067069_F06 3 0.4713 0.401 0.00 0.00 0.64 0.36
#> 1772071044_G06 3 0.2345 0.787 0.00 0.00 0.90 0.10
#> 1772063063_B04 2 0.5820 0.601 0.00 0.68 0.24 0.08
#> 1772067060_A02 2 0.4841 0.741 0.00 0.78 0.14 0.08
#> 1772066098_B11 2 0.3801 0.797 0.00 0.78 0.00 0.22
#> 1772060225_E07 2 0.3801 0.797 0.00 0.78 0.00 0.22
#> 1772062111_F10 2 0.3801 0.797 0.00 0.78 0.00 0.22
#> 1772066110_F08 3 0.2647 0.822 0.00 0.12 0.88 0.00
#> 1772058177_D02 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772066077_H04 2 0.5062 0.620 0.00 0.68 0.02 0.30
#> 1772062111_F06 2 0.4553 0.717 0.00 0.78 0.18 0.04
#> 1772062109_C06 2 0.2345 0.569 0.00 0.90 0.10 0.00
#> 1772062113_G05 2 0.3198 0.704 0.08 0.88 0.00 0.04
#> 1772062111_C08 2 0.3801 0.797 0.00 0.78 0.00 0.22
#> 1772062111_C01 2 0.3400 0.784 0.00 0.82 0.00 0.18
#> 1772062111_E06 2 0.3801 0.797 0.00 0.78 0.00 0.22
#> 1772062109_H10 2 0.3610 0.791 0.00 0.80 0.00 0.20
#> 1772066108_H11 3 0.4292 0.804 0.00 0.08 0.82 0.10
#> 1772063077_C03 2 0.4994 0.160 0.00 0.52 0.00 0.48
#> 1772062116_A12 2 0.3801 0.688 0.00 0.78 0.22 0.00
#> 1772062109_E07 4 0.2011 0.831 0.00 0.08 0.00 0.92
#> 1772066099_H01 4 0.0000 0.833 0.00 0.00 0.00 1.00
#> 1772062128_B11 2 0.3801 0.797 0.00 0.78 0.00 0.22
#> 1772062116_H06 4 0.3611 0.715 0.00 0.08 0.06 0.86
#> 1772062113_D10 2 0.3801 0.797 0.00 0.78 0.00 0.22
#> 1772062109_G03 4 0.2011 0.831 0.00 0.08 0.00 0.92
#> 1772062114_B01 4 0.4277 0.582 0.00 0.28 0.00 0.72
#> 1772062113_H02 4 0.0707 0.835 0.00 0.02 0.00 0.98
#> 1772063074_C02 2 0.3801 0.797 0.00 0.78 0.00 0.22
#> 1772062118_E08 4 0.3801 0.694 0.00 0.22 0.00 0.78
#> 1772066096_C01 2 0.3801 0.797 0.00 0.78 0.00 0.22
#> 1772062114_B10 2 0.3801 0.797 0.00 0.78 0.00 0.22
#> 1772062113_B09 4 0.2011 0.831 0.00 0.08 0.00 0.92
#> 1772062113_D01 4 0.2011 0.831 0.00 0.08 0.00 0.92
#> 1772062109_E08 2 0.4790 0.579 0.00 0.62 0.00 0.38
#> 1772062113_D08 2 0.4713 0.619 0.00 0.64 0.00 0.36
#> 1772062113_G12 1 0.2011 0.876 0.92 0.00 0.00 0.08
#> 1772062115_H08 2 0.3801 0.797 0.00 0.78 0.00 0.22
#> 1772062116_F01 4 0.0000 0.833 0.00 0.00 0.00 1.00
#> 1772062115_C03 2 0.4624 0.651 0.00 0.66 0.00 0.34
#> 1772067076_H05 2 0.3801 0.797 0.00 0.78 0.00 0.22
#> 1772062115_G07 2 0.3801 0.797 0.00 0.78 0.00 0.22
#> 1772066108_H05 2 0.3801 0.797 0.00 0.78 0.00 0.22
#> 1772066089_E05 2 0.4277 0.736 0.00 0.72 0.00 0.28
#> 1772062118_G05 2 0.3801 0.797 0.00 0.78 0.00 0.22
#> 1772071040_D02 3 0.2011 0.799 0.00 0.00 0.92 0.08
#> 1772063070_E07 3 0.2921 0.756 0.00 0.00 0.86 0.14
#> 1772071041_F06 3 0.2345 0.787 0.00 0.00 0.90 0.10
#> 1772067066_B04 3 0.2011 0.799 0.00 0.00 0.92 0.08
#> 1772067060_G06 3 0.2921 0.756 0.00 0.00 0.86 0.14
#> 1772067074_F09 3 0.2011 0.799 0.00 0.00 0.92 0.08
#> 1772067059_D11 3 0.2011 0.799 0.00 0.00 0.92 0.08
#> 1772067064_H01 3 0.2011 0.799 0.00 0.00 0.92 0.08
#> 1772058148_F07 3 0.2011 0.799 0.00 0.00 0.92 0.08
#> 1772067069_D04 3 0.2011 0.799 0.00 0.00 0.92 0.08
#> 1772063070_G01 3 0.3801 0.816 0.00 0.22 0.78 0.00
#> 1772067064_D10 3 0.2011 0.799 0.00 0.00 0.92 0.08
#> 1772067064_C08 3 0.2011 0.799 0.00 0.00 0.92 0.08
#> 1772063063_H07 3 0.3801 0.816 0.00 0.22 0.78 0.00
#> 1772067074_A11 3 0.2921 0.756 0.00 0.00 0.86 0.14
#> 1772067074_F04 3 0.2011 0.799 0.00 0.00 0.92 0.08
#> 1772063063_D08 3 0.0707 0.810 0.00 0.00 0.98 0.02
#> 1772063063_G10 1 0.2921 0.826 0.86 0.00 0.14 0.00
#> 1772071040_G05 3 0.1913 0.816 0.00 0.04 0.94 0.02
#> 1772071040_C11 1 0.4491 0.762 0.80 0.00 0.14 0.06
#> 1772062116_C11 1 0.3037 0.859 0.88 0.10 0.02 0.00
#> 1772058177_C06 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772060240_B12 3 0.5956 0.741 0.10 0.22 0.68 0.00
#> 1772062113_B06 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772063062_A06 1 0.3037 0.859 0.88 0.10 0.02 0.00
#> 1772062116_G06 1 0.5486 0.697 0.72 0.20 0.08 0.00
#> 1772062113_G01 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772062113_B01 1 0.0707 0.928 0.98 0.02 0.00 0.00
#> 1772062111_G02 1 0.0707 0.928 0.98 0.02 0.00 0.00
#> 1772060224_A07 1 0.3935 0.825 0.84 0.10 0.06 0.00
#> 1772062113_F07 3 0.3801 0.816 0.00 0.22 0.78 0.00
#> 1772062114_F03 1 0.5661 0.672 0.70 0.22 0.08 0.00
#> 1772062111_D11 1 0.3037 0.859 0.88 0.10 0.02 0.00
#> 1772062113_A05 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772060224_C04 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772062113_B04 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772062113_D09 3 0.3801 0.816 0.00 0.22 0.78 0.00
#> 1772062109_F01 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772062113_G11 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772062114_A03 3 0.7768 0.223 0.36 0.24 0.40 0.00
#> 1772058177_A02 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772062109_A07 3 0.3801 0.816 0.00 0.22 0.78 0.00
#> 1772063079_F07 3 0.3801 0.816 0.00 0.22 0.78 0.00
#> 1772058171_H02 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772066108_D06 3 0.3801 0.816 0.00 0.22 0.78 0.00
#> 1772062118_F02 3 0.3801 0.816 0.00 0.22 0.78 0.00
#> 1772058171_D06 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772063062_C07 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772062116_E07 3 0.3801 0.816 0.00 0.22 0.78 0.00
#> 1772062113_A01 1 0.6216 0.609 0.66 0.22 0.12 0.00
#> 1772060224_G06 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772062109_A12 3 0.3801 0.816 0.00 0.22 0.78 0.00
#> 1772062113_A02 3 0.3801 0.816 0.00 0.22 0.78 0.00
#> 1772058148_A04 3 0.3801 0.816 0.00 0.22 0.78 0.00
#> 1772062113_A12 3 0.3801 0.816 0.00 0.22 0.78 0.00
#> 1772063063_B06 3 0.5327 0.777 0.06 0.22 0.72 0.00
#> 1772062116_F04 1 0.4581 0.786 0.80 0.12 0.08 0.00
#> 1772071040_G04 3 0.2011 0.799 0.00 0.00 0.92 0.08
#> 1772063063_A12 1 0.7414 0.169 0.48 0.00 0.34 0.18
#> 1772063078_C09 3 0.6840 0.654 0.18 0.22 0.60 0.00
#> 1772063061_C03 1 0.5661 0.672 0.70 0.22 0.08 0.00
#> 1772060224_H11 3 0.3801 0.816 0.00 0.22 0.78 0.00
#> 1772060226_A01 2 0.5062 0.447 0.30 0.68 0.02 0.00
#> 1772060226_F06 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772060226_G04 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772060226_G06 3 0.7474 0.538 0.22 0.28 0.50 0.00
#> 1772060226_F04 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772060226_F08 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772060224_F03 3 0.5661 0.759 0.08 0.22 0.70 0.00
#> 1772063063_E05 3 0.3335 0.821 0.00 0.12 0.86 0.02
#> 1772067064_A09 3 0.2011 0.799 0.00 0.00 0.92 0.08
#> 1772067059_C11 3 0.2011 0.799 0.00 0.00 0.92 0.08
#> 1772067076_B09 2 0.5962 0.584 0.00 0.66 0.26 0.08
#> 1772067060_H04 3 0.2011 0.799 0.00 0.00 0.92 0.08
#> 1772067063_G11 2 0.6201 0.546 0.00 0.62 0.30 0.08
#> 1772067060_E10 3 0.2011 0.799 0.00 0.00 0.92 0.08
#> 1772067076_B06 3 0.3801 0.816 0.00 0.22 0.78 0.00
#> 1772066099_E11 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772062115_B11 1 0.5661 0.672 0.70 0.22 0.08 0.00
#> 1772062109_F06 1 0.5486 0.697 0.72 0.20 0.08 0.00
#> 1772062118_E01 2 0.4522 0.553 0.00 0.68 0.32 0.00
#> 1772062109_F12 1 0.6656 0.533 0.62 0.22 0.16 0.00
#> 1772062113_G06 3 0.3801 0.816 0.00 0.22 0.78 0.00
#> 1772062113_E02 3 0.3801 0.816 0.00 0.22 0.78 0.00
#> 1772062111_H02 3 0.3801 0.816 0.00 0.22 0.78 0.00
#> 1772062113_D04 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772063079_C04 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772062116_H02 1 0.0707 0.928 0.98 0.02 0.00 0.00
#> 1772062115_C07 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772066108_H04 2 0.2647 0.553 0.00 0.88 0.12 0.00
#> 1772062113_E07 2 0.6350 0.538 0.04 0.60 0.34 0.02
#> 1772067076_D02 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772058171_D03 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772058177_A03 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772058171_E02 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772058171_G01 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772058177_E06 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772058177_C02 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772058177_B05 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772058171_D04 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772058177_F08 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772058171_C01 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772058171_A11 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772058171_F08 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772058171_B07 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772058177_G05 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772063064_F07 3 0.2011 0.820 0.00 0.08 0.92 0.00
#> 1772058171_E10 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772058171_D02 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772058177_B09 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772058177_C12 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772058177_D05 1 0.0000 0.938 1.00 0.00 0.00 0.00
#> 1772066090_A06 3 0.2647 0.822 0.00 0.12 0.88 0.00
#> 1772062114_B04 1 0.0000 0.938 1.00 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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 193 1.000 2.00e-25 2
#> ATC:skmeans 193 0.608 2.95e-34 3
#> ATC:skmeans 190 0.716 6.33e-43 4
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: Node0122. Child nodes: Node012211-leaf , Node012212-leaf , Node012221-leaf , Node012222-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["01221"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 8306 rows and 102 columns.
#> Top rows (831) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 0.501 0.500 0.500
#> 3 3 0.914 0.899 0.948 0.327 0.781 0.584
#> 4 4 0.888 0.894 0.952 0.132 0.824 0.536
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
#> 1772058177_D09 1 0 1 1 0
#> 1772063078_B09 2 0 1 0 1
#> 1772062128_B02 2 0 1 0 1
#> 1772058177_A06 1 0 1 1 0
#> 1772058171_F09 1 0 1 1 0
#> 1772058171_B01 1 0 1 1 0
#> 1772058177_E10 1 0 1 1 0
#> 1772058177_D02 1 0 1 1 0
#> 1772062109_C06 2 0 1 0 1
#> 1772062113_G05 2 0 1 0 1
#> 1772062113_G12 1 0 1 1 0
#> 1772063070_G01 2 0 1 0 1
#> 1772067064_C08 2 0 1 0 1
#> 1772063063_H07 2 0 1 0 1
#> 1772063063_D08 2 0 1 0 1
#> 1772063063_G10 2 0 1 0 1
#> 1772071040_G05 2 0 1 0 1
#> 1772071040_C11 1 0 1 1 0
#> 1772062116_C11 2 0 1 0 1
#> 1772058177_C06 1 0 1 1 0
#> 1772060240_B12 2 0 1 0 1
#> 1772062113_B06 1 0 1 1 0
#> 1772063062_A06 2 0 1 0 1
#> 1772062116_G06 2 0 1 0 1
#> 1772062113_G01 2 0 1 0 1
#> 1772062113_B01 2 0 1 0 1
#> 1772062111_G02 2 0 1 0 1
#> 1772060224_A07 2 0 1 0 1
#> 1772062113_F07 2 0 1 0 1
#> 1772062114_F03 2 0 1 0 1
#> 1772062111_D11 2 0 1 0 1
#> 1772062113_A05 1 0 1 1 0
#> 1772060224_C04 1 0 1 1 0
#> 1772062113_B04 2 0 1 0 1
#> 1772062113_D09 2 0 1 0 1
#> 1772062109_F01 1 0 1 1 0
#> 1772062113_G11 1 0 1 1 0
#> 1772062114_A03 2 0 1 0 1
#> 1772058177_A02 1 0 1 1 0
#> 1772062109_A07 2 0 1 0 1
#> 1772063079_F07 2 0 1 0 1
#> 1772058171_H02 1 0 1 1 0
#> 1772066108_D06 2 0 1 0 1
#> 1772062118_F02 2 0 1 0 1
#> 1772058171_D06 1 0 1 1 0
#> 1772063062_C07 1 0 1 1 0
#> 1772062116_E07 2 0 1 0 1
#> 1772062113_A01 2 0 1 0 1
#> 1772060224_G06 1 0 1 1 0
#> 1772062109_A12 2 0 1 0 1
#> 1772062113_A02 2 0 1 0 1
#> 1772058148_A04 2 0 1 0 1
#> 1772062113_A12 2 0 1 0 1
#> 1772063063_B06 2 0 1 0 1
#> 1772062116_F04 2 0 1 0 1
#> 1772063063_A12 2 0 1 0 1
#> 1772063078_C09 2 0 1 0 1
#> 1772063061_C03 2 0 1 0 1
#> 1772060226_A01 2 0 1 0 1
#> 1772060226_F06 1 0 1 1 0
#> 1772060226_G04 1 0 1 1 0
#> 1772060226_G06 2 0 1 0 1
#> 1772060226_F04 1 0 1 1 0
#> 1772060226_F08 1 0 1 1 0
#> 1772060224_F03 2 0 1 0 1
#> 1772067076_B06 2 0 1 0 1
#> 1772066099_E11 1 0 1 1 0
#> 1772062115_B11 2 0 1 0 1
#> 1772062109_F06 2 0 1 0 1
#> 1772062118_E01 2 0 1 0 1
#> 1772062109_F12 2 0 1 0 1
#> 1772062113_G06 2 0 1 0 1
#> 1772062113_E02 2 0 1 0 1
#> 1772062111_H02 2 0 1 0 1
#> 1772062113_D04 2 0 1 0 1
#> 1772063079_C04 1 0 1 1 0
#> 1772062116_H02 2 0 1 0 1
#> 1772062115_C07 2 0 1 0 1
#> 1772066108_H04 2 0 1 0 1
#> 1772062113_E07 2 0 1 0 1
#> 1772067076_D02 1 0 1 1 0
#> 1772058171_D03 1 0 1 1 0
#> 1772058177_A03 1 0 1 1 0
#> 1772058171_E02 1 0 1 1 0
#> 1772058171_G01 1 0 1 1 0
#> 1772058177_E06 1 0 1 1 0
#> 1772058177_C02 1 0 1 1 0
#> 1772058177_B05 1 0 1 1 0
#> 1772058171_D04 1 0 1 1 0
#> 1772058177_F08 1 0 1 1 0
#> 1772058171_C01 1 0 1 1 0
#> 1772058171_A11 1 0 1 1 0
#> 1772058171_F08 1 0 1 1 0
#> 1772058171_B07 1 0 1 1 0
#> 1772058177_G05 1 0 1 1 0
#> 1772063064_F07 2 0 1 0 1
#> 1772058171_E10 1 0 1 1 0
#> 1772058171_D02 1 0 1 1 0
#> 1772058177_B09 1 0 1 1 0
#> 1772058177_C12 1 0 1 1 0
#> 1772058177_D05 1 0 1 1 0
#> 1772062114_B04 1 0 1 1 0
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> 1772058177_D09 1 0.1529 0.954 0.96 0.04 0.00
#> 1772063078_B09 2 0.1529 0.947 0.00 0.96 0.04
#> 1772062128_B02 2 0.0892 0.941 0.00 0.98 0.02
#> 1772058177_A06 1 0.1529 0.954 0.96 0.04 0.00
#> 1772058171_F09 1 0.1529 0.954 0.96 0.04 0.00
#> 1772058171_B01 1 0.1529 0.954 0.96 0.04 0.00
#> 1772058177_E10 1 0.1529 0.954 0.96 0.04 0.00
#> 1772058177_D02 1 0.0000 0.956 1.00 0.00 0.00
#> 1772062109_C06 2 0.1529 0.947 0.00 0.96 0.04
#> 1772062113_G05 2 0.1529 0.947 0.00 0.96 0.04
#> 1772062113_G12 1 0.1529 0.954 0.96 0.04 0.00
#> 1772063070_G01 3 0.0000 0.936 0.00 0.00 1.00
#> 1772067064_C08 2 0.2947 0.917 0.02 0.92 0.06
#> 1772063063_H07 3 0.0000 0.936 0.00 0.00 1.00
#> 1772063063_D08 2 0.1529 0.947 0.00 0.96 0.04
#> 1772063063_G10 2 0.0000 0.932 0.00 1.00 0.00
#> 1772071040_G05 2 0.1529 0.947 0.00 0.96 0.04
#> 1772071040_C11 2 0.0000 0.932 0.00 1.00 0.00
#> 1772062116_C11 2 0.1529 0.947 0.00 0.96 0.04
#> 1772058177_C06 1 0.5016 0.722 0.76 0.24 0.00
#> 1772060240_B12 2 0.2537 0.916 0.00 0.92 0.08
#> 1772062113_B06 2 0.4555 0.708 0.20 0.80 0.00
#> 1772063062_A06 2 0.1529 0.947 0.00 0.96 0.04
#> 1772062116_G06 3 0.1529 0.903 0.04 0.00 0.96
#> 1772062113_G01 2 0.0000 0.932 0.00 1.00 0.00
#> 1772062113_B01 3 0.1529 0.902 0.00 0.04 0.96
#> 1772062111_G02 2 0.0000 0.932 0.00 1.00 0.00
#> 1772060224_A07 2 0.1529 0.947 0.00 0.96 0.04
#> 1772062113_F07 3 0.6045 0.392 0.00 0.38 0.62
#> 1772062114_F03 3 0.0000 0.936 0.00 0.00 1.00
#> 1772062111_D11 2 0.1529 0.947 0.00 0.96 0.04
#> 1772062113_A05 1 0.2959 0.870 0.90 0.00 0.10
#> 1772060224_C04 2 0.0892 0.918 0.02 0.98 0.00
#> 1772062113_B04 3 0.5216 0.688 0.00 0.26 0.74
#> 1772062113_D09 3 0.0000 0.936 0.00 0.00 1.00
#> 1772062109_F01 1 0.6126 0.301 0.60 0.40 0.00
#> 1772062113_G11 1 0.0000 0.956 1.00 0.00 0.00
#> 1772062114_A03 2 0.1529 0.947 0.00 0.96 0.04
#> 1772058177_A02 1 0.0000 0.956 1.00 0.00 0.00
#> 1772062109_A07 3 0.6126 0.335 0.00 0.40 0.60
#> 1772063079_F07 3 0.0000 0.936 0.00 0.00 1.00
#> 1772058171_H02 1 0.1529 0.954 0.96 0.04 0.00
#> 1772066108_D06 3 0.0000 0.936 0.00 0.00 1.00
#> 1772062118_F02 3 0.0000 0.936 0.00 0.00 1.00
#> 1772058171_D06 1 0.0000 0.956 1.00 0.00 0.00
#> 1772063062_C07 2 0.6192 0.304 0.42 0.58 0.00
#> 1772062116_E07 3 0.0000 0.936 0.00 0.00 1.00
#> 1772062113_A01 3 0.0000 0.936 0.00 0.00 1.00
#> 1772060224_G06 1 0.0000 0.956 1.00 0.00 0.00
#> 1772062109_A12 3 0.5835 0.484 0.00 0.34 0.66
#> 1772062113_A02 3 0.0000 0.936 0.00 0.00 1.00
#> 1772058148_A04 3 0.0000 0.936 0.00 0.00 1.00
#> 1772062113_A12 3 0.0000 0.936 0.00 0.00 1.00
#> 1772063063_B06 2 0.2959 0.897 0.00 0.90 0.10
#> 1772062116_F04 2 0.1529 0.947 0.00 0.96 0.04
#> 1772063063_A12 2 0.0892 0.941 0.00 0.98 0.02
#> 1772063078_C09 3 0.0000 0.936 0.00 0.00 1.00
#> 1772063061_C03 3 0.0000 0.936 0.00 0.00 1.00
#> 1772060226_A01 2 0.1529 0.947 0.00 0.96 0.04
#> 1772060226_F06 1 0.1529 0.947 0.96 0.04 0.00
#> 1772060226_G04 1 0.0000 0.956 1.00 0.00 0.00
#> 1772060226_G06 3 0.0000 0.936 0.00 0.00 1.00
#> 1772060226_F04 1 0.0000 0.956 1.00 0.00 0.00
#> 1772060226_F08 1 0.0000 0.956 1.00 0.00 0.00
#> 1772060224_F03 3 0.0000 0.936 0.00 0.00 1.00
#> 1772067076_B06 3 0.0000 0.936 0.00 0.00 1.00
#> 1772066099_E11 1 0.0000 0.956 1.00 0.00 0.00
#> 1772062115_B11 3 0.0000 0.936 0.00 0.00 1.00
#> 1772062109_F06 3 0.1529 0.903 0.04 0.00 0.96
#> 1772062118_E01 2 0.1529 0.947 0.00 0.96 0.04
#> 1772062109_F12 2 0.5397 0.628 0.00 0.72 0.28
#> 1772062113_G06 3 0.0000 0.936 0.00 0.00 1.00
#> 1772062113_E02 3 0.0000 0.936 0.00 0.00 1.00
#> 1772062111_H02 3 0.3340 0.830 0.00 0.12 0.88
#> 1772062113_D04 2 0.0000 0.932 0.00 1.00 0.00
#> 1772063079_C04 1 0.0000 0.956 1.00 0.00 0.00
#> 1772062116_H02 2 0.1529 0.947 0.00 0.96 0.04
#> 1772062115_C07 2 0.0000 0.932 0.00 1.00 0.00
#> 1772066108_H04 2 0.1529 0.947 0.00 0.96 0.04
#> 1772062113_E07 2 0.1529 0.947 0.00 0.96 0.04
#> 1772067076_D02 2 0.0000 0.932 0.00 1.00 0.00
#> 1772058171_D03 1 0.1529 0.954 0.96 0.04 0.00
#> 1772058177_A03 1 0.0892 0.955 0.98 0.02 0.00
#> 1772058171_E02 1 0.0000 0.956 1.00 0.00 0.00
#> 1772058171_G01 1 0.1529 0.954 0.96 0.04 0.00
#> 1772058177_E06 1 0.1529 0.954 0.96 0.04 0.00
#> 1772058177_C02 1 0.0000 0.956 1.00 0.00 0.00
#> 1772058177_B05 1 0.0000 0.956 1.00 0.00 0.00
#> 1772058171_D04 1 0.1529 0.954 0.96 0.04 0.00
#> 1772058177_F08 1 0.1529 0.954 0.96 0.04 0.00
#> 1772058171_C01 1 0.0000 0.956 1.00 0.00 0.00
#> 1772058171_A11 1 0.0000 0.956 1.00 0.00 0.00
#> 1772058171_F08 1 0.0000 0.956 1.00 0.00 0.00
#> 1772058171_B07 1 0.1529 0.954 0.96 0.04 0.00
#> 1772058177_G05 1 0.0000 0.956 1.00 0.00 0.00
#> 1772063064_F07 2 0.1529 0.947 0.00 0.96 0.04
#> 1772058171_E10 1 0.1529 0.954 0.96 0.04 0.00
#> 1772058171_D02 1 0.1529 0.954 0.96 0.04 0.00
#> 1772058177_B09 1 0.1529 0.954 0.96 0.04 0.00
#> 1772058177_C12 1 0.0000 0.956 1.00 0.00 0.00
#> 1772058177_D05 1 0.0000 0.956 1.00 0.00 0.00
#> 1772062114_B04 1 0.5706 0.523 0.68 0.00 0.32
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> 1772058177_D09 4 0.0000 0.949 0.00 0.00 0.00 1.00
#> 1772063078_B09 2 0.0000 0.962 0.00 1.00 0.00 0.00
#> 1772062128_B02 2 0.0000 0.962 0.00 1.00 0.00 0.00
#> 1772058177_A06 4 0.0000 0.949 0.00 0.00 0.00 1.00
#> 1772058171_F09 4 0.0000 0.949 0.00 0.00 0.00 1.00
#> 1772058171_B01 4 0.0000 0.949 0.00 0.00 0.00 1.00
#> 1772058177_E10 4 0.0000 0.949 0.00 0.00 0.00 1.00
#> 1772058177_D02 1 0.0000 0.909 1.00 0.00 0.00 0.00
#> 1772062109_C06 2 0.0000 0.962 0.00 1.00 0.00 0.00
#> 1772062113_G05 2 0.0000 0.962 0.00 1.00 0.00 0.00
#> 1772062113_G12 4 0.0000 0.949 0.00 0.00 0.00 1.00
#> 1772063070_G01 3 0.0000 0.963 0.00 0.00 1.00 0.00
#> 1772067064_C08 2 0.3400 0.780 0.18 0.82 0.00 0.00
#> 1772063063_H07 3 0.0000 0.963 0.00 0.00 1.00 0.00
#> 1772063063_D08 2 0.0000 0.962 0.00 1.00 0.00 0.00
#> 1772063063_G10 2 0.0707 0.947 0.00 0.98 0.00 0.02
#> 1772071040_G05 2 0.0000 0.962 0.00 1.00 0.00 0.00
#> 1772071040_C11 4 0.4522 0.571 0.00 0.32 0.00 0.68
#> 1772062116_C11 2 0.0000 0.962 0.00 1.00 0.00 0.00
#> 1772058177_C06 4 0.0000 0.949 0.00 0.00 0.00 1.00
#> 1772060240_B12 2 0.0707 0.950 0.00 0.98 0.02 0.00
#> 1772062113_B06 4 0.1211 0.915 0.00 0.04 0.00 0.96
#> 1772063062_A06 2 0.0000 0.962 0.00 1.00 0.00 0.00
#> 1772062116_G06 1 0.0000 0.909 1.00 0.00 0.00 0.00
#> 1772062113_G01 2 0.0000 0.962 0.00 1.00 0.00 0.00
#> 1772062113_B01 3 0.2011 0.895 0.00 0.00 0.92 0.08
#> 1772062111_G02 2 0.0000 0.962 0.00 1.00 0.00 0.00
#> 1772060224_A07 2 0.0000 0.962 0.00 1.00 0.00 0.00
#> 1772062113_F07 2 0.4277 0.626 0.00 0.72 0.28 0.00
#> 1772062114_F03 3 0.0000 0.963 0.00 0.00 1.00 0.00
#> 1772062111_D11 2 0.0000 0.962 0.00 1.00 0.00 0.00
#> 1772062113_A05 1 0.0000 0.909 1.00 0.00 0.00 0.00
#> 1772060224_C04 4 0.3975 0.707 0.00 0.24 0.00 0.76
#> 1772062113_B04 3 0.3935 0.827 0.00 0.06 0.84 0.10
#> 1772062113_D09 3 0.0707 0.950 0.00 0.02 0.98 0.00
#> 1772062109_F01 1 0.0000 0.909 1.00 0.00 0.00 0.00
#> 1772062113_G11 1 0.0000 0.909 1.00 0.00 0.00 0.00
#> 1772062114_A03 2 0.0000 0.962 0.00 1.00 0.00 0.00
#> 1772058177_A02 1 0.0000 0.909 1.00 0.00 0.00 0.00
#> 1772062109_A07 2 0.3801 0.725 0.00 0.78 0.22 0.00
#> 1772063079_F07 3 0.0000 0.963 0.00 0.00 1.00 0.00
#> 1772058171_H02 4 0.0000 0.949 0.00 0.00 0.00 1.00
#> 1772066108_D06 3 0.1211 0.935 0.00 0.04 0.96 0.00
#> 1772062118_F02 3 0.0000 0.963 0.00 0.00 1.00 0.00
#> 1772058171_D06 1 0.0000 0.909 1.00 0.00 0.00 0.00
#> 1772063062_C07 1 0.3525 0.810 0.86 0.10 0.00 0.04
#> 1772062116_E07 3 0.0000 0.963 0.00 0.00 1.00 0.00
#> 1772062113_A01 3 0.0000 0.963 0.00 0.00 1.00 0.00
#> 1772060224_G06 1 0.0000 0.909 1.00 0.00 0.00 0.00
#> 1772062109_A12 2 0.3610 0.757 0.00 0.80 0.20 0.00
#> 1772062113_A02 3 0.0000 0.963 0.00 0.00 1.00 0.00
#> 1772058148_A04 3 0.0000 0.963 0.00 0.00 1.00 0.00
#> 1772062113_A12 3 0.0000 0.963 0.00 0.00 1.00 0.00
#> 1772063063_B06 2 0.0707 0.950 0.00 0.98 0.02 0.00
#> 1772062116_F04 2 0.0000 0.962 0.00 1.00 0.00 0.00
#> 1772063063_A12 2 0.2011 0.902 0.00 0.92 0.08 0.00
#> 1772063078_C09 3 0.0000 0.963 0.00 0.00 1.00 0.00
#> 1772063061_C03 3 0.0000 0.963 0.00 0.00 1.00 0.00
#> 1772060226_A01 2 0.0000 0.962 0.00 1.00 0.00 0.00
#> 1772060226_F06 1 0.3400 0.751 0.82 0.00 0.00 0.18
#> 1772060226_G04 1 0.0000 0.909 1.00 0.00 0.00 0.00
#> 1772060226_G06 3 0.0000 0.963 0.00 0.00 1.00 0.00
#> 1772060226_F04 1 0.0000 0.909 1.00 0.00 0.00 0.00
#> 1772060226_F08 1 0.0000 0.909 1.00 0.00 0.00 0.00
#> 1772060224_F03 3 0.0000 0.963 0.00 0.00 1.00 0.00
#> 1772067076_B06 3 0.2345 0.877 0.00 0.10 0.90 0.00
#> 1772066099_E11 1 0.0000 0.909 1.00 0.00 0.00 0.00
#> 1772062115_B11 3 0.0000 0.963 0.00 0.00 1.00 0.00
#> 1772062109_F06 1 0.0000 0.909 1.00 0.00 0.00 0.00
#> 1772062118_E01 2 0.0000 0.962 0.00 1.00 0.00 0.00
#> 1772062109_F12 2 0.1211 0.934 0.00 0.96 0.04 0.00
#> 1772062113_G06 3 0.0000 0.963 0.00 0.00 1.00 0.00
#> 1772062113_E02 3 0.0000 0.963 0.00 0.00 1.00 0.00
#> 1772062111_H02 3 0.4713 0.419 0.00 0.36 0.64 0.00
#> 1772062113_D04 2 0.0000 0.962 0.00 1.00 0.00 0.00
#> 1772063079_C04 1 0.0000 0.909 1.00 0.00 0.00 0.00
#> 1772062116_H02 2 0.0000 0.962 0.00 1.00 0.00 0.00
#> 1772062115_C07 2 0.0000 0.962 0.00 1.00 0.00 0.00
#> 1772066108_H04 2 0.0000 0.962 0.00 1.00 0.00 0.00
#> 1772062113_E07 2 0.0000 0.962 0.00 1.00 0.00 0.00
#> 1772067076_D02 4 0.4277 0.644 0.00 0.28 0.00 0.72
#> 1772058171_D03 4 0.0000 0.949 0.00 0.00 0.00 1.00
#> 1772058177_A03 4 0.0000 0.949 0.00 0.00 0.00 1.00
#> 1772058171_E02 1 0.4277 0.659 0.72 0.00 0.00 0.28
#> 1772058171_G01 4 0.0000 0.949 0.00 0.00 0.00 1.00
#> 1772058177_E06 4 0.0000 0.949 0.00 0.00 0.00 1.00
#> 1772058177_C02 1 0.4134 0.682 0.74 0.00 0.00 0.26
#> 1772058177_B05 1 0.0000 0.909 1.00 0.00 0.00 0.00
#> 1772058171_D04 4 0.0000 0.949 0.00 0.00 0.00 1.00
#> 1772058177_F08 4 0.0000 0.949 0.00 0.00 0.00 1.00
#> 1772058171_C01 1 0.1211 0.886 0.96 0.00 0.00 0.04
#> 1772058171_A11 1 0.4948 0.357 0.56 0.00 0.00 0.44
#> 1772058171_F08 1 0.0000 0.909 1.00 0.00 0.00 0.00
#> 1772058171_B07 4 0.0000 0.949 0.00 0.00 0.00 1.00
#> 1772058177_G05 1 0.4855 0.451 0.60 0.00 0.00 0.40
#> 1772063064_F07 2 0.0000 0.962 0.00 1.00 0.00 0.00
#> 1772058171_E10 4 0.0000 0.949 0.00 0.00 0.00 1.00
#> 1772058171_D02 4 0.0000 0.949 0.00 0.00 0.00 1.00
#> 1772058177_B09 4 0.0000 0.949 0.00 0.00 0.00 1.00
#> 1772058177_C12 1 0.4994 0.250 0.52 0.00 0.00 0.48
#> 1772058177_D05 1 0.0000 0.909 1.00 0.00 0.00 0.00
#> 1772062114_B04 1 0.0000 0.909 1.00 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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 102 0.921 2.12e-06 2
#> ATC:skmeans 97 0.487 6.71e-07 3
#> ATC:skmeans 98 0.348 1.11e-04 4
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: Node0122. Child nodes: Node012211-leaf , Node012212-leaf , Node012221-leaf , Node012222-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["01222"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 8102 rows and 96 columns.
#> Top rows (810) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 2.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_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 0.987 0.995 0.494 0.505 0.505
#> 3 3 0.846 0.847 0.942 0.323 0.795 0.615
#> 4 4 0.855 0.866 0.931 0.144 0.825 0.549
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 2
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
#> 1772067057_G07 2 0.000 0.990 0.00 1.00
#> 1772067076_C07 2 0.000 0.990 0.00 1.00
#> 1772067064_G07 2 0.000 0.990 0.00 1.00
#> 1772058177_D03 2 0.141 0.971 0.02 0.98
#> 1772067074_C07 2 0.000 0.990 0.00 1.00
#> 1772063070_G03 1 0.000 0.998 1.00 0.00
#> 1772066080_G07 2 0.000 0.990 0.00 1.00
#> 1772063063_C07 2 0.000 0.990 0.00 1.00
#> 1772066080_D07 1 0.141 0.979 0.98 0.02
#> 1772062114_G10 2 0.000 0.990 0.00 1.00
#> 1772063061_G05 1 0.000 0.998 1.00 0.00
#> 1772058171_C02 1 0.000 0.998 1.00 0.00
#> 1772067063_D03 1 0.000 0.998 1.00 0.00
#> 1772062111_F07 1 0.000 0.998 1.00 0.00
#> 1772071036_G12 2 0.000 0.990 0.00 1.00
#> 1772062111_H05 1 0.000 0.998 1.00 0.00
#> 1772062114_A12 1 0.000 0.998 1.00 0.00
#> 1772062115_A09 1 0.000 0.998 1.00 0.00
#> 1772062109_A05 1 0.000 0.998 1.00 0.00
#> 1772062116_B05 1 0.000 0.998 1.00 0.00
#> 1772062115_D07 1 0.000 0.998 1.00 0.00
#> 1772063063_F08 1 0.000 0.998 1.00 0.00
#> 1772060224_G07 1 0.000 0.998 1.00 0.00
#> 1772062115_C01 1 0.000 0.998 1.00 0.00
#> 1772060225_A05 1 0.000 0.998 1.00 0.00
#> 1772058177_E11 1 0.000 0.998 1.00 0.00
#> 1772067059_D12 1 0.000 0.998 1.00 0.00
#> 1772063061_A09 1 0.000 0.998 1.00 0.00
#> 1772067073_B03 2 0.943 0.436 0.36 0.64
#> 1772063063_E07 2 0.000 0.990 0.00 1.00
#> 1772067069_B03 1 0.000 0.998 1.00 0.00
#> 1772067074_E07 2 0.000 0.990 0.00 1.00
#> 1772067069_F06 2 0.000 0.990 0.00 1.00
#> 1772071044_G06 2 0.000 0.990 0.00 1.00
#> 1772063063_B04 2 0.000 0.990 0.00 1.00
#> 1772067060_A02 1 0.327 0.936 0.94 0.06
#> 1772066098_B11 1 0.000 0.998 1.00 0.00
#> 1772060225_E07 1 0.000 0.998 1.00 0.00
#> 1772062111_F10 1 0.000 0.998 1.00 0.00
#> 1772066110_F08 1 0.141 0.979 0.98 0.02
#> 1772066077_H04 1 0.000 0.998 1.00 0.00
#> 1772062111_F06 1 0.000 0.998 1.00 0.00
#> 1772062111_C08 1 0.000 0.998 1.00 0.00
#> 1772062111_C01 1 0.000 0.998 1.00 0.00
#> 1772062111_E06 1 0.000 0.998 1.00 0.00
#> 1772062109_H10 1 0.000 0.998 1.00 0.00
#> 1772066108_H11 2 0.000 0.990 0.00 1.00
#> 1772063077_C03 1 0.000 0.998 1.00 0.00
#> 1772062116_A12 1 0.000 0.998 1.00 0.00
#> 1772062109_E07 1 0.000 0.998 1.00 0.00
#> 1772066099_H01 1 0.000 0.998 1.00 0.00
#> 1772062128_B11 1 0.000 0.998 1.00 0.00
#> 1772062116_H06 2 0.000 0.990 0.00 1.00
#> 1772062113_D10 1 0.000 0.998 1.00 0.00
#> 1772062109_G03 1 0.000 0.998 1.00 0.00
#> 1772062114_B01 1 0.000 0.998 1.00 0.00
#> 1772062113_H02 1 0.000 0.998 1.00 0.00
#> 1772063074_C02 1 0.000 0.998 1.00 0.00
#> 1772062118_E08 1 0.000 0.998 1.00 0.00
#> 1772066096_C01 1 0.000 0.998 1.00 0.00
#> 1772062114_B10 1 0.000 0.998 1.00 0.00
#> 1772062113_B09 1 0.000 0.998 1.00 0.00
#> 1772062113_D01 1 0.000 0.998 1.00 0.00
#> 1772062109_E08 1 0.000 0.998 1.00 0.00
#> 1772062113_D08 1 0.000 0.998 1.00 0.00
#> 1772062115_H08 1 0.000 0.998 1.00 0.00
#> 1772062116_F01 2 0.000 0.990 0.00 1.00
#> 1772062115_C03 1 0.000 0.998 1.00 0.00
#> 1772067076_H05 1 0.000 0.998 1.00 0.00
#> 1772062115_G07 1 0.000 0.998 1.00 0.00
#> 1772066108_H05 1 0.000 0.998 1.00 0.00
#> 1772066089_E05 1 0.000 0.998 1.00 0.00
#> 1772062118_G05 1 0.000 0.998 1.00 0.00
#> 1772071040_D02 2 0.000 0.990 0.00 1.00
#> 1772063070_E07 2 0.000 0.990 0.00 1.00
#> 1772071041_F06 2 0.000 0.990 0.00 1.00
#> 1772067066_B04 2 0.000 0.990 0.00 1.00
#> 1772067060_G06 2 0.000 0.990 0.00 1.00
#> 1772067074_F09 2 0.000 0.990 0.00 1.00
#> 1772067059_D11 2 0.000 0.990 0.00 1.00
#> 1772067064_H01 2 0.000 0.990 0.00 1.00
#> 1772058148_F07 2 0.000 0.990 0.00 1.00
#> 1772067069_D04 2 0.000 0.990 0.00 1.00
#> 1772067064_D10 2 0.000 0.990 0.00 1.00
#> 1772067074_A11 2 0.000 0.990 0.00 1.00
#> 1772067074_F04 2 0.000 0.990 0.00 1.00
#> 1772071040_G04 2 0.000 0.990 0.00 1.00
#> 1772060224_H11 2 0.141 0.971 0.02 0.98
#> 1772063063_E05 2 0.000 0.990 0.00 1.00
#> 1772067064_A09 2 0.000 0.990 0.00 1.00
#> 1772067059_C11 2 0.000 0.990 0.00 1.00
#> 1772067076_B09 2 0.000 0.990 0.00 1.00
#> 1772067060_H04 2 0.000 0.990 0.00 1.00
#> 1772067063_G11 2 0.000 0.990 0.00 1.00
#> 1772067060_E10 2 0.000 0.990 0.00 1.00
#> 1772066090_A06 2 0.000 0.990 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> 1772067057_G07 2 0.571 0.5380 0.00 0.68 0.32
#> 1772067076_C07 3 0.000 0.9321 0.00 0.00 1.00
#> 1772067064_G07 3 0.583 0.4196 0.00 0.34 0.66
#> 1772058177_D03 3 0.000 0.9321 0.00 0.00 1.00
#> 1772067074_C07 3 0.000 0.9321 0.00 0.00 1.00
#> 1772063070_G03 3 0.000 0.9321 0.00 0.00 1.00
#> 1772066080_G07 3 0.000 0.9321 0.00 0.00 1.00
#> 1772063063_C07 3 0.000 0.9321 0.00 0.00 1.00
#> 1772066080_D07 3 0.000 0.9321 0.00 0.00 1.00
#> 1772062114_G10 3 0.000 0.9321 0.00 0.00 1.00
#> 1772063061_G05 1 0.628 0.1606 0.54 0.00 0.46
#> 1772058171_C02 3 0.583 0.4510 0.34 0.00 0.66
#> 1772067063_D03 3 0.000 0.9321 0.00 0.00 1.00
#> 1772062111_F07 3 0.000 0.9321 0.00 0.00 1.00
#> 1772071036_G12 3 0.000 0.9321 0.00 0.00 1.00
#> 1772062111_H05 1 0.000 0.9097 1.00 0.00 0.00
#> 1772062114_A12 1 0.628 0.1606 0.54 0.00 0.46
#> 1772062115_A09 1 0.613 0.3228 0.60 0.00 0.40
#> 1772062109_A05 1 0.000 0.9097 1.00 0.00 0.00
#> 1772062116_B05 1 0.630 0.0933 0.52 0.00 0.48
#> 1772062115_D07 1 0.628 0.1606 0.54 0.00 0.46
#> 1772063063_F08 1 0.000 0.9097 1.00 0.00 0.00
#> 1772060224_G07 1 0.628 0.1606 0.54 0.00 0.46
#> 1772062115_C01 1 0.000 0.9097 1.00 0.00 0.00
#> 1772060225_A05 1 0.000 0.9097 1.00 0.00 0.00
#> 1772058177_E11 1 0.000 0.9097 1.00 0.00 0.00
#> 1772067059_D12 1 0.000 0.9097 1.00 0.00 0.00
#> 1772063061_A09 1 0.000 0.9097 1.00 0.00 0.00
#> 1772067073_B03 2 0.604 0.3699 0.38 0.62 0.00
#> 1772063063_E07 3 0.000 0.9321 0.00 0.00 1.00
#> 1772067069_B03 1 0.000 0.9097 1.00 0.00 0.00
#> 1772067074_E07 2 0.429 0.7679 0.00 0.82 0.18
#> 1772067069_F06 2 0.000 0.9665 0.00 1.00 0.00
#> 1772071044_G06 2 0.000 0.9665 0.00 1.00 0.00
#> 1772063063_B04 2 0.000 0.9665 0.00 1.00 0.00
#> 1772067060_A02 1 0.522 0.6051 0.74 0.26 0.00
#> 1772066098_B11 1 0.000 0.9097 1.00 0.00 0.00
#> 1772060225_E07 1 0.000 0.9097 1.00 0.00 0.00
#> 1772062111_F10 1 0.000 0.9097 1.00 0.00 0.00
#> 1772066110_F08 1 0.583 0.4461 0.66 0.34 0.00
#> 1772066077_H04 1 0.000 0.9097 1.00 0.00 0.00
#> 1772062111_F06 1 0.000 0.9097 1.00 0.00 0.00
#> 1772062111_C08 1 0.000 0.9097 1.00 0.00 0.00
#> 1772062111_C01 1 0.000 0.9097 1.00 0.00 0.00
#> 1772062111_E06 1 0.000 0.9097 1.00 0.00 0.00
#> 1772062109_H10 1 0.000 0.9097 1.00 0.00 0.00
#> 1772066108_H11 2 0.000 0.9665 0.00 1.00 0.00
#> 1772063077_C03 1 0.000 0.9097 1.00 0.00 0.00
#> 1772062116_A12 1 0.296 0.8157 0.90 0.10 0.00
#> 1772062109_E07 3 0.571 0.4996 0.32 0.00 0.68
#> 1772066099_H01 3 0.000 0.9321 0.00 0.00 1.00
#> 1772062128_B11 1 0.000 0.9097 1.00 0.00 0.00
#> 1772062116_H06 3 0.000 0.9321 0.00 0.00 1.00
#> 1772062113_D10 1 0.000 0.9097 1.00 0.00 0.00
#> 1772062109_G03 3 0.000 0.9321 0.00 0.00 1.00
#> 1772062114_B01 1 0.000 0.9097 1.00 0.00 0.00
#> 1772062113_H02 3 0.000 0.9321 0.00 0.00 1.00
#> 1772063074_C02 1 0.000 0.9097 1.00 0.00 0.00
#> 1772062118_E08 1 0.000 0.9097 1.00 0.00 0.00
#> 1772066096_C01 1 0.000 0.9097 1.00 0.00 0.00
#> 1772062114_B10 1 0.000 0.9097 1.00 0.00 0.00
#> 1772062113_B09 3 0.522 0.6153 0.26 0.00 0.74
#> 1772062113_D01 3 0.000 0.9321 0.00 0.00 1.00
#> 1772062109_E08 1 0.000 0.9097 1.00 0.00 0.00
#> 1772062113_D08 1 0.000 0.9097 1.00 0.00 0.00
#> 1772062115_H08 1 0.000 0.9097 1.00 0.00 0.00
#> 1772062116_F01 3 0.000 0.9321 0.00 0.00 1.00
#> 1772062115_C03 1 0.000 0.9097 1.00 0.00 0.00
#> 1772067076_H05 1 0.000 0.9097 1.00 0.00 0.00
#> 1772062115_G07 1 0.000 0.9097 1.00 0.00 0.00
#> 1772066108_H05 1 0.000 0.9097 1.00 0.00 0.00
#> 1772066089_E05 1 0.000 0.9097 1.00 0.00 0.00
#> 1772062118_G05 1 0.000 0.9097 1.00 0.00 0.00
#> 1772071040_D02 2 0.000 0.9665 0.00 1.00 0.00
#> 1772063070_E07 2 0.000 0.9665 0.00 1.00 0.00
#> 1772071041_F06 2 0.000 0.9665 0.00 1.00 0.00
#> 1772067066_B04 2 0.000 0.9665 0.00 1.00 0.00
#> 1772067060_G06 2 0.000 0.9665 0.00 1.00 0.00
#> 1772067074_F09 2 0.000 0.9665 0.00 1.00 0.00
#> 1772067059_D11 2 0.000 0.9665 0.00 1.00 0.00
#> 1772067064_H01 2 0.000 0.9665 0.00 1.00 0.00
#> 1772058148_F07 2 0.000 0.9665 0.00 1.00 0.00
#> 1772067069_D04 2 0.000 0.9665 0.00 1.00 0.00
#> 1772067064_D10 2 0.000 0.9665 0.00 1.00 0.00
#> 1772067074_A11 2 0.000 0.9665 0.00 1.00 0.00
#> 1772067074_F04 2 0.000 0.9665 0.00 1.00 0.00
#> 1772071040_G04 2 0.000 0.9665 0.00 1.00 0.00
#> 1772060224_H11 2 0.000 0.9665 0.00 1.00 0.00
#> 1772063063_E05 2 0.000 0.9665 0.00 1.00 0.00
#> 1772067064_A09 2 0.000 0.9665 0.00 1.00 0.00
#> 1772067059_C11 2 0.000 0.9665 0.00 1.00 0.00
#> 1772067076_B09 2 0.000 0.9665 0.00 1.00 0.00
#> 1772067060_H04 2 0.000 0.9665 0.00 1.00 0.00
#> 1772067063_G11 2 0.000 0.9665 0.00 1.00 0.00
#> 1772067060_E10 2 0.000 0.9665 0.00 1.00 0.00
#> 1772066090_A06 2 0.000 0.9665 0.00 1.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> 1772067057_G07 3 0.4406 0.5936 0.00 0.30 0.70 0.00
#> 1772067076_C07 3 0.0000 0.9048 0.00 0.00 1.00 0.00
#> 1772067064_G07 3 0.3335 0.8119 0.00 0.12 0.86 0.02
#> 1772058177_D03 3 0.0000 0.9048 0.00 0.00 1.00 0.00
#> 1772067074_C07 3 0.0000 0.9048 0.00 0.00 1.00 0.00
#> 1772063070_G03 3 0.0000 0.9048 0.00 0.00 1.00 0.00
#> 1772066080_G07 3 0.0000 0.9048 0.00 0.00 1.00 0.00
#> 1772063063_C07 3 0.0000 0.9048 0.00 0.00 1.00 0.00
#> 1772066080_D07 3 0.2011 0.8557 0.00 0.00 0.92 0.08
#> 1772062114_G10 3 0.0000 0.9048 0.00 0.00 1.00 0.00
#> 1772063061_G05 4 0.0000 0.8401 0.00 0.00 0.00 1.00
#> 1772058171_C02 4 0.0000 0.8401 0.00 0.00 0.00 1.00
#> 1772067063_D03 3 0.3172 0.7807 0.00 0.00 0.84 0.16
#> 1772062111_F07 4 0.2345 0.7672 0.00 0.00 0.10 0.90
#> 1772071036_G12 3 0.0707 0.8956 0.00 0.00 0.98 0.02
#> 1772062111_H05 4 0.0000 0.8401 0.00 0.00 0.00 1.00
#> 1772062114_A12 4 0.0000 0.8401 0.00 0.00 0.00 1.00
#> 1772062115_A09 4 0.0000 0.8401 0.00 0.00 0.00 1.00
#> 1772062109_A05 4 0.0000 0.8401 0.00 0.00 0.00 1.00
#> 1772062116_B05 4 0.0000 0.8401 0.00 0.00 0.00 1.00
#> 1772062115_D07 4 0.0000 0.8401 0.00 0.00 0.00 1.00
#> 1772063063_F08 4 0.4522 0.4928 0.32 0.00 0.00 0.68
#> 1772060224_G07 4 0.0000 0.8401 0.00 0.00 0.00 1.00
#> 1772062115_C01 4 0.0000 0.8401 0.00 0.00 0.00 1.00
#> 1772060225_A05 4 0.0707 0.8383 0.02 0.00 0.00 0.98
#> 1772058177_E11 1 0.1211 0.9638 0.96 0.00 0.00 0.04
#> 1772067059_D12 1 0.0000 0.9444 1.00 0.00 0.00 0.00
#> 1772063061_A09 1 0.1211 0.9638 0.96 0.00 0.00 0.04
#> 1772067073_B03 1 0.1637 0.8819 0.94 0.06 0.00 0.00
#> 1772063063_E07 3 0.0000 0.9048 0.00 0.00 1.00 0.00
#> 1772067069_B03 1 0.0000 0.9444 1.00 0.00 0.00 0.00
#> 1772067074_E07 3 0.4855 0.3819 0.00 0.40 0.60 0.00
#> 1772067069_F06 2 0.0000 0.9745 0.00 1.00 0.00 0.00
#> 1772071044_G06 2 0.0000 0.9745 0.00 1.00 0.00 0.00
#> 1772063063_B04 2 0.2011 0.9289 0.08 0.92 0.00 0.00
#> 1772067060_A02 1 0.0000 0.9444 1.00 0.00 0.00 0.00
#> 1772066098_B11 4 0.4855 0.3446 0.40 0.00 0.00 0.60
#> 1772060225_E07 1 0.1211 0.9638 0.96 0.00 0.00 0.04
#> 1772062111_F10 1 0.1211 0.9638 0.96 0.00 0.00 0.04
#> 1772066110_F08 1 0.0000 0.9444 1.00 0.00 0.00 0.00
#> 1772066077_H04 1 0.0707 0.9553 0.98 0.00 0.00 0.02
#> 1772062111_F06 1 0.0000 0.9444 1.00 0.00 0.00 0.00
#> 1772062111_C08 1 0.2011 0.9292 0.92 0.00 0.00 0.08
#> 1772062111_C01 1 0.1211 0.9638 0.96 0.00 0.00 0.04
#> 1772062111_E06 1 0.1211 0.9638 0.96 0.00 0.00 0.04
#> 1772062109_H10 1 0.1211 0.9638 0.96 0.00 0.00 0.04
#> 1772066108_H11 2 0.1211 0.9588 0.04 0.96 0.00 0.00
#> 1772063077_C03 1 0.1211 0.9638 0.96 0.00 0.00 0.04
#> 1772062116_A12 1 0.0000 0.9444 1.00 0.00 0.00 0.00
#> 1772062109_E07 4 0.4284 0.7010 0.02 0.00 0.20 0.78
#> 1772066099_H01 3 0.0707 0.8918 0.00 0.00 0.98 0.02
#> 1772062128_B11 1 0.1211 0.9638 0.96 0.00 0.00 0.04
#> 1772062116_H06 3 0.0000 0.9048 0.00 0.00 1.00 0.00
#> 1772062113_D10 4 0.3610 0.7536 0.20 0.00 0.00 0.80
#> 1772062109_G03 4 0.5000 0.0674 0.00 0.00 0.50 0.50
#> 1772062114_B01 4 0.2921 0.7979 0.14 0.00 0.00 0.86
#> 1772062113_H02 3 0.0000 0.9048 0.00 0.00 1.00 0.00
#> 1772063074_C02 1 0.1211 0.9638 0.96 0.00 0.00 0.04
#> 1772062118_E08 4 0.1211 0.8350 0.04 0.00 0.00 0.96
#> 1772066096_C01 1 0.1211 0.9638 0.96 0.00 0.00 0.04
#> 1772062114_B10 1 0.1211 0.9638 0.96 0.00 0.00 0.04
#> 1772062113_B09 4 0.5767 0.5862 0.06 0.00 0.28 0.66
#> 1772062113_D01 3 0.4790 0.2615 0.00 0.00 0.62 0.38
#> 1772062109_E08 4 0.3801 0.7358 0.22 0.00 0.00 0.78
#> 1772062113_D08 4 0.3801 0.7358 0.22 0.00 0.00 0.78
#> 1772062115_H08 4 0.4134 0.6892 0.26 0.00 0.00 0.74
#> 1772062116_F01 3 0.0000 0.9048 0.00 0.00 1.00 0.00
#> 1772062115_C03 4 0.4277 0.6620 0.28 0.00 0.00 0.72
#> 1772067076_H05 1 0.1211 0.9638 0.96 0.00 0.00 0.04
#> 1772062115_G07 1 0.1637 0.9475 0.94 0.00 0.00 0.06
#> 1772066108_H05 1 0.2921 0.8568 0.86 0.00 0.00 0.14
#> 1772066089_E05 1 0.3975 0.6814 0.76 0.00 0.00 0.24
#> 1772062118_G05 1 0.1211 0.9638 0.96 0.00 0.00 0.04
#> 1772071040_D02 2 0.1211 0.9588 0.04 0.96 0.00 0.00
#> 1772063070_E07 2 0.0000 0.9745 0.00 1.00 0.00 0.00
#> 1772071041_F06 2 0.0000 0.9745 0.00 1.00 0.00 0.00
#> 1772067066_B04 2 0.0000 0.9745 0.00 1.00 0.00 0.00
#> 1772067060_G06 2 0.0000 0.9745 0.00 1.00 0.00 0.00
#> 1772067074_F09 2 0.0000 0.9745 0.00 1.00 0.00 0.00
#> 1772067059_D11 2 0.0000 0.9745 0.00 1.00 0.00 0.00
#> 1772067064_H01 2 0.0000 0.9745 0.00 1.00 0.00 0.00
#> 1772058148_F07 2 0.1211 0.9588 0.04 0.96 0.00 0.00
#> 1772067069_D04 2 0.0000 0.9745 0.00 1.00 0.00 0.00
#> 1772067064_D10 2 0.0000 0.9745 0.00 1.00 0.00 0.00
#> 1772067074_A11 2 0.0000 0.9745 0.00 1.00 0.00 0.00
#> 1772067074_F04 2 0.0000 0.9745 0.00 1.00 0.00 0.00
#> 1772071040_G04 2 0.0000 0.9745 0.00 1.00 0.00 0.00
#> 1772060224_H11 2 0.3975 0.7301 0.24 0.76 0.00 0.00
#> 1772063063_E05 2 0.1211 0.9588 0.04 0.96 0.00 0.00
#> 1772067064_A09 2 0.0000 0.9745 0.00 1.00 0.00 0.00
#> 1772067059_C11 2 0.0000 0.9745 0.00 1.00 0.00 0.00
#> 1772067076_B09 2 0.1637 0.9461 0.06 0.94 0.00 0.00
#> 1772067060_H04 2 0.0000 0.9745 0.00 1.00 0.00 0.00
#> 1772067063_G11 2 0.1637 0.9461 0.06 0.94 0.00 0.00
#> 1772067060_E10 2 0.1637 0.9461 0.06 0.94 0.00 0.00
#> 1772066090_A06 2 0.0000 0.9745 0.00 1.00 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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 95 0.872 1.29e-09 2
#> ATC:skmeans 85 0.376 1.52e-13 3
#> ATC:skmeans 91 0.494 3.55e-17 4
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 , Node0112 , Node0113 , Node0121-leaf , Node0122 , Node0131-leaf , Node0132-leaf , Node0133-leaf , Node0134-leaf , Node0211 , Node0212 , Node0213 , Node0221 , Node0222 , Node0231 , Node0232 , Node0241-leaf , Node0242 , Node0311-leaf , Node0312-leaf , Node0313-leaf , Node0314-leaf , Node0321-leaf , Node0322-leaf , Node0323-leaf , Node0324-leaf , Node0331-leaf , Node0332-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.
#> On a matrix with 8469 rows and 144 columns.
#> Top rows (847) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 1.00 0.992 0.997 0.489 0.510 0.510
#> 3 3 1.00 0.973 0.972 0.213 0.887 0.782
#> 4 4 0.97 0.964 0.971 0.246 0.845 0.622
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
#> 1772063068_G07 1 0.000 1.000 1.00 0.00
#> 1772062115_C05 1 0.000 1.000 1.00 0.00
#> 1772062111_G03 1 0.000 1.000 1.00 0.00
#> 1772066101_F03 1 0.000 1.000 1.00 0.00
#> 1772071014_A06 1 0.000 1.000 1.00 0.00
#> 1772063071_A06 1 0.000 1.000 1.00 0.00
#> 1772058148_F09 1 0.000 1.000 1.00 0.00
#> 1772067066_H09 1 0.000 1.000 1.00 0.00
#> 1772071015_A05 1 0.000 1.000 1.00 0.00
#> 1772067065_A01 1 0.000 1.000 1.00 0.00
#> 1772062128_F10 1 0.000 1.000 1.00 0.00
#> 1772058148_H04 1 0.000 1.000 1.00 0.00
#> 1772067065_B12 1 0.000 1.000 1.00 0.00
#> 1772067065_G12 1 0.000 1.000 1.00 0.00
#> 1772063065_C02 1 0.000 1.000 1.00 0.00
#> 1772071041_B06 1 0.000 1.000 1.00 0.00
#> 1772062115_G06 1 0.000 1.000 1.00 0.00
#> 1772066100_D06 1 0.000 1.000 1.00 0.00
#> 1772062128_G06 1 0.000 1.000 1.00 0.00
#> 1772067057_A08 1 0.000 1.000 1.00 0.00
#> 1772063074_E11 1 0.000 1.000 1.00 0.00
#> 1772066100_E01 1 0.000 1.000 1.00 0.00
#> 1772067094_H08 1 0.000 1.000 1.00 0.00
#> 1772067083_C02 1 0.000 1.000 1.00 0.00
#> 1772066097_G04 1 0.000 1.000 1.00 0.00
#> 1772067082_D05 1 0.000 1.000 1.00 0.00
#> 1772067082_B03 1 0.000 1.000 1.00 0.00
#> 1772063064_B06 1 0.000 1.000 1.00 0.00
#> 1772063065_C11 1 0.000 1.000 1.00 0.00
#> 1772063071_G03 1 0.000 1.000 1.00 0.00
#> 1772063071_E06 1 0.000 1.000 1.00 0.00
#> 1772063068_F11 1 0.000 1.000 1.00 0.00
#> 1772062128_E10 1 0.000 1.000 1.00 0.00
#> 1772062116_B11 1 0.000 1.000 1.00 0.00
#> 1772063078_A04 1 0.000 1.000 1.00 0.00
#> 1772062128_D12 1 0.000 1.000 1.00 0.00
#> 1772063068_G10 1 0.000 1.000 1.00 0.00
#> 1772063071_C08 1 0.000 1.000 1.00 0.00
#> 1772063068_A06 1 0.000 1.000 1.00 0.00
#> 1772063068_G04 1 0.000 1.000 1.00 0.00
#> 1772063065_A03 1 0.000 1.000 1.00 0.00
#> 1772063071_F08 1 0.000 1.000 1.00 0.00
#> 1772060224_C03 1 0.000 1.000 1.00 0.00
#> 1772071040_H03 1 0.000 1.000 1.00 0.00
#> 1772063071_C01 1 0.000 1.000 1.00 0.00
#> 1772060240_B01 1 0.000 1.000 1.00 0.00
#> 1772060225_E01 1 0.000 1.000 1.00 0.00
#> 1772062115_D01 1 0.000 1.000 1.00 0.00
#> 1772063068_B10 1 0.000 1.000 1.00 0.00
#> 1772063065_H05 1 0.000 1.000 1.00 0.00
#> 1772063065_A08 1 0.000 1.000 1.00 0.00
#> 1772063071_B03 1 0.000 1.000 1.00 0.00
#> 1772063078_E04 1 0.000 1.000 1.00 0.00
#> 1772063068_A07 1 0.000 1.000 1.00 0.00
#> 1772063078_C10 1 0.000 1.000 1.00 0.00
#> 1772066076_G08 1 0.000 1.000 1.00 0.00
#> 1772066100_A06 1 0.000 1.000 1.00 0.00
#> 1772067093_A01 1 0.000 1.000 1.00 0.00
#> 1772066098_G10 1 0.000 1.000 1.00 0.00
#> 1772066100_F04 1 0.000 1.000 1.00 0.00
#> 1772066100_F05 1 0.000 1.000 1.00 0.00
#> 1772066098_D05 1 0.000 1.000 1.00 0.00
#> 1772066096_B10 1 0.000 1.000 1.00 0.00
#> 1772066090_F05 2 0.000 0.993 0.00 1.00
#> 1772066090_G12 2 0.000 0.993 0.00 1.00
#> 1772063078_A11 2 0.000 0.993 0.00 1.00
#> 1772063078_B01 1 0.000 1.000 1.00 0.00
#> 1772063062_F03 2 0.000 0.993 0.00 1.00
#> 1772063078_F05 1 0.000 1.000 1.00 0.00
#> 1772060226_G11 2 0.000 0.993 0.00 1.00
#> 1772060226_B04 2 0.000 0.993 0.00 1.00
#> 1772062111_B05 1 0.000 1.000 1.00 0.00
#> 1772060225_H10 1 0.000 1.000 1.00 0.00
#> 1772063068_A09 1 0.000 1.000 1.00 0.00
#> 1772063062_F08 1 0.000 1.000 1.00 0.00
#> 1772060224_C08 1 0.000 1.000 1.00 0.00
#> 1772063078_D05 1 0.000 1.000 1.00 0.00
#> 1772063068_F06 1 0.000 1.000 1.00 0.00
#> 1772063065_B03 1 0.000 1.000 1.00 0.00
#> 1772060226_E03 2 0.000 0.993 0.00 1.00
#> 1772060240_H10 1 0.000 1.000 1.00 0.00
#> 1772063061_G03 1 0.000 1.000 1.00 0.00
#> 1772063064_F06 2 0.000 0.993 0.00 1.00
#> 1772063070_A07 2 0.000 0.993 0.00 1.00
#> 1772063070_A05 2 0.000 0.993 0.00 1.00
#> 1772063061_B10 1 0.000 1.000 1.00 0.00
#> 1772063068_B12 1 0.000 1.000 1.00 0.00
#> 1772058171_G04 2 0.000 0.993 0.00 1.00
#> 1772067063_D05 2 0.000 0.993 0.00 1.00
#> 1772060224_H12 2 0.000 0.993 0.00 1.00
#> 1772063064_B02 2 0.000 0.993 0.00 1.00
#> 1772063078_A02 2 0.000 0.993 0.00 1.00
#> 1772062128_C09 1 0.000 1.000 1.00 0.00
#> 1772071045_D05 2 0.000 0.993 0.00 1.00
#> 1772071015_H09 2 0.000 0.993 0.00 1.00
#> 1772071014_G04 2 0.000 0.993 0.00 1.00
#> 1772071014_D06 2 0.000 0.993 0.00 1.00
#> 1772071014_F02 2 0.000 0.993 0.00 1.00
#> 1772058171_H01 2 0.000 0.993 0.00 1.00
#> 1772071015_D10 2 0.000 0.993 0.00 1.00
#> 1772071015_H10 2 0.000 0.993 0.00 1.00
#> 1772071015_D02 2 0.000 0.993 0.00 1.00
#> 1772062128_E02 2 0.000 0.993 0.00 1.00
#> 1772066110_G07 2 0.000 0.993 0.00 1.00
#> 1772066096_C07 2 0.000 0.993 0.00 1.00
#> 1772066096_B01 2 0.000 0.993 0.00 1.00
#> 1772063077_F03 2 0.000 0.993 0.00 1.00
#> 1772058177_E09 2 0.000 0.993 0.00 1.00
#> 1772066096_A04 2 0.000 0.993 0.00 1.00
#> 1772071036_F10 2 0.000 0.993 0.00 1.00
#> 1772066076_A11 2 0.000 0.993 0.00 1.00
#> 1772062109_F07 2 0.000 0.993 0.00 1.00
#> 1772058177_D07 2 0.000 0.993 0.00 1.00
#> 1772062114_D03 2 0.000 0.993 0.00 1.00
#> 1772062114_B05 2 0.000 0.993 0.00 1.00
#> 1772058177_B03 2 0.000 0.993 0.00 1.00
#> 1772063068_F04 2 0.000 0.993 0.00 1.00
#> 1772063065_D11 2 0.000 0.993 0.00 1.00
#> 1772063071_H09 2 0.000 0.993 0.00 1.00
#> 1772066090_G04 2 0.000 0.993 0.00 1.00
#> 1772071036_E06 2 0.000 0.993 0.00 1.00
#> 1772066070_E03 2 0.000 0.993 0.00 1.00
#> 1772062128_C08 2 0.000 0.993 0.00 1.00
#> 1772060240_F07 2 0.000 0.993 0.00 1.00
#> 1772062113_F04 2 0.000 0.993 0.00 1.00
#> 1772067096_A10 2 0.000 0.993 0.00 1.00
#> 1772063063_G08 2 0.000 0.993 0.00 1.00
#> 1772062116_B01 2 0.000 0.993 0.00 1.00
#> 1772071040_B09 2 0.000 0.993 0.00 1.00
#> 1772067083_H04 1 0.000 1.000 1.00 0.00
#> 1772067076_H12 2 0.000 0.993 0.00 1.00
#> 1772066076_G11 2 0.000 0.993 0.00 1.00
#> 1772066108_B03 2 0.000 0.993 0.00 1.00
#> 1772067060_H11 2 0.000 0.993 0.00 1.00
#> 1772063063_C12 2 0.000 0.993 0.00 1.00
#> 1772066076_F02 2 0.000 0.993 0.00 1.00
#> 1772060226_E06 2 0.000 0.993 0.00 1.00
#> 1772058148_A12 1 0.000 1.000 1.00 0.00
#> 1772071041_G06 1 0.000 1.000 1.00 0.00
#> 1772062113_D02 2 0.981 0.276 0.42 0.58
#> 1772066080_G05 2 0.000 0.993 0.00 1.00
#> 1772063062_H10 1 0.000 1.000 1.00 0.00
#> 1772063071_G10 1 0.000 1.000 1.00 0.00
#> 1772058148_C03 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
#> 1772063068_G07 1 0.1529 0.971 0.96 0.00 0.04
#> 1772062115_C05 1 0.1529 0.971 0.96 0.00 0.04
#> 1772062111_G03 1 0.1529 0.971 0.96 0.00 0.04
#> 1772066101_F03 1 0.1529 0.971 0.96 0.00 0.04
#> 1772071014_A06 1 0.1529 0.971 0.96 0.00 0.04
#> 1772063071_A06 1 0.1529 0.971 0.96 0.00 0.04
#> 1772058148_F09 1 0.1529 0.971 0.96 0.00 0.04
#> 1772067066_H09 1 0.1529 0.971 0.96 0.00 0.04
#> 1772071015_A05 1 0.1529 0.971 0.96 0.00 0.04
#> 1772067065_A01 1 0.1529 0.971 0.96 0.00 0.04
#> 1772062128_F10 1 0.1529 0.971 0.96 0.00 0.04
#> 1772058148_H04 1 0.1529 0.971 0.96 0.00 0.04
#> 1772067065_B12 1 0.1529 0.971 0.96 0.00 0.04
#> 1772067065_G12 1 0.1529 0.971 0.96 0.00 0.04
#> 1772063065_C02 1 0.1529 0.971 0.96 0.00 0.04
#> 1772071041_B06 1 0.1529 0.971 0.96 0.00 0.04
#> 1772062115_G06 1 0.1529 0.971 0.96 0.00 0.04
#> 1772066100_D06 1 0.1529 0.971 0.96 0.00 0.04
#> 1772062128_G06 1 0.1529 0.971 0.96 0.00 0.04
#> 1772067057_A08 1 0.1529 0.971 0.96 0.00 0.04
#> 1772063074_E11 1 0.1529 0.971 0.96 0.00 0.04
#> 1772066100_E01 1 0.1529 0.971 0.96 0.00 0.04
#> 1772067094_H08 1 0.1529 0.971 0.96 0.00 0.04
#> 1772067083_C02 1 0.1529 0.971 0.96 0.00 0.04
#> 1772066097_G04 1 0.1529 0.971 0.96 0.00 0.04
#> 1772067082_D05 1 0.1529 0.971 0.96 0.00 0.04
#> 1772067082_B03 1 0.1529 0.971 0.96 0.00 0.04
#> 1772063064_B06 1 0.1529 0.971 0.96 0.00 0.04
#> 1772063065_C11 1 0.0892 0.975 0.98 0.00 0.02
#> 1772063071_G03 1 0.0892 0.975 0.98 0.00 0.02
#> 1772063071_E06 1 0.0892 0.975 0.98 0.00 0.02
#> 1772063068_F11 1 0.0892 0.975 0.98 0.00 0.02
#> 1772062128_E10 1 0.0892 0.975 0.98 0.00 0.02
#> 1772062116_B11 1 0.0892 0.975 0.98 0.00 0.02
#> 1772063078_A04 1 0.0892 0.975 0.98 0.00 0.02
#> 1772062128_D12 1 0.0000 0.976 1.00 0.00 0.00
#> 1772063068_G10 1 0.0892 0.975 0.98 0.00 0.02
#> 1772063071_C08 1 0.0892 0.975 0.98 0.00 0.02
#> 1772063068_A06 1 0.0892 0.975 0.98 0.00 0.02
#> 1772063068_G04 1 0.0892 0.975 0.98 0.00 0.02
#> 1772063065_A03 1 0.0892 0.975 0.98 0.00 0.02
#> 1772063071_F08 1 0.0892 0.975 0.98 0.00 0.02
#> 1772060224_C03 1 0.0892 0.975 0.98 0.00 0.02
#> 1772071040_H03 1 0.0892 0.975 0.98 0.00 0.02
#> 1772063071_C01 1 0.0892 0.975 0.98 0.00 0.02
#> 1772060240_B01 1 0.0892 0.975 0.98 0.00 0.02
#> 1772060225_E01 1 0.0892 0.975 0.98 0.00 0.02
#> 1772062115_D01 1 0.0892 0.975 0.98 0.00 0.02
#> 1772063068_B10 1 0.0892 0.975 0.98 0.00 0.02
#> 1772063065_H05 1 0.0892 0.975 0.98 0.00 0.02
#> 1772063065_A08 1 0.0892 0.974 0.98 0.00 0.02
#> 1772063071_B03 1 0.0892 0.975 0.98 0.00 0.02
#> 1772063078_E04 1 0.0892 0.975 0.98 0.00 0.02
#> 1772063068_A07 1 0.0892 0.975 0.98 0.00 0.02
#> 1772063078_C10 1 0.0892 0.975 0.98 0.00 0.02
#> 1772066076_G08 1 0.0000 0.976 1.00 0.00 0.00
#> 1772066100_A06 1 0.0000 0.976 1.00 0.00 0.00
#> 1772067093_A01 1 0.0000 0.976 1.00 0.00 0.00
#> 1772066098_G10 1 0.0000 0.976 1.00 0.00 0.00
#> 1772066100_F04 1 0.0000 0.976 1.00 0.00 0.00
#> 1772066100_F05 1 0.0000 0.976 1.00 0.00 0.00
#> 1772066098_D05 1 0.0000 0.976 1.00 0.00 0.00
#> 1772066096_B10 1 0.0000 0.976 1.00 0.00 0.00
#> 1772066090_F05 2 0.0000 0.999 0.00 1.00 0.00
#> 1772066090_G12 3 0.1529 0.951 0.00 0.04 0.96
#> 1772063078_A11 3 0.5835 0.580 0.00 0.34 0.66
#> 1772063078_B01 1 0.0892 0.975 0.98 0.00 0.02
#> 1772063062_F03 3 0.2066 0.965 0.00 0.06 0.94
#> 1772063078_F05 3 0.1529 0.914 0.04 0.00 0.96
#> 1772060226_G11 3 0.2066 0.965 0.00 0.06 0.94
#> 1772060226_B04 3 0.2066 0.965 0.00 0.06 0.94
#> 1772062111_B05 1 0.0892 0.975 0.98 0.00 0.02
#> 1772060225_H10 1 0.0892 0.975 0.98 0.00 0.02
#> 1772063068_A09 1 0.0892 0.975 0.98 0.00 0.02
#> 1772063062_F08 1 0.0892 0.975 0.98 0.00 0.02
#> 1772060224_C08 1 0.0892 0.975 0.98 0.00 0.02
#> 1772063078_D05 1 0.0892 0.975 0.98 0.00 0.02
#> 1772063068_F06 3 0.1529 0.914 0.04 0.00 0.96
#> 1772063065_B03 1 0.0892 0.975 0.98 0.00 0.02
#> 1772060226_E03 3 0.2066 0.965 0.00 0.06 0.94
#> 1772060240_H10 1 0.0892 0.975 0.98 0.00 0.02
#> 1772063061_G03 3 0.0000 0.918 0.00 0.00 1.00
#> 1772063064_F06 3 0.2066 0.965 0.00 0.06 0.94
#> 1772063070_A07 3 0.2066 0.965 0.00 0.06 0.94
#> 1772063070_A05 3 0.1529 0.951 0.00 0.04 0.96
#> 1772063061_B10 1 0.0892 0.975 0.98 0.00 0.02
#> 1772063068_B12 1 0.0892 0.975 0.98 0.00 0.02
#> 1772058171_G04 3 0.2066 0.965 0.00 0.06 0.94
#> 1772067063_D05 3 0.2066 0.965 0.00 0.06 0.94
#> 1772060224_H12 3 0.2066 0.965 0.00 0.06 0.94
#> 1772063064_B02 3 0.2066 0.965 0.00 0.06 0.94
#> 1772063078_A02 3 0.2066 0.965 0.00 0.06 0.94
#> 1772062128_C09 1 0.0892 0.975 0.98 0.00 0.02
#> 1772071045_D05 2 0.0000 0.999 0.00 1.00 0.00
#> 1772071015_H09 2 0.0000 0.999 0.00 1.00 0.00
#> 1772071014_G04 2 0.0000 0.999 0.00 1.00 0.00
#> 1772071014_D06 2 0.0000 0.999 0.00 1.00 0.00
#> 1772071014_F02 2 0.0000 0.999 0.00 1.00 0.00
#> 1772058171_H01 2 0.0000 0.999 0.00 1.00 0.00
#> 1772071015_D10 2 0.0000 0.999 0.00 1.00 0.00
#> 1772071015_H10 2 0.0000 0.999 0.00 1.00 0.00
#> 1772071015_D02 2 0.0000 0.999 0.00 1.00 0.00
#> 1772062128_E02 2 0.0000 0.999 0.00 1.00 0.00
#> 1772066110_G07 2 0.0000 0.999 0.00 1.00 0.00
#> 1772066096_C07 2 0.0000 0.999 0.00 1.00 0.00
#> 1772066096_B01 2 0.0000 0.999 0.00 1.00 0.00
#> 1772063077_F03 2 0.0000 0.999 0.00 1.00 0.00
#> 1772058177_E09 2 0.0892 0.978 0.00 0.98 0.02
#> 1772066096_A04 2 0.0000 0.999 0.00 1.00 0.00
#> 1772071036_F10 2 0.0000 0.999 0.00 1.00 0.00
#> 1772066076_A11 2 0.0000 0.999 0.00 1.00 0.00
#> 1772062109_F07 2 0.0000 0.999 0.00 1.00 0.00
#> 1772058177_D07 2 0.0000 0.999 0.00 1.00 0.00
#> 1772062114_D03 2 0.0000 0.999 0.00 1.00 0.00
#> 1772062114_B05 2 0.0000 0.999 0.00 1.00 0.00
#> 1772058177_B03 2 0.0000 0.999 0.00 1.00 0.00
#> 1772063068_F04 2 0.0000 0.999 0.00 1.00 0.00
#> 1772063065_D11 2 0.0000 0.999 0.00 1.00 0.00
#> 1772063071_H09 2 0.0000 0.999 0.00 1.00 0.00
#> 1772066090_G04 2 0.0000 0.999 0.00 1.00 0.00
#> 1772071036_E06 2 0.0000 0.999 0.00 1.00 0.00
#> 1772066070_E03 2 0.0000 0.999 0.00 1.00 0.00
#> 1772062128_C08 2 0.0000 0.999 0.00 1.00 0.00
#> 1772060240_F07 2 0.0000 0.999 0.00 1.00 0.00
#> 1772062113_F04 2 0.0000 0.999 0.00 1.00 0.00
#> 1772067096_A10 2 0.0000 0.999 0.00 1.00 0.00
#> 1772063063_G08 2 0.0000 0.999 0.00 1.00 0.00
#> 1772062116_B01 2 0.0000 0.999 0.00 1.00 0.00
#> 1772071040_B09 2 0.0000 0.999 0.00 1.00 0.00
#> 1772067083_H04 1 0.1529 0.971 0.96 0.00 0.04
#> 1772067076_H12 3 0.2066 0.965 0.00 0.06 0.94
#> 1772066076_G11 3 0.2066 0.965 0.00 0.06 0.94
#> 1772066108_B03 3 0.2066 0.965 0.00 0.06 0.94
#> 1772067060_H11 3 0.2066 0.965 0.00 0.06 0.94
#> 1772063063_C12 3 0.2066 0.965 0.00 0.06 0.94
#> 1772066076_F02 3 0.2066 0.965 0.00 0.06 0.94
#> 1772060226_E06 3 0.5016 0.758 0.00 0.24 0.76
#> 1772058148_A12 1 0.1529 0.971 0.96 0.00 0.04
#> 1772071041_G06 1 0.1529 0.971 0.96 0.00 0.04
#> 1772062113_D02 3 0.1529 0.914 0.04 0.00 0.96
#> 1772066080_G05 3 0.2066 0.965 0.00 0.06 0.94
#> 1772063062_H10 1 0.1529 0.971 0.96 0.00 0.04
#> 1772063071_G10 1 0.1529 0.971 0.96 0.00 0.04
#> 1772058148_C03 1 0.1529 0.971 0.96 0.00 0.04
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> 1772063068_G07 4 0.2647 0.904 0.12 0.00 0.00 0.88
#> 1772062115_C05 4 0.2011 0.942 0.08 0.00 0.00 0.92
#> 1772062111_G03 4 0.1637 0.961 0.06 0.00 0.00 0.94
#> 1772066101_F03 4 0.0707 0.983 0.02 0.00 0.00 0.98
#> 1772071014_A06 4 0.0707 0.983 0.02 0.00 0.00 0.98
#> 1772063071_A06 4 0.0707 0.983 0.02 0.00 0.00 0.98
#> 1772058148_F09 4 0.0707 0.983 0.02 0.00 0.00 0.98
#> 1772067066_H09 4 0.0707 0.983 0.02 0.00 0.00 0.98
#> 1772071015_A05 4 0.0707 0.983 0.02 0.00 0.00 0.98
#> 1772067065_A01 4 0.0707 0.983 0.02 0.00 0.00 0.98
#> 1772062128_F10 4 0.1637 0.961 0.06 0.00 0.00 0.94
#> 1772058148_H04 4 0.1211 0.972 0.04 0.00 0.00 0.96
#> 1772067065_B12 4 0.0707 0.983 0.02 0.00 0.00 0.98
#> 1772067065_G12 4 0.0707 0.983 0.02 0.00 0.00 0.98
#> 1772063065_C02 4 0.2011 0.946 0.08 0.00 0.00 0.92
#> 1772071041_B06 4 0.1211 0.968 0.04 0.00 0.00 0.96
#> 1772062115_G06 4 0.1637 0.961 0.06 0.00 0.00 0.94
#> 1772066100_D06 4 0.0707 0.983 0.02 0.00 0.00 0.98
#> 1772062128_G06 4 0.1637 0.961 0.06 0.00 0.00 0.94
#> 1772067057_A08 4 0.0707 0.983 0.02 0.00 0.00 0.98
#> 1772063074_E11 4 0.1637 0.961 0.06 0.00 0.00 0.94
#> 1772066100_E01 4 0.0707 0.983 0.02 0.00 0.00 0.98
#> 1772067094_H08 4 0.0707 0.983 0.02 0.00 0.00 0.98
#> 1772067083_C02 4 0.0707 0.983 0.02 0.00 0.00 0.98
#> 1772066097_G04 4 0.0707 0.983 0.02 0.00 0.00 0.98
#> 1772067082_D05 4 0.0707 0.983 0.02 0.00 0.00 0.98
#> 1772067082_B03 4 0.0707 0.983 0.02 0.00 0.00 0.98
#> 1772063064_B06 4 0.1637 0.961 0.06 0.00 0.00 0.94
#> 1772063065_C11 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772063071_G03 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772063071_E06 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772063068_F11 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772062128_E10 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772062116_B11 1 0.1211 0.967 0.96 0.00 0.00 0.04
#> 1772063078_A04 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772062128_D12 1 0.2011 0.946 0.92 0.00 0.00 0.08
#> 1772063068_G10 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772063071_C08 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772063068_A06 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772063068_G04 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772063065_A03 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772063071_F08 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772060224_C03 1 0.1211 0.964 0.96 0.00 0.00 0.04
#> 1772071040_H03 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772063071_C01 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772060240_B01 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772060225_E01 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772062115_D01 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772063068_B10 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772063065_H05 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772063065_A08 1 0.2345 0.908 0.90 0.00 0.00 0.10
#> 1772063071_B03 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772063078_E04 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772063068_A07 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772063078_C10 1 0.0000 0.964 1.00 0.00 0.00 0.00
#> 1772066076_G08 1 0.2345 0.931 0.90 0.00 0.00 0.10
#> 1772066100_A06 1 0.2345 0.931 0.90 0.00 0.00 0.10
#> 1772067093_A01 1 0.2345 0.931 0.90 0.00 0.00 0.10
#> 1772066098_G10 1 0.2345 0.931 0.90 0.00 0.00 0.10
#> 1772066100_F04 1 0.2345 0.931 0.90 0.00 0.00 0.10
#> 1772066100_F05 1 0.2011 0.945 0.92 0.00 0.00 0.08
#> 1772066098_D05 1 0.1637 0.956 0.94 0.00 0.00 0.06
#> 1772066096_B10 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772066090_F05 2 0.0707 0.982 0.00 0.98 0.00 0.02
#> 1772066090_G12 3 0.1411 0.937 0.02 0.00 0.96 0.02
#> 1772063078_A11 3 0.5819 0.512 0.02 0.32 0.64 0.02
#> 1772063078_B01 1 0.0000 0.964 1.00 0.00 0.00 0.00
#> 1772063062_F03 3 0.0000 0.954 0.00 0.00 1.00 0.00
#> 1772063078_F05 3 0.4406 0.606 0.30 0.00 0.70 0.00
#> 1772060226_G11 3 0.0707 0.947 0.00 0.00 0.98 0.02
#> 1772060226_B04 3 0.0707 0.947 0.00 0.00 0.98 0.02
#> 1772062111_B05 1 0.0000 0.964 1.00 0.00 0.00 0.00
#> 1772060225_H10 1 0.1637 0.941 0.94 0.00 0.00 0.06
#> 1772063068_A09 1 0.2011 0.929 0.92 0.00 0.00 0.08
#> 1772063062_F08 1 0.2011 0.929 0.92 0.00 0.00 0.08
#> 1772060224_C08 1 0.0000 0.964 1.00 0.00 0.00 0.00
#> 1772063078_D05 1 0.1211 0.951 0.96 0.00 0.00 0.04
#> 1772063068_F06 3 0.3172 0.806 0.16 0.00 0.84 0.00
#> 1772063065_B03 1 0.1211 0.946 0.96 0.00 0.00 0.04
#> 1772060226_E03 3 0.0707 0.947 0.00 0.00 0.98 0.02
#> 1772060240_H10 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772063061_G03 3 0.0000 0.954 0.00 0.00 1.00 0.00
#> 1772063064_F06 3 0.0000 0.954 0.00 0.00 1.00 0.00
#> 1772063070_A07 3 0.0000 0.954 0.00 0.00 1.00 0.00
#> 1772063070_A05 3 0.0000 0.954 0.00 0.00 1.00 0.00
#> 1772063061_B10 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772063068_B12 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772058171_G04 3 0.0000 0.954 0.00 0.00 1.00 0.00
#> 1772067063_D05 3 0.0000 0.954 0.00 0.00 1.00 0.00
#> 1772060224_H12 3 0.0000 0.954 0.00 0.00 1.00 0.00
#> 1772063064_B02 3 0.0000 0.954 0.00 0.00 1.00 0.00
#> 1772063078_A02 3 0.0000 0.954 0.00 0.00 1.00 0.00
#> 1772062128_C09 1 0.0707 0.976 0.98 0.00 0.00 0.02
#> 1772071045_D05 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772071015_H09 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772071014_G04 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772071014_D06 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772071014_F02 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772058171_H01 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772071015_D10 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772071015_H10 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772071015_D02 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772062128_E02 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772066110_G07 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772066096_C07 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772066096_B01 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772063077_F03 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772058177_E09 2 0.0707 0.979 0.00 0.98 0.02 0.00
#> 1772066096_A04 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772071036_F10 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772066076_A11 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772062109_F07 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772058177_D07 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772062114_D03 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772062114_B05 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772058177_B03 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772063068_F04 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772063065_D11 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772063071_H09 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772066090_G04 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772071036_E06 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772066070_E03 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772062128_C08 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772060240_F07 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772062113_F04 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772067096_A10 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772063063_G08 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772062116_B01 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772071040_B09 2 0.0000 0.999 0.00 1.00 0.00 0.00
#> 1772067083_H04 4 0.0707 0.983 0.02 0.00 0.00 0.98
#> 1772067076_H12 3 0.0000 0.954 0.00 0.00 1.00 0.00
#> 1772066076_G11 3 0.0000 0.954 0.00 0.00 1.00 0.00
#> 1772066108_B03 3 0.0000 0.954 0.00 0.00 1.00 0.00
#> 1772067060_H11 3 0.0000 0.954 0.00 0.00 1.00 0.00
#> 1772063063_C12 3 0.0000 0.954 0.00 0.00 1.00 0.00
#> 1772066076_F02 3 0.0000 0.954 0.00 0.00 1.00 0.00
#> 1772060226_E06 3 0.4472 0.707 0.00 0.22 0.76 0.02
#> 1772058148_A12 4 0.0707 0.983 0.02 0.00 0.00 0.98
#> 1772071041_G06 4 0.0707 0.983 0.02 0.00 0.00 0.98
#> 1772062113_D02 3 0.0000 0.954 0.00 0.00 1.00 0.00
#> 1772066080_G05 3 0.0000 0.954 0.00 0.00 1.00 0.00
#> 1772063062_H10 4 0.0707 0.983 0.02 0.00 0.00 0.98
#> 1772063071_G10 4 0.0707 0.983 0.02 0.00 0.00 0.98
#> 1772058148_C03 4 0.0707 0.983 0.02 0.00 0.00 0.98
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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 143 7.77e-19 1.51e-13 2
#> ATC:skmeans 144 5.33e-27 5.00e-24 3
#> ATC:skmeans 144 5.76e-48 6.00e-34 4
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-leaf , Node021 , Node022 , Node023 , Node024 , Node031 , Node032 , Node033 .
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.
#> On a matrix with 10825 rows and 500 columns, randomly sampled from 1015 columns.
#> Top rows (1023) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 0.987 0.995 0.498 0.502 0.502
#> 3 3 0.800 0.834 0.906 0.248 0.857 0.723
#> 4 4 0.973 0.955 0.979 0.156 0.804 0.548
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.
get_classes(res, k = 2)
#> class p
#> 1772071015_C02 1 0.000
#> 1772071017_G12 2 1.000
#> 1772071017_A05 1 0.000
#> 1772071014_B06 1 0.000
#> 1772067065_H06 1 0.000
#> 1772071017_E02 1 0.000
#> 1772067065_B07 1 0.000
#> 1772067060_B09 1 0.000
#> 1772071014_E04 1 0.000
#> 1772071015_D04 1 0.000
#> 1772071015_C11 2 0.751
#> 1772071017_D04 1 0.000
#> 1772071017_D06 1 0.000
#> 1772067082_D07 1 0.000
#> 1772071017_F09 1 0.000
#> 1772071017_A09 1 0.000
#> 1772067094_C05 1 0.000
#> 1772067059_B06 1 0.000
#> 1772067096_E05 1 0.000
#> 1772066089_C05 2 0.498
#> 1772067094_F04 2 1.000
#> 1772071045_A01 2 0.000
#> 1772071015_C08 2 0.747
#> 1772071045_D06 2 0.253
#> 1772071017_A03 1 0.000
#> 1772071017_F07 1 0.000
#> 1772071017_E06 1 0.000
#> 1772067066_C10 2 0.249
#> 1772071017_B05 1 0.000
#> 1772071014_E06 1 0.000
#> 1772067058_D11 1 0.000
#> 1772071014_B04 1 0.000
#> 1772067066_B09 1 0.000
#> 1772071017_E10 2 0.000
#> 1772071015_B08 1 0.000
#> 1772071014_C11 1 0.000
#> 1772067066_E10 2 0.000
#> 1772067065_F11 2 0.502
#> 1772071014_H11 1 0.000
#> 1772071017_B11 1 0.000
#> 1772071014_A07 1 0.000
#> 1772071017_B03 2 1.000
#> 1772071015_B04 1 0.000
#> 1772071014_D03 2 0.000
#> 1772067065_D06 1 0.000
#> 1772067066_H08 2 0.249
#> 1772067096_G11 2 0.502
#> 1772071017_G11 1 0.000
#> 1772067054_E12 2 1.000
#> 1772067083_B12 2 0.751
#> 1772067096_A02 2 0.751
#> 1772067083_B09 2 0.751
#> 1772071014_H12 1 0.000
#> 1772067082_H11 2 0.747
#> 1772067094_D06 1 0.000
#> 1772071015_F03 2 1.000
#> 1772071015_B11 1 0.249
#> 1772071014_G10 2 1.000
#> 1772067066_B07 2 0.502
#> 1772067065_G01 2 0.253
#> 1772071015_F07 1 0.000
#> 1772067065_E07 1 0.000
#> 1772071015_C10 2 0.498
#> 1772067063_E06 2 0.751
#> 1772067065_A11 1 0.000
#> 1772071015_G12 1 0.000
#> 1772067058_D07 2 1.000
#> 1772067065_D01 2 1.000
#> 1772071015_A02 1 0.000
#> 1772071014_F01 2 0.751
#> 1772071015_D06 1 0.000
#> 1772071017_B02 1 0.000
#> 1772071017_D07 1 0.000
#> 1772071017_A11 1 0.000
#> 1772071017_B01 1 0.000
#> 1772071017_C07 1 0.000
#> 1772071015_H11 1 0.000
#> 1772071014_A05 2 1.000
#> 1772071017_A10 1 0.000
#> 1772071017_C08 1 0.249
#> 1772071017_B09 2 0.249
#> 1772067065_A12 2 1.000
#> 1772071015_G04 2 1.000
#> 1772067066_B02 2 1.000
#> 1772071015_E06 1 0.000
#> 1772067064_E04 1 0.249
#> 1772071015_C01 1 0.000
#> 1772071014_F06 2 1.000
#> 1772071017_D10 1 0.000
#> 1772071017_C05 1 0.249
#> 1772071014_E05 2 1.000
#> 1772071017_E04 1 0.000
#> 1772058148_D08 2 0.000
#> 1772067065_F07 2 0.502
#> 1772062128_G08 2 0.000
#> 1772066102_B02 2 0.498
#> 1772063077_B03 2 0.000
#> 1772062114_H03 2 0.249
#> 1772066074_A03 2 0.000
#> 1772066102_C09 2 1.000
#> 1772062114_E02 2 0.249
#> 1772062115_A12 2 0.000
#> 1772062113_F08 2 0.000
#> 1772066108_B02 2 0.000
#> 1772066102_G06 2 0.000
#> 1772067059_E03 1 0.249
#> 1772071035_G04 2 0.751
#> 1772066102_C06 2 0.498
#> 1772067057_H02 1 0.000
#> 1772062115_G05 2 0.000
#> 1772066097_G03 2 0.000
#> 1772063064_G08 2 0.000
#> 1772067082_B01 2 1.000
#> 1772066099_C04 2 0.000
#> 1772071040_A12 2 1.000
#> 1772063078_F01 2 1.000
#> 1772067082_F03 2 1.000
#> 1772071044_A03 2 0.498
#> 1772067060_B04 1 0.000
#> 1772071045_C11 1 0.000
#> 1772067083_B10 2 1.000
#> 1772066077_E08 1 0.000
#> 1772066099_C11 2 0.502
#> 1772063064_G03 2 0.000
#> 1772071036_E09 2 0.000
#> 1772062128_D11 2 0.000
#> 1772067058_A12 1 0.249
#> 1772063078_B02 2 0.000
#> 1772066108_E06 2 0.000
#> 1772066100_A12 2 0.000
#> 1772066073_B03 2 0.000
#> 1772067076_A06 1 0.000
#> 1772066097_H05 2 0.000
#> 1772067065_A02 2 1.000
#> 1772066077_H12 2 0.000
#> 1772062128_G04 2 0.000
#> 1772062109_H03 2 0.000
#> 1772063063_F01 2 0.000
#> 1772062128_B10 2 0.000
#> 1772063061_B03 2 0.000
#> 1772063061_B05 2 0.000
#> 1772058177_G09 2 0.000
#> 1772066095_D02 2 0.502
#> 1772066097_G12 2 0.502
#> 1772066097_G02 2 0.000
#> 1772066100_G07 2 0.253
#> 1772066097_H01 2 0.000
#> 1772066101_F04 1 0.249
#> 1772067058_H12 2 0.751
#> 1772067082_F02 1 0.000
#> 1772067058_H05 1 0.000
#> 1772071035_B09 1 0.000
#> 1772071015_H07 1 0.000
#> 1772071036_C02 1 0.000
#> 1772066108_F04 2 1.000
#> 1772071035_H02 2 0.000
#> 1772062109_H07 2 0.000
#> 1772067076_E03 1 0.751
#> 1772067059_G10 1 0.000
#> 1772067076_D04 1 0.498
#> 1772066099_H06 2 0.751
#> 1772066102_G12 1 0.000
#> 1772071035_E07 1 0.000
#> 1772066073_B02 1 0.751
#> 1772067076_A03 2 0.502
#> 1772066102_B11 1 0.000
#> 1772066089_A01 2 0.000
#> 1772066099_A01 2 0.751
#> 1772067057_H04 1 0.000
#> 1772066102_C11 1 0.000
#> 1772071045_A10 2 1.000
#> 1772066096_G01 2 0.000
#> 1772066102_H10 2 0.000
#> 1772066099_C12 2 0.000
#> 1772071044_H10 1 0.000
#> 1772067083_D10 2 0.000
#> 1772066099_E04 2 0.502
#> 1772066100_D08 2 0.000
#> 1772066099_H02 2 0.000
#> 1772066089_H04 2 0.000
#> 1772066089_B06 2 0.000
#> 1772066102_G08 2 0.000
#> 1772066102_A04 2 0.000
#> 1772066097_B06 2 0.000
#> 1772067076_E04 1 0.249
#> 1772066097_C06 2 0.000
#> 1772067057_D12 2 0.751
#> 1772066100_A05 2 0.000
#> 1772071015_A11 2 1.000
#> 1772063077_H05 2 0.000
#> 1772067076_A12 1 1.000
#> 1772067065_G11 2 0.000
#> 1772067066_A11 2 0.502
#> 1772071017_A01 2 0.000
#> 1772071017_G05 2 0.502
#> 1772071017_D12 2 1.000
#> 1772071015_A01 2 0.502
#> 1772071017_H10 2 0.751
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#> 1772066070_A10 2 0.000
#> 1772066095_E05 2 0.000
#> 1772066101_C09 2 0.000
#> 1772066101_G12 2 0.000
#> 1772066108_G09 2 0.000
#> 1772066089_A12 2 0.000
#> 1772066099_G06 2 0.000
#> 1772066070_H10 2 0.000
#> 1772071036_A06 2 0.498
#> 1772066089_E11 2 0.000
#> 1772066089_H05 2 0.000
#> 1772066089_F04 2 0.000
#> 1772066098_E11 2 0.000
#> 1772066096_C06 2 0.000
#> 1772066076_G10 2 0.000
#> 1772066080_A01 2 0.249
#> 1772066096_A12 2 1.000
#> 1772066101_E11 2 0.000
#> 1772066097_F11 2 0.502
#> 1772066095_G01 2 0.502
#> 1772071036_E12 2 0.000
#> 1772066096_C10 2 0.000
#> 1772066077_A01 2 0.000
#> 1772067076_C11 2 0.249
#> 1772066073_E01 1 0.000
#> 1772066099_E12 2 0.000
#> 1772067059_H11 2 0.498
#> 1772066099_E02 2 0.000
#> 1772066073_F02 1 0.000
#> 1772066107_F04 2 0.502
#> 1772066089_G06 2 0.000
#> 1772066073_H11 1 0.000
#> 1772066103_D07 1 0.000
#> 1772067059_H10 1 0.751
#> 1772066076_A12 1 1.000
#> 1772066077_G07 2 0.000
#> 1772066089_H02 2 0.000
#> 1772067057_H06 1 0.751
#> 1772066089_H06 2 0.249
#> 1772066099_F11 1 1.000
#> 1772067057_G10 1 0.751
#> 1772066099_F01 1 1.000
#> 1772066102_E11 1 0.249
#> 1772066080_G11 1 0.000
#> 1772066102_F04 1 0.751
#> 1772066080_B05 1 0.751
#> 1772067059_A10 1 0.000
#> 1772066089_D04 2 0.000
#> 1772066096_D11 1 0.249
#> 1772066107_F06 1 0.000
#> 1772066107_D11 1 0.498
#> 1772066099_G04 1 0.000
#> 1772066102_B05 1 0.000
#> 1772071035_H10 1 0.502
#> 1772066099_A11 1 0.498
#> 1772066107_G06 1 0.249
#> 1772066107_B10 1 0.502
#> 1772066099_E06 1 0.000
#> 1772066099_B06 1 0.000
#> 1772067076_F04 1 0.000
#> 1772066073_A06 1 0.751
#> 1772066107_D04 1 0.000
#> 1772066108_F02 1 0.498
#> 1772066076_A01 1 0.249
#> 1772067076_B05 1 0.249
#> 1772071035_E04 1 0.000
#> 1772067057_D08 1 0.000
#> 1772066073_D02 1 0.502
#> 1772066073_C02 1 0.000
#> 1772066076_A09 1 0.747
#> 1772066107_B07 1 0.000
#> 1772066099_D06 1 0.000
#> 1772066107_F11 1 0.751
#> 1772066107_G01 1 0.000
#> 1772066080_H06 1 1.000
#> 1772066097_G11 1 0.249
#> 1772066074_G03 1 1.000
#> 1772066107_C04 1 0.000
#> 1772066070_F04 1 0.249
#> 1772066070_G07 2 0.249
#> 1772071035_E12 2 0.000
#> 1772066102_E12 1 0.747
#> 1772071035_B04 1 0.249
#> 1772066080_G06 1 0.751
#> 1772066099_F06 1 0.502
#> 1772066076_D01 2 0.751
#> 1772067076_D05 1 0.751
#> 1772066099_F04 1 0.249
#> 1772067057_A03 2 0.498
#> 1772066077_B11 2 0.000
#> 1772066089_C06 2 0.000
#> 1772067059_A09 2 0.000
#> 1772067076_E07 2 0.000
#> 1772067076_D09 2 0.000
#> 1772066099_G11 2 0.000
#> 1772066089_A03 2 0.000
#> 1772066099_B02 2 0.249
#> 1772066107_G12 1 0.000
#> 1772066073_C09 2 0.000
#> 1772066076_B03 2 0.000
#> 1772066080_A12 1 0.498
#> 1772066073_B04 2 0.000
#> 1772066076_E08 2 0.000
#> 1772066097_D11 2 0.000
#> 1772066080_F10 2 0.000
#> 1772066101_A08 2 0.000
#> 1772066073_E12 2 0.000
#> 1772066096_F07 2 0.249
#> 1772066073_A01 2 0.747
#> 1772066073_C03 2 0.000
#> 1772066102_F08 2 0.000
#> 1772066099_D12 1 0.747
#> 1772067057_A06 1 0.747
#> 1772066102_B01 2 0.000
#> 1772066097_F04 2 0.502
#> 1772071036_B07 1 0.000
#> 1772066099_D01 2 0.498
#> 1772066107_F10 2 0.000
#> 1772067076_E12 1 0.000
#> 1772066099_E01 1 1.000
#> 1772066102_A01 1 0.000
#> 1772066097_D12 2 0.502
#> 1772066073_D11 2 0.249
#> 1772066101_A09 2 0.000
#> 1772071044_D06 2 0.751
#> 1772066107_C12 1 1.000
#> 1772067058_A06 2 0.751
#> 1772067076_C10 2 0.000
#> 1772066097_A03 2 0.502
#> 1772066107_A05 2 0.000
#> 1772066097_A04 1 0.000
#> 1772067057_B10 1 0.000
#> 1772067057_B02 1 0.249
#> 1772066070_C02 2 0.751
#> 1772066076_F07 2 0.249
#> 1772066100_A09 1 0.502
#> 1772066102_B04 1 0.249
#> 1772066073_G12 2 0.000
#> 1772066099_G05 2 0.249
#> 1772066073_C07 2 0.253
#> 1772066077_D04 1 0.249
#> 1772066100_C10 1 0.000
#> 1772066089_E04 2 0.000
#> 1772066073_B12 2 0.000
#> 1772067076_G10 1 0.498
#> 1772066102_F10 2 0.000
#> 1772066077_G11 2 0.502
#> 1772066096_D01 1 0.249
#> 1772066102_D02 2 0.000
#> 1772066108_D05 2 0.502
#> 1772066102_A11 1 0.751
#> 1772066102_D08 2 0.000
#> 1772066110_D05 2 0.249
#> 1772067058_A09 2 0.751
#> 1772066099_B03 2 0.498
#> 1772066073_B05 2 0.249
#> 1772066099_A03 2 0.747
#> 1772066089_D02 2 0.249
#> 1772066073_B01 1 0.498
#> 1772066108_B05 1 1.000
#> 1772066102_F11 2 0.751
#> 1772066089_B03 2 0.000
#> 1772066107_D05 1 0.253
#> 1772067076_B03 1 0.000
#> 1772066076_B04 2 0.498
#> 1772066107_F09 1 0.000
#> 1772066099_H12 1 0.498
#> 1772066102_E02 1 1.000
#> 1772066108_G10 1 0.000
#> 1772066099_B01 1 0.751
#> 1772067057_C04 1 0.498
#> 1772066102_E04 1 0.000
#> 1772066107_E12 2 0.000
#> 1772067057_F10 2 0.249
#> 1772066095_H08 2 0.751
#> 1772066096_D04 2 0.000
#> 1772067076_G09 2 0.253
#> 1772066070_F01 2 0.249
#> 1772066098_D02 2 0.000
#> 1772066102_E05 2 0.000
#> 1772071035_F05 2 0.249
#> 1772066095_F06 2 0.000
#> 1772066101_C01 2 0.751
#> 1772066097_H11 1 0.751
#> 1772066090_F11 2 0.000
#> 1772066102_F06 2 0.000
#> 1772066097_A05 2 0.000
#> 1772066073_D10 2 0.498
#> 1772066098_E09 2 0.000
#> 1772066097_D06 2 0.000
#> 1772066101_D02 2 0.249
#> 1772066089_B02 2 0.000
#> 1772067076_A09 2 0.000
#> 1772066096_G02 2 0.000
#> 1772066097_F12 2 0.000
#> 1772066080_E06 2 0.000
#> 1772066073_F04 2 0.249
#> 1772066096_F09 2 0.000
#> 1772066089_G12 2 0.000
#> 1772066099_H03 2 0.000
#> 1772066097_E12 2 0.498
#> 1772066097_C11 2 0.000
#> 1772066073_C10 2 0.000
#> 1772066108_G05 2 0.000
#> 1772066097_C05 2 0.249
#> 1772066089_F09 2 0.000
#> 1772066099_F05 2 0.000
#> 1772066090_B10 2 0.249
#> 1772066095_C01 2 0.000
#> 1772066096_E12 2 0.000
#> 1772066098_E05 2 0.502
#> 1772066076_A03 2 0.000
#> 1772066097_A11 2 0.000
#> 1772066100_E09 2 0.747
#> 1772066070_H05 2 0.498
#> 1772067076_H04 2 0.000
#> 1772066095_C03 2 0.000
#> 1772066089_F11 2 0.000
#> 1772066073_A10 2 0.000
#> 1772066098_C09 2 0.000
#> 1772066097_H03 2 0.000
#> 1772066096_A01 2 0.000
#> 1772067057_D10 2 0.249
#> 1772066096_F01 2 0.000
#> 1772066097_A06 2 0.000
#> 1772066102_A10 2 0.000
#> 1772066099_A08 2 0.000
#> 1772066089_A09 2 0.000
#> 1772066097_C02 2 0.000
#> 1772066102_A02 2 0.000
#> 1772066074_D07 2 0.000
#> 1772067057_C12 2 0.000
#> 1772066073_C11 2 0.000
#> 1772066074_F07 2 0.000
#> 1772066096_G10 2 0.000
#> 1772066097_B05 2 0.000
#> 1772066095_H12 2 0.751
#> 1772066076_A04 2 0.000
#> 1772066080_H03 2 0.000
#> 1772066102_G05 2 0.000
#> 1772066080_G03 2 0.000
#> 1772066073_F06 2 0.253
#> 1772067057_C06 2 0.000
#> 1772067076_A07 2 0.000
#> 1772066098_C08 2 0.000
#> 1772066097_B04 2 0.000
#> 1772066107_G04 2 0.000
#> 1772066099_G10 2 0.000
#> 1772066089_G11 2 0.000
#> 1772066097_G05 2 0.000
#> 1772066096_F12 2 0.253
#> 1772066073_C04 2 0.000
#> 1772066089_D10 2 0.000
#> 1772066099_G12 2 0.000
#> 1772066097_A01 2 0.000
#> 1772066099_A06 2 0.000
#> 1772066070_G12 2 0.000
#> 1772058171_H07 2 0.253
#> 1772067069_H05 1 0.502
#> 1772063061_A11 2 0.249
#> 1772066099_B12 2 0.000
#> 1772063077_B07 2 0.751
#> 1772071040_A06 2 0.249
#> 1772062113_F02 2 0.253
#> 1772062113_C03 2 0.000
#> 1772063063_A01 2 0.000
#> 1772060240_C04 2 0.000
#> 1772062115_C04 2 0.000
#> 1772063078_F02 2 0.249
#> 1772062115_A02 2 0.000
#> 1772060225_H12 2 0.000
#> 1772062109_C11 2 0.000
#> 1772062109_D04 2 0.000
#> 1772063061_E12 2 0.000
#> 1772060240_D11 2 0.000
#> 1772067094_G09 1 1.000
get_classes(res, k = 3)
#> class p
#> 1772071015_C02 3 0.000
#> 1772071017_G12 3 0.000
#> 1772071017_A05 1 1.000
#> 1772071014_B06 3 1.000
#> 1772067065_H06 3 0.000
#> 1772071017_E02 3 0.502
#> 1772067065_B07 1 1.000
#> 1772067060_B09 3 0.498
#> 1772071014_E04 3 0.000
#> 1772071015_D04 3 0.000
#> 1772071015_C11 3 0.000
#> 1772071017_D04 1 1.000
#> 1772071017_D06 1 1.000
#> 1772067082_D07 3 0.000
#> 1772071017_F09 1 1.000
#> 1772071017_A09 1 1.000
#> 1772067094_C05 3 0.000
#> 1772067059_B06 1 1.000
#> 1772067096_E05 1 1.000
#> 1772066089_C05 3 0.000
#> 1772067094_F04 3 0.000
#> 1772071045_A01 3 0.249
#> 1772071015_C08 3 0.000
#> 1772071045_D06 3 0.000
#> 1772071017_A03 1 1.000
#> 1772071017_F07 1 1.000
#> 1772071017_E06 1 1.000
#> 1772067066_C10 3 0.000
#> 1772071017_B05 3 1.000
#> 1772071014_E06 1 1.000
#> 1772067058_D11 1 1.000
#> 1772071014_B04 3 1.000
#> 1772067066_B09 1 1.000
#> 1772071017_E10 3 0.249
#> 1772071015_B08 3 1.000
#> 1772071014_C11 1 1.000
#> 1772067066_E10 3 0.000
#> 1772067065_F11 3 0.000
#> 1772071014_H11 1 1.000
#> 1772071017_B11 3 0.747
#> 1772071014_A07 1 1.000
#> 1772071017_B03 3 0.000
#> 1772071015_B04 3 0.000
#> 1772071014_D03 3 0.000
#> 1772067065_D06 3 0.000
#> 1772067066_H08 3 1.000
#> 1772067096_G11 3 1.000
#> 1772071017_G11 3 0.000
#> 1772067054_E12 3 0.000
#> 1772067083_B12 3 0.000
#> 1772067096_A02 3 1.000
#> 1772067083_B09 3 0.000
#> 1772071014_H12 3 0.000
#> 1772067082_H11 3 0.000
#> 1772067094_D06 1 1.000
#> 1772071015_F03 3 0.000
#> 1772071015_B11 3 1.000
#> 1772071014_G10 3 0.000
#> 1772067066_B07 3 0.498
#> 1772067065_G01 3 1.000
#> 1772071015_F07 1 1.000
#> 1772067065_E07 3 0.000
#> 1772071015_C10 3 1.000
#> 1772067063_E06 3 0.000
#> 1772067065_A11 1 1.000
#> 1772071015_G12 3 1.000
#> 1772067058_D07 3 0.000
#> 1772067065_D01 3 0.000
#> 1772071015_A02 1 1.000
#> 1772071014_F01 3 1.000
#> 1772071015_D06 1 1.000
#> 1772071017_B02 1 1.000
#> 1772071017_D07 1 1.000
#> 1772071017_A11 3 0.000
#> 1772071017_B01 3 0.000
#> 1772071017_C07 1 1.000
#> 1772071015_H11 3 0.000
#> 1772071014_A05 3 0.000
#> 1772071017_A10 1 1.000
#> 1772071017_C08 3 0.000
#> 1772071017_B09 3 1.000
#> 1772067065_A12 3 1.000
#> 1772071015_G04 3 0.000
#> 1772067066_B02 3 0.000
#> 1772071015_E06 3 0.000
#> 1772067064_E04 1 1.000
#> 1772071015_C01 3 0.000
#> 1772071014_F06 3 0.000
#> 1772071017_D10 1 1.000
#> 1772071017_C05 3 0.000
#> 1772071014_E05 3 0.000
#> 1772071017_E04 1 1.000
#> 1772058148_D08 3 1.000
#> 1772067065_F07 3 0.000
#> 1772062128_G08 2 1.000
#> 1772066102_B02 3 0.000
#> 1772063077_B03 2 1.000
#> 1772062114_H03 3 0.249
#> 1772066074_A03 2 1.000
#> 1772066102_C09 3 0.000
#> 1772062114_E02 3 1.000
#> 1772062115_A12 2 1.000
#> 1772062113_F08 2 1.000
#> 1772066108_B02 2 1.000
#> 1772066102_G06 3 1.000
#> 1772067059_E03 3 1.000
#> 1772071035_G04 3 0.000
#> 1772066102_C06 3 0.000
#> 1772067057_H02 1 1.000
#> 1772062115_G05 3 0.000
#> 1772066097_G03 2 1.000
#> 1772063064_G08 2 1.000
#> 1772067082_B01 3 0.000
#> 1772066099_C04 3 1.000
#> 1772071040_A12 3 0.000
#> 1772063078_F01 3 1.000
#> 1772067082_F03 3 0.000
#> 1772071044_A03 3 0.249
#> 1772067060_B04 1 1.000
#> 1772071045_C11 3 0.000
#> 1772067083_B10 3 0.000
#> 1772066077_E08 3 0.000
#> 1772066099_C11 3 0.000
#> 1772063064_G03 2 1.000
#> 1772071036_E09 3 0.000
#> 1772062128_D11 2 1.000
#> 1772067058_A12 3 0.000
#> 1772063078_B02 2 0.751
#> 1772066108_E06 3 0.000
#> 1772066100_A12 2 0.498
#> 1772066073_B03 2 1.000
#> 1772067076_A06 1 0.000
#> 1772066097_H05 2 1.000
#> 1772067065_A02 3 0.249
#> 1772066077_H12 2 0.000
#> 1772062128_G04 2 1.000
#> 1772062109_H03 2 1.000
#> 1772063063_F01 2 1.000
#> 1772062128_B10 2 1.000
#> 1772063061_B03 2 1.000
#> 1772063061_B05 2 1.000
#> 1772058177_G09 2 1.000
#> 1772066095_D02 3 0.000
#> 1772066097_G12 3 0.000
#> 1772066097_G02 3 0.000
#> 1772066100_G07 3 1.000
#> 1772066097_H01 2 1.000
#> 1772066101_F04 3 0.000
#> 1772067058_H12 3 0.000
#> 1772067082_F02 1 1.000
#> 1772067058_H05 1 1.000
#> 1772071035_B09 1 1.000
#> 1772071015_H07 1 1.000
#> 1772071036_C02 1 1.000
#> 1772066108_F04 3 0.000
#> 1772071035_H02 3 0.000
#> 1772062109_H07 3 0.000
#> 1772067076_E03 3 0.249
#> 1772067059_G10 1 1.000
#> 1772067076_D04 3 0.000
#> 1772066099_H06 3 0.000
#> 1772066102_G12 3 0.000
#> 1772071035_E07 1 1.000
#> 1772066073_B02 1 1.000
#> 1772067076_A03 3 1.000
#> 1772066102_B11 3 1.000
#> 1772066089_A01 3 1.000
#> 1772066099_A01 3 0.000
#> 1772067057_H04 1 1.000
#> 1772066102_C11 3 1.000
#> 1772071045_A10 3 0.000
#> 1772066096_G01 3 0.000
#> 1772066102_H10 3 1.000
#> 1772066099_C12 2 1.000
#> 1772071044_H10 3 0.000
#> 1772067083_D10 2 1.000
#> 1772066099_E04 2 0.751
#> 1772066100_D08 2 1.000
#> 1772066099_H02 2 1.000
#> 1772066089_H04 2 0.747
#> 1772066089_B06 2 1.000
#> 1772066102_G08 3 1.000
#> 1772066102_A04 2 0.000
#> 1772066097_B06 2 0.000
#> 1772067076_E04 3 0.000
#> 1772066097_C06 2 0.000
#> 1772067057_D12 3 0.000
#> 1772066100_A05 2 1.000
#> 1772071015_A11 3 0.000
#> 1772063077_H05 2 1.000
#> 1772067076_A12 2 0.751
#> 1772067065_G11 2 1.000
#> 1772067066_A11 2 1.000
#> 1772071017_A01 3 0.249
#> 1772071017_G05 3 1.000
#> 1772071017_D12 3 0.000
#> 1772071015_A01 2 1.000
#> 1772071017_H10 3 1.000
#> 1772063070_B10 2 1.000
#> 1772071015_F05 3 1.000
#> 1772071014_B10 2 1.000
#> 1772066100_D04 2 1.000
#> 1772066100_H07 3 0.000
#> 1772071014_C04 2 1.000
#> 1772067082_D04 3 0.000
#> 1772067065_A08 2 1.000
#> 1772067082_B02 3 1.000
#> 1772067093_H07 3 0.000
#> 1772071014_F12 2 1.000
#> 1772071014_E02 2 1.000
#> 1772067069_H02 3 0.249
#> 1772063071_B07 1 1.000
#> 1772067073_F04 1 1.000
#> 1772067069_A03 1 1.000
#> 1772067066_E04 1 1.000
#> 1772067063_C05 1 1.000
#> 1772067069_C12 3 0.000
#> 1772067064_C12 1 1.000
#> 1772071041_F07 1 1.000
#> 1772071040_B04 3 0.000
#> 1772067063_E09 1 1.000
#> 1772067070_D04 1 1.000
#> 1772067064_C07 1 1.000
#> 1772067069_A11 1 0.253
#> 1772067064_H09 1 1.000
#> 1772071040_B01 3 0.000
#> 1772067064_B04 1 1.000
#> 1772063063_E12 1 1.000
#> 1772067069_D10 2 0.751
#> 1772062109_B03 1 0.000
#> 1772067064_C09 1 1.000
#> 1772067064_D02 1 0.751
#> 1772067069_H10 1 0.249
#> 1772067063_B02 1 1.000
#> 1772060240_A07 1 1.000
#> 1772067073_A01 3 0.498
#> 1772067064_B01 1 1.000
#> 1772067074_A06 1 1.000
#> 1772062116_B04 1 0.253
#> 1772071041_G09 1 1.000
#> 1772067069_B02 1 1.000
#> 1772071017_C06 1 0.000
#> 1772067064_B05 1 1.000
#> 1772067073_C12 1 0.000
#> 1772067064_C02 1 0.249
#> 1772067070_G11 1 0.000
#> 1772067074_F07 1 0.000
#> 1772067069_G06 1 0.253
#> 1772067070_F07 1 0.000
#> 1772071041_H11 1 0.000
#> 1772067066_A06 2 0.000
#> 1772071040_G08 1 0.000
#> 1772067064_G02 1 0.249
#> 1772071040_E01 1 0.253
#> 1772067070_F03 3 0.000
#> 1772067074_D05 1 0.751
#> 1772067069_G03 2 1.000
#> 1772067070_E11 1 0.000
#> 1772071017_D11 1 1.000
#> 1772071041_E12 2 0.000
#> 1772071041_D09 3 0.498
#> 1772067073_F08 1 1.000
#> 1772071041_D04 1 1.000
#> 1772071040_F05 1 1.000
#> 1772071041_E01 2 1.000
#> 1772071041_G07 3 0.498
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#> 1772071041_H09 2 0.502
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#> 1772066107_F11 1 0.000
#> 1772066107_G01 1 0.000
#> 1772066080_H06 1 0.000
#> 1772066097_G11 1 0.000
#> 1772066074_G03 1 0.000
#> 1772066107_C04 1 0.000
#> 1772066070_F04 1 0.000
#> 1772066070_G07 2 1.000
#> 1772071035_E12 2 1.000
#> 1772066102_E12 1 0.000
#> 1772071035_B04 1 0.000
#> 1772066080_G06 1 0.000
#> 1772066099_F06 1 0.000
#> 1772066076_D01 2 0.000
#> 1772067076_D05 1 0.000
#> 1772066099_F04 1 0.000
#> 1772067057_A03 2 0.000
#> 1772066077_B11 2 0.000
#> 1772066089_C06 2 0.000
#> 1772067059_A09 2 0.000
#> 1772067076_E07 2 0.000
#> 1772067076_D09 2 0.000
#> 1772066099_G11 2 0.000
#> 1772066089_A03 2 0.000
#> 1772066099_B02 1 1.000
#> 1772066107_G12 1 0.000
#> 1772066073_C09 2 0.000
#> 1772066076_B03 2 0.000
#> 1772066080_A12 1 0.502
#> 1772066073_B04 2 0.000
#> 1772066076_E08 2 0.000
#> 1772066097_D11 2 0.000
#> 1772066080_F10 2 0.000
#> 1772066101_A08 2 0.000
#> 1772066073_E12 2 0.000
#> 1772066096_F07 1 0.498
#> 1772066073_A01 2 0.000
#> 1772066073_C03 2 0.000
#> 1772066102_F08 2 0.000
#> 1772066099_D12 1 0.000
#> 1772067057_A06 1 1.000
#> 1772066102_B01 2 0.000
#> 1772066097_F04 2 0.000
#> 1772071036_B07 1 0.000
#> 1772066099_D01 2 0.000
#> 1772066107_F10 2 0.000
#> 1772067076_E12 1 0.498
#> 1772066099_E01 1 0.000
#> 1772066102_A01 1 0.000
#> 1772066097_D12 2 0.000
#> 1772066073_D11 2 0.000
#> 1772066101_A09 2 0.000
#> 1772071044_D06 2 0.000
#> 1772066107_C12 1 0.000
#> 1772067058_A06 2 0.000
#> 1772067076_C10 2 1.000
#> 1772066097_A03 2 0.000
#> 1772066107_A05 2 0.249
#> 1772066097_A04 1 0.000
#> 1772067057_B10 1 0.000
#> 1772067057_B02 1 0.000
#> 1772066070_C02 2 0.000
#> 1772066076_F07 2 0.000
#> 1772066100_A09 1 0.000
#> 1772066102_B04 1 0.000
#> 1772066073_G12 2 0.000
#> 1772066099_G05 2 0.000
#> 1772066073_C07 3 0.249
#> 1772066077_D04 1 0.000
#> 1772066100_C10 1 0.000
#> 1772066089_E04 2 0.000
#> 1772066073_B12 2 0.000
#> 1772067076_G10 1 0.000
#> 1772066102_F10 2 0.000
#> 1772066077_G11 2 0.000
#> 1772066096_D01 1 0.000
#> 1772066102_D02 2 0.000
#> 1772066108_D05 2 0.000
#> 1772066102_A11 1 0.000
#> 1772066102_D08 2 0.000
#> 1772066110_D05 2 0.000
#> 1772067058_A09 2 0.000
#> 1772066099_B03 2 0.000
#> 1772066073_B05 2 0.000
#> 1772066099_A03 2 1.000
#> 1772066089_D02 2 0.000
#> 1772066073_B01 1 0.000
#> 1772066108_B05 1 0.000
#> 1772066102_F11 2 0.000
#> 1772066089_B03 2 0.000
#> 1772066107_D05 1 0.000
#> 1772067076_B03 1 0.000
#> 1772066076_B04 2 0.000
#> 1772066107_F09 1 0.000
#> 1772066099_H12 1 0.000
#> 1772066102_E02 1 0.000
#> 1772066108_G10 1 0.000
#> 1772066099_B01 1 0.000
#> 1772067057_C04 1 0.000
#> 1772066102_E04 1 0.000
#> 1772066107_E12 2 0.000
#> 1772067057_F10 2 0.000
#> 1772066095_H08 2 0.000
#> 1772066096_D04 2 0.000
#> 1772067076_G09 2 0.000
#> 1772066070_F01 2 0.249
#> 1772066098_D02 2 0.000
#> 1772066102_E05 2 0.000
#> 1772071035_F05 2 0.000
#> 1772066095_F06 2 0.249
#> 1772066101_C01 2 0.000
#> 1772066097_H11 1 0.249
#> 1772066090_F11 2 0.000
#> 1772066102_F06 2 0.000
#> 1772066097_A05 2 0.000
#> 1772066073_D10 2 0.000
#> 1772066098_E09 2 0.000
#> 1772066097_D06 2 0.000
#> 1772066101_D02 2 0.000
#> 1772066089_B02 2 0.000
#> 1772067076_A09 2 0.000
#> 1772066096_G02 2 0.000
#> 1772066097_F12 2 0.000
#> 1772066080_E06 2 0.000
#> 1772066073_F04 2 0.000
#> 1772066096_F09 2 1.000
#> 1772066089_G12 2 0.000
#> 1772066099_H03 2 0.000
#> 1772066097_E12 2 0.000
#> 1772066097_C11 2 0.000
#> 1772066073_C10 2 0.000
#> 1772066108_G05 2 0.000
#> 1772066097_C05 2 0.000
#> 1772066089_F09 2 1.000
#> 1772066099_F05 2 0.249
#> 1772066090_B10 2 0.000
#> 1772066095_C01 2 0.000
#> 1772066096_E12 2 0.000
#> 1772066098_E05 3 0.000
#> 1772066076_A03 2 0.000
#> 1772066097_A11 2 0.000
#> 1772066100_E09 2 0.000
#> 1772066070_H05 2 0.000
#> 1772067076_H04 2 0.000
#> 1772066095_C03 2 0.000
#> 1772066089_F11 2 0.000
#> 1772066073_A10 2 0.000
#> 1772066098_C09 2 0.000
#> 1772066097_H03 2 0.000
#> 1772066096_A01 2 0.000
#> 1772067057_D10 2 0.000
#> 1772066096_F01 2 0.000
#> 1772066097_A06 2 0.000
#> 1772066102_A10 2 0.000
#> 1772066099_A08 2 0.000
#> 1772066089_A09 2 0.000
#> 1772066097_C02 2 0.000
#> 1772066102_A02 2 0.000
#> 1772066074_D07 2 0.000
#> 1772067057_C12 2 0.000
#> 1772066073_C11 2 0.000
#> 1772066074_F07 2 0.000
#> 1772066096_G10 2 0.000
#> 1772066097_B05 2 0.000
#> 1772066095_H12 2 0.000
#> 1772066076_A04 2 0.000
#> 1772066080_H03 2 0.000
#> 1772066102_G05 2 0.000
#> 1772066080_G03 2 0.000
#> 1772066073_F06 2 0.000
#> 1772067057_C06 2 0.000
#> 1772067076_A07 2 0.000
#> 1772066098_C08 2 0.000
#> 1772066097_B04 2 0.000
#> 1772066107_G04 2 0.000
#> 1772066099_G10 2 0.000
#> 1772066089_G11 2 0.000
#> 1772066097_G05 2 0.000
#> 1772066096_F12 2 0.000
#> 1772066073_C04 2 0.000
#> 1772066089_D10 2 0.000
#> 1772066099_G12 2 0.502
#> 1772066097_A01 2 0.000
#> 1772066099_A06 2 0.000
#> 1772066070_G12 2 1.000
#> 1772058171_H07 2 0.747
#> 1772067069_H05 3 0.502
#> 1772063061_A11 2 1.000
#> 1772066099_B12 2 0.000
#> 1772063077_B07 2 1.000
#> 1772071040_A06 2 1.000
#> 1772062113_F02 2 0.747
#> 1772062113_C03 2 1.000
#> 1772063063_A01 2 1.000
#> 1772060240_C04 2 1.000
#> 1772062115_C04 2 0.000
#> 1772063078_F02 2 1.000
#> 1772062115_A02 2 0.000
#> 1772060225_H12 2 0.000
#> 1772062109_C11 2 0.249
#> 1772062109_D04 2 1.000
#> 1772063061_E12 2 0.498
#> 1772060240_D11 2 0.249
#> 1772067094_G09 3 0.000
get_classes(res, k = 4)
#> class p
#> 1772071015_C02 3 0.000
#> 1772071017_G12 3 0.000
#> 1772071017_A05 3 0.000
#> 1772071014_B06 3 0.000
#> 1772067065_H06 3 0.000
#> 1772071017_E02 3 0.000
#> 1772067065_B07 3 0.000
#> 1772067060_B09 3 0.000
#> 1772071014_E04 3 0.000
#> 1772071015_D04 3 0.000
#> 1772071015_C11 3 0.000
#> 1772071017_D04 3 0.000
#> 1772071017_D06 3 1.000
#> 1772067082_D07 3 0.000
#> 1772071017_F09 3 0.000
#> 1772071017_A09 3 1.000
#> 1772067094_C05 3 0.000
#> 1772067059_B06 3 0.000
#> 1772067096_E05 1 1.000
#> 1772066089_C05 3 0.000
#> 1772067094_F04 3 0.000
#> 1772071045_A01 2 1.000
#> 1772071015_C08 3 0.000
#> 1772071045_D06 3 0.751
#> 1772071017_A03 1 1.000
#> 1772071017_F07 3 1.000
#> 1772071017_E06 3 1.000
#> 1772067066_C10 3 1.000
#> 1772071017_B05 3 0.000
#> 1772071014_E06 3 0.000
#> 1772067058_D11 1 1.000
#> 1772071014_B04 3 0.000
#> 1772067066_B09 3 0.000
#> 1772071017_E10 2 0.747
#> 1772071015_B08 3 0.000
#> 1772071014_C11 3 0.000
#> 1772067066_E10 3 0.498
#> 1772067065_F11 3 0.000
#> 1772071014_H11 3 0.000
#> 1772071017_B11 3 0.000
#> 1772071014_A07 3 0.000
#> 1772071017_B03 3 0.000
#> 1772071015_B04 3 0.000
#> 1772071014_D03 2 1.000
#> 1772067065_D06 3 0.000
#> 1772067066_H08 2 0.000
#> 1772067096_G11 2 0.249
#> 1772071017_G11 3 0.000
#> 1772067054_E12 3 1.000
#> 1772067083_B12 3 0.000
#> 1772067096_A02 2 0.751
#> 1772067083_B09 3 1.000
#> 1772071014_H12 3 0.000
#> 1772067082_H11 3 0.000
#> 1772067094_D06 1 1.000
#> 1772071015_F03 3 0.000
#> 1772071015_B11 3 0.000
#> 1772071014_G10 3 0.000
#> 1772067066_B07 2 0.747
#> 1772067065_G01 2 0.249
#> 1772071015_F07 3 0.000
#> 1772067065_E07 3 0.000
#> 1772071015_C10 2 0.249
#> 1772067063_E06 3 0.000
#> 1772067065_A11 3 0.000
#> 1772071015_G12 3 0.000
#> 1772067058_D07 3 0.000
#> 1772067065_D01 3 0.000
#> 1772071015_A02 3 0.000
#> 1772071014_F01 2 1.000
#> 1772071015_D06 3 0.000
#> 1772071017_B02 3 1.000
#> 1772071017_D07 3 1.000
#> 1772071017_A11 3 0.000
#> 1772071017_B01 3 0.000
#> 1772071017_C07 3 1.000
#> 1772071015_H11 3 0.000
#> 1772071014_A05 3 0.000
#> 1772071017_A10 3 0.000
#> 1772071017_C08 3 0.000
#> 1772071017_B09 2 0.502
#> 1772067065_A12 2 1.000
#> 1772071015_G04 3 0.000
#> 1772067066_B02 3 0.000
#> 1772071015_E06 3 0.000
#> 1772067064_E04 3 0.000
#> 1772071015_C01 3 0.000
#> 1772071014_F06 3 0.000
#> 1772071017_D10 3 0.000
#> 1772071017_C05 3 0.000
#> 1772071014_E05 3 0.000
#> 1772071017_E04 3 0.000
#> 1772058148_D08 2 0.249
#> 1772067065_F07 3 0.000
#> 1772062128_G08 2 0.000
#> 1772066102_B02 3 0.502
#> 1772063077_B03 2 0.000
#> 1772062114_H03 2 0.747
#> 1772066074_A03 2 0.000
#> 1772066102_C09 3 0.000
#> 1772062114_E02 2 0.000
#> 1772062115_A12 2 0.000
#> 1772062113_F08 2 0.000
#> 1772066108_B02 2 0.000
#> 1772066102_G06 2 0.000
#> 1772067059_E03 3 0.000
#> 1772071035_G04 2 1.000
#> 1772066102_C06 3 0.502
#> 1772067057_H02 3 0.000
#> 1772062115_G05 2 0.000
#> 1772066097_G03 2 0.000
#> 1772063064_G08 2 0.000
#> 1772067082_B01 3 1.000
#> 1772066099_C04 2 0.000
#> 1772071040_A12 3 0.000
#> 1772063078_F01 2 0.249
#> 1772067082_F03 3 0.000
#> 1772071044_A03 2 1.000
#> 1772067060_B04 3 0.000
#> 1772071045_C11 3 0.000
#> 1772067083_B10 2 1.000
#> 1772066077_E08 3 0.000
#> 1772066099_C11 3 0.000
#> 1772063064_G03 2 0.000
#> 1772071036_E09 2 1.000
#> 1772062128_D11 2 0.000
#> 1772067058_A12 3 0.000
#> 1772063078_B02 2 0.000
#> 1772066108_E06 3 0.000
#> 1772066100_A12 2 1.000
#> 1772066073_B03 2 0.000
#> 1772067076_A06 1 1.000
#> 1772066097_H05 2 0.000
#> 1772067065_A02 2 1.000
#> 1772066077_H12 2 1.000
#> 1772062128_G04 2 0.000
#> 1772062109_H03 2 0.000
#> 1772063063_F01 2 0.000
#> 1772062128_B10 2 0.000
#> 1772063061_B03 2 0.000
#> 1772063061_B05 2 0.000
#> 1772058177_G09 2 0.000
#> 1772066095_D02 3 1.000
#> 1772066097_G12 2 1.000
#> 1772066097_G02 2 0.498
#> 1772066100_G07 2 0.000
#> 1772066097_H01 2 0.000
#> 1772066101_F04 3 0.000
#> 1772067058_H12 2 1.000
#> 1772067082_F02 3 1.000
#> 1772067058_H05 1 1.000
#> 1772071035_B09 3 0.000
#> 1772071015_H07 3 0.000
#> 1772071036_C02 3 0.000
#> 1772066108_F04 3 0.000
#> 1772071035_H02 3 0.000
#> 1772062109_H07 3 0.000
#> 1772067076_E03 3 0.000
#> 1772067059_G10 3 0.000
#> 1772067076_D04 3 0.000
#> 1772066099_H06 3 0.000
#> 1772066102_G12 3 0.000
#> 1772071035_E07 3 1.000
#> 1772066073_B02 1 1.000
#> 1772067076_A03 2 0.000
#> 1772066102_B11 3 0.000
#> 1772066089_A01 4 1.000
#> 1772066099_A01 3 0.000
#> 1772067057_H04 1 1.000
#> 1772066102_C11 3 0.000
#> 1772071045_A10 3 1.000
#> 1772066096_G01 2 1.000
#> 1772066102_H10 2 0.000
#> 1772066099_C12 2 0.000
#> 1772071044_H10 3 0.000
#> 1772067083_D10 2 0.000
#> 1772066099_E04 2 0.000
#> 1772066100_D08 2 0.000
#> 1772066099_H02 2 0.000
#> 1772066089_H04 2 0.000
#> 1772066089_B06 2 0.000
#> 1772066102_G08 2 0.000
#> 1772066102_A04 2 1.000
#> 1772066097_B06 4 1.000
#> 1772067076_E04 3 0.000
#> 1772066097_C06 4 1.000
#> 1772067057_D12 3 0.000
#> 1772066100_A05 2 0.000
#> 1772071015_A11 3 1.000
#> 1772063077_H05 2 0.000
#> 1772067076_A12 4 1.000
#> 1772067065_G11 2 0.000
#> 1772067066_A11 2 0.000
#> 1772071017_A01 2 1.000
#> 1772071017_G05 2 0.000
#> 1772071017_D12 2 1.000
#> 1772071015_A01 2 0.000
#> 1772071017_H10 2 0.498
#> 1772063070_B10 2 0.000
#> 1772071015_F05 2 0.000
#> 1772071014_B10 2 0.000
#> 1772066100_D04 2 0.000
#> 1772066100_H07 3 1.000
#> 1772071014_C04 2 0.000
#> 1772067082_D04 2 1.000
#> 1772067065_A08 2 0.000
#> 1772067082_B02 2 0.000
#> 1772067093_H07 3 1.000
#> 1772071014_F12 2 0.000
#> 1772071014_E02 2 0.000
#> 1772067069_H02 3 1.000
#> 1772063071_B07 1 1.000
#> 1772067073_F04 1 1.000
#> 1772067069_A03 3 0.000
#> 1772067066_E04 1 1.000
#> 1772067063_C05 1 1.000
#> 1772067069_C12 2 0.000
#> 1772067064_C12 1 1.000
#> 1772071041_F07 3 0.000
#> 1772071040_B04 3 0.000
#> 1772067063_E09 1 1.000
#> 1772067070_D04 3 0.000
#> 1772067064_C07 1 1.000
#> 1772067069_A11 1 1.000
#> 1772067064_H09 1 1.000
#> 1772071040_B01 3 0.000
#> 1772067064_B04 1 1.000
#> 1772063063_E12 1 1.000
#> 1772067069_D10 2 0.000
#> 1772062109_B03 3 1.000
#> 1772067064_C09 1 1.000
#> 1772067064_D02 1 1.000
#> 1772067069_H10 3 1.000
#> 1772067063_B02 1 1.000
#> 1772060240_A07 1 1.000
#> 1772067073_A01 3 1.000
#> 1772067064_B01 1 1.000
#> 1772067074_A06 1 1.000
#> 1772062116_B04 3 0.000
#> 1772071041_G09 1 1.000
#> 1772067069_B02 1 1.000
#> 1772071017_C06 3 0.751
#> 1772067064_B05 1 1.000
#> 1772067073_C12 1 0.000
#> 1772067064_C02 1 0.000
#> 1772067070_G11 1 0.747
#> 1772067074_F07 1 1.000
#> 1772067069_G06 1 0.498
#> 1772067070_F07 1 1.000
#> 1772071041_H11 1 0.000
#> 1772067066_A06 2 1.000
#> 1772071040_G08 3 1.000
#> 1772067064_G02 1 0.249
#> 1772071040_E01 1 1.000
#> 1772067070_F03 3 1.000
#> 1772067074_D05 1 1.000
#> 1772067069_G03 4 1.000
#> 1772067070_E11 3 1.000
#> 1772071017_D11 1 1.000
#> 1772071041_E12 2 0.000
#> 1772071041_D09 2 1.000
#> 1772067073_F08 1 1.000
#> 1772071041_D04 1 1.000
#> 1772071040_F05 3 0.000
#> 1772071041_E01 2 0.000
#> 1772071041_G07 2 0.000
#> 1772071041_G03 1 1.000
#> 1772071041_H09 2 0.000
#> 1772071041_G08 2 0.000
#> 1772067064_F02 3 0.000
#> 1772067064_F01 1 1.000
#> 1772071041_A04 3 0.249
#> 1772063070_F03 2 0.000
#> 1772063063_G11 2 0.000
#> 1772063062_H11 2 0.000
#> 1772063064_D02 2 0.000
#> 1772067074_C05 2 0.000
#> 1772067066_B03 2 0.000
#> 1772067074_B09 2 0.000
#> 1772067074_F03 2 0.000
#> 1772071041_A02 2 0.000
#> 1772067074_B01 3 0.000
#> 1772067063_B12 2 0.000
#> 1772067063_H04 1 1.000
#> 1772067073_G09 3 1.000
#> 1772067069_E04 3 0.000
#> 1772067073_C04 2 0.000
#> 1772063068_D04 2 0.253
#> 1772067069_F05 2 0.000
#> 1772063068_F07 2 0.000
#> 1772063063_E04 4 1.000
#> 1772063065_F02 2 0.253
#> 1772067074_F12 2 0.000
#> 1772063064_B11 2 0.751
#> 1772062109_E06 2 0.000
#> 1772071040_G09 2 0.000
#> 1772062128_D07 2 0.000
#> 1772062128_D10 2 0.249
#> 1772063068_D03 2 0.751
#> 1772063070_E01 2 0.000
#> 1772062116_G05 2 0.000
#> 1772071041_A05 3 1.000
#> 1772060240_H05 2 1.000
#> 1772063065_F04 2 0.000
#> 1772071040_B12 2 0.000
#> 1772063065_B02 2 0.751
#> 1772067074_F10 2 0.000
#> 1772060224_H02 2 1.000
#> 1772067069_C08 3 1.000
#> 1772062116_A06 2 1.000
#> 1772063061_A05 2 0.249
#> 1772060240_D06 2 0.000
#> 1772063063_D11 3 1.000
#> 1772062115_C11 4 1.000
#> 1772067069_C05 2 0.000
#> 1772067073_B04 2 0.249
#> 1772063062_F07 4 1.000
#> 1772062113_E01 2 1.000
#> 1772067073_F10 2 0.000
#> 1772067058_G11 1 1.000
#> 1772071015_D07 3 1.000
#> 1772071015_D08 1 1.000
#> 1772067064_A12 3 0.253
#> 1772067066_C03 3 0.000
#> 1772066095_D06 3 0.000
#> 1772062109_F09 2 0.751
#> 1772067059_E04 3 0.000
#> 1772067058_C12 2 0.000
#> 1772066073_C01 2 0.000
#> 1772067076_A05 2 0.000
#> 1772067059_A05 3 0.000
#> 1772066100_D12 2 0.000
#> 1772067076_C01 2 0.000
#> 1772067082_C10 2 0.000
#> 1772067082_G07 2 0.000
#> 1772066098_B05 2 0.000
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#> 1772066077_D04 1 0.751
#> 1772066100_C10 1 0.747
#> 1772066089_E04 4 0.000
#> 1772066073_B12 4 0.000
#> 1772067076_G10 1 1.000
#> 1772066102_F10 4 0.000
#> 1772066077_G11 4 0.000
#> 1772066096_D01 1 1.000
#> 1772066102_D02 4 0.000
#> 1772066108_D05 4 0.000
#> 1772066102_A11 1 1.000
#> 1772066102_D08 4 0.000
#> 1772066110_D05 4 0.000
#> 1772067058_A09 4 0.000
#> 1772066099_B03 4 0.000
#> 1772066073_B05 4 0.000
#> 1772066099_A03 4 0.000
#> 1772066089_D02 4 0.000
#> 1772066073_B01 4 0.751
#> 1772066108_B05 4 0.000
#> 1772066102_F11 4 0.000
#> 1772066089_B03 4 0.000
#> 1772066107_D05 1 1.000
#> 1772067076_B03 1 0.751
#> 1772066076_B04 4 0.000
#> 1772066107_F09 1 1.000
#> 1772066099_H12 1 1.000
#> 1772066102_E02 1 1.000
#> 1772066108_G10 1 1.000
#> 1772066099_B01 1 1.000
#> 1772067057_C04 1 1.000
#> 1772066102_E04 1 0.000
#> 1772066107_E12 4 0.000
#> 1772067057_F10 4 0.000
#> 1772066095_H08 4 0.498
#> 1772066096_D04 4 0.000
#> 1772067076_G09 4 0.498
#> 1772066070_F01 4 0.000
#> 1772066098_D02 4 0.000
#> 1772066102_E05 4 0.000
#> 1772071035_F05 4 0.000
#> 1772066095_F06 4 0.000
#> 1772066101_C01 4 0.000
#> 1772066097_H11 4 0.249
#> 1772066090_F11 4 0.249
#> 1772066102_F06 4 0.000
#> 1772066097_A05 4 0.000
#> 1772066073_D10 4 0.000
#> 1772066098_E09 4 0.000
#> 1772066097_D06 4 0.000
#> 1772066101_D02 4 0.000
#> 1772066089_B02 4 0.000
#> 1772067076_A09 4 0.000
#> 1772066096_G02 4 1.000
#> 1772066097_F12 4 0.000
#> 1772066080_E06 4 0.000
#> 1772066073_F04 4 0.000
#> 1772066096_F09 2 0.502
#> 1772066089_G12 4 0.000
#> 1772066099_H03 4 0.000
#> 1772066097_E12 4 0.000
#> 1772066097_C11 4 0.000
#> 1772066073_C10 4 0.000
#> 1772066108_G05 4 0.000
#> 1772066097_C05 4 1.000
#> 1772066089_F09 2 0.000
#> 1772066099_F05 4 1.000
#> 1772066090_B10 4 0.000
#> 1772066095_C01 4 0.747
#> 1772066096_E12 4 0.000
#> 1772066098_E05 4 0.502
#> 1772066076_A03 4 0.000
#> 1772066097_A11 4 1.000
#> 1772066100_E09 4 0.000
#> 1772066070_H05 4 0.000
#> 1772067076_H04 4 0.000
#> 1772066095_C03 4 0.751
#> 1772066089_F11 4 0.000
#> 1772066073_A10 4 0.000
#> 1772066098_C09 4 1.000
#> 1772066097_H03 2 1.000
#> 1772066096_A01 4 1.000
#> 1772067057_D10 4 0.000
#> 1772066096_F01 4 0.000
#> 1772066097_A06 4 0.000
#> 1772066102_A10 4 1.000
#> 1772066099_A08 2 1.000
#> 1772066089_A09 4 1.000
#> 1772066097_C02 4 1.000
#> 1772066102_A02 4 0.249
#> 1772066074_D07 4 0.000
#> 1772067057_C12 4 0.000
#> 1772066073_C11 4 0.000
#> 1772066074_F07 4 1.000
#> 1772066096_G10 4 1.000
#> 1772066097_B05 4 1.000
#> 1772066095_H12 4 0.000
#> 1772066076_A04 4 0.000
#> 1772066080_H03 4 0.000
#> 1772066102_G05 4 0.000
#> 1772066080_G03 4 0.000
#> 1772066073_F06 4 0.000
#> 1772067057_C06 4 0.000
#> 1772067076_A07 4 0.000
#> 1772066098_C08 4 0.000
#> 1772066097_B04 4 0.751
#> 1772066107_G04 4 0.000
#> 1772066099_G10 4 0.000
#> 1772066089_G11 4 0.000
#> 1772066097_G05 2 1.000
#> 1772066096_F12 4 0.000
#> 1772066073_C04 4 0.000
#> 1772066089_D10 4 0.000
#> 1772066099_G12 4 0.000
#> 1772066097_A01 4 0.498
#> 1772066099_A06 4 0.000
#> 1772066070_G12 2 0.000
#> 1772058171_H07 2 0.000
#> 1772067069_H05 3 1.000
#> 1772063061_A11 2 0.000
#> 1772066099_B12 4 0.000
#> 1772063077_B07 2 0.000
#> 1772071040_A06 2 0.000
#> 1772062113_F02 2 0.000
#> 1772062113_C03 2 0.000
#> 1772063063_A01 2 0.000
#> 1772060240_C04 2 0.000
#> 1772062115_C04 2 0.000
#> 1772063078_F02 2 0.000
#> 1772062115_A02 2 0.000
#> 1772060225_H12 2 0.249
#> 1772062109_C11 2 0.000
#> 1772062109_D04 2 0.000
#> 1772063061_E12 2 0.000
#> 1772060240_D11 2 0.000
#> 1772067094_G09 3 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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 643 2.04e-03 1.77e-41 2
#> ATC:skmeans 664 3.14e-104 5.81e-124 3
#> ATC:skmeans 705 6.72e-172 2.34e-216 4
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 , Node0112 , Node0113 , Node0121-leaf , Node0122 , Node0131-leaf , Node0132-leaf , Node0133-leaf , Node0134-leaf , Node0211 , Node0212 , Node0213 , Node0221 , Node0222 , Node0231 , Node0232 , Node0241-leaf , Node0242 , Node0311-leaf , Node0312-leaf , Node0313-leaf , Node0314-leaf , Node0321-leaf , Node0322-leaf , Node0323-leaf , Node0324-leaf , Node0331-leaf , Node0332-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 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 10175 rows and 318 columns.
#> Top rows (1018) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 0.987 0.995 0.502 0.499 0.499
#> 3 3 1.000 0.962 0.986 0.287 0.797 0.614
#> 4 4 0.954 0.932 0.969 0.154 0.858 0.621
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
#> 1772067096_E05 1 0.000 0.998 1.00 0.00
#> 1772071017_A03 1 0.000 0.998 1.00 0.00
#> 1772067058_D11 1 0.000 0.998 1.00 0.00
#> 1772067094_D06 2 0.000 0.991 0.00 1.00
#> 1772067076_A06 1 0.000 0.998 1.00 0.00
#> 1772067058_H05 1 0.000 0.998 1.00 0.00
#> 1772066073_B02 1 0.000 0.998 1.00 0.00
#> 1772067057_H04 1 0.000 0.998 1.00 0.00
#> 1772063071_B07 2 0.000 0.991 0.00 1.00
#> 1772067073_F04 1 0.000 0.998 1.00 0.00
#> 1772067066_E04 2 0.000 0.991 0.00 1.00
#> 1772067063_C05 1 0.000 0.998 1.00 0.00
#> 1772067064_C12 1 0.000 0.998 1.00 0.00
#> 1772067063_E09 1 0.000 0.998 1.00 0.00
#> 1772067064_C07 1 0.000 0.998 1.00 0.00
#> 1772067069_A11 2 0.000 0.991 0.00 1.00
#> 1772067064_H09 1 0.680 0.778 0.82 0.18
#> 1772067064_B04 1 0.000 0.998 1.00 0.00
#> 1772063063_E12 1 0.000 0.998 1.00 0.00
#> 1772067064_C09 1 0.000 0.998 1.00 0.00
#> 1772067064_D02 2 0.000 0.991 0.00 1.00
#> 1772067063_B02 2 0.000 0.991 0.00 1.00
#> 1772060240_A07 1 0.000 0.998 1.00 0.00
#> 1772067064_B01 2 0.242 0.953 0.04 0.96
#> 1772067074_A06 2 0.000 0.991 0.00 1.00
#> 1772071041_G09 2 0.000 0.991 0.00 1.00
#> 1772067069_B02 1 0.000 0.998 1.00 0.00
#> 1772067064_B05 1 0.000 0.998 1.00 0.00
#> 1772067073_C12 1 0.000 0.998 1.00 0.00
#> 1772067064_C02 1 0.000 0.998 1.00 0.00
#> 1772067070_G11 2 0.000 0.991 0.00 1.00
#> 1772067074_F07 2 0.000 0.991 0.00 1.00
#> 1772067069_G06 2 0.000 0.991 0.00 1.00
#> 1772067070_F07 2 0.000 0.991 0.00 1.00
#> 1772071041_H11 2 0.000 0.991 0.00 1.00
#> 1772067064_G02 1 0.000 0.998 1.00 0.00
#> 1772071040_E01 2 0.000 0.991 0.00 1.00
#> 1772067074_D05 1 0.000 0.998 1.00 0.00
#> 1772071017_D11 2 0.242 0.953 0.04 0.96
#> 1772067073_F08 2 0.000 0.991 0.00 1.00
#> 1772071041_D04 2 0.000 0.991 0.00 1.00
#> 1772071041_G03 2 0.000 0.991 0.00 1.00
#> 1772067064_F01 1 0.000 0.998 1.00 0.00
#> 1772067063_H04 1 0.000 0.998 1.00 0.00
#> 1772067058_G11 2 0.000 0.991 0.00 1.00
#> 1772071015_D08 1 0.000 0.998 1.00 0.00
#> 1772067064_A11 1 0.000 0.998 1.00 0.00
#> 1772067073_E06 1 0.000 0.998 1.00 0.00
#> 1772062109_E09 2 0.000 0.991 0.00 1.00
#> 1772071040_F06 1 0.000 0.998 1.00 0.00
#> 1772067074_G06 2 0.722 0.752 0.20 0.80
#> 1772067073_B06 2 0.000 0.991 0.00 1.00
#> 1772067073_G04 2 0.000 0.991 0.00 1.00
#> 1772071041_E04 2 0.000 0.991 0.00 1.00
#> 1772071040_E02 2 0.000 0.991 0.00 1.00
#> 1772071040_B06 2 0.000 0.991 0.00 1.00
#> 1772067064_H05 1 0.000 0.998 1.00 0.00
#> 1772062109_G11 1 0.000 0.998 1.00 0.00
#> 1772071035_C06 1 0.327 0.935 0.94 0.06
#> 1772071040_C06 2 0.000 0.991 0.00 1.00
#> 1772067076_C05 2 0.000 0.991 0.00 1.00
#> 1772067070_C07 2 0.000 0.991 0.00 1.00
#> 1772062109_C04 2 0.000 0.991 0.00 1.00
#> 1772071017_G07 2 0.000 0.991 0.00 1.00
#> 1772067074_A09 2 0.000 0.991 0.00 1.00
#> 1772071041_C06 2 0.000 0.991 0.00 1.00
#> 1772071017_B07 2 0.000 0.991 0.00 1.00
#> 1772067069_D09 2 0.000 0.991 0.00 1.00
#> 1772066100_A08 2 0.000 0.991 0.00 1.00
#> 1772067096_C11 2 0.000 0.991 0.00 1.00
#> 1772067059_A12 1 0.000 0.998 1.00 0.00
#> 1772067058_G12 2 0.000 0.991 0.00 1.00
#> 1772067076_D10 2 0.000 0.991 0.00 1.00
#> 1772071035_A07 1 0.000 0.998 1.00 0.00
#> 1772071045_F12 1 0.000 0.998 1.00 0.00
#> 1772066099_D11 1 0.000 0.998 1.00 0.00
#> 1772067076_A01 2 0.000 0.991 0.00 1.00
#> 1772071045_F02 1 0.000 0.998 1.00 0.00
#> 1772067076_A02 2 0.634 0.810 0.16 0.84
#> 1772067054_D11 2 0.995 0.158 0.46 0.54
#> 1772071036_D10 1 0.000 0.998 1.00 0.00
#> 1772067094_H12 2 0.000 0.991 0.00 1.00
#> 1772067058_F02 2 0.000 0.991 0.00 1.00
#> 1772067096_D10 2 0.000 0.991 0.00 1.00
#> 1772066099_A04 1 0.000 0.998 1.00 0.00
#> 1772066108_H02 2 0.000 0.991 0.00 1.00
#> 1772071036_F11 2 0.000 0.991 0.00 1.00
#> 1772067094_H04 2 0.000 0.991 0.00 1.00
#> 1772067096_C05 2 0.000 0.991 0.00 1.00
#> 1772067096_C12 2 0.000 0.991 0.00 1.00
#> 1772067094_H07 2 0.000 0.991 0.00 1.00
#> 1772067058_G07 2 0.000 0.991 0.00 1.00
#> 1772067094_H11 2 0.000 0.991 0.00 1.00
#> 1772067059_E11 2 0.000 0.991 0.00 1.00
#> 1772067096_E04 2 0.000 0.991 0.00 1.00
#> 1772071044_E08 2 0.000 0.991 0.00 1.00
#> 1772067094_F02 2 0.000 0.991 0.00 1.00
#> 1772071035_D08 2 0.000 0.991 0.00 1.00
#> 1772071036_H11 1 0.000 0.998 1.00 0.00
#> 1772066102_A07 2 0.000 0.991 0.00 1.00
#> 1772067058_E06 2 0.000 0.991 0.00 1.00
#> 1772071036_H03 2 0.000 0.991 0.00 1.00
#> 1772067096_B12 2 0.000 0.991 0.00 1.00
#> 1772067094_A12 2 0.000 0.991 0.00 1.00
#> 1772067060_E12 2 0.000 0.991 0.00 1.00
#> 1772067094_C02 2 0.000 0.991 0.00 1.00
#> 1772066102_D04 2 0.000 0.991 0.00 1.00
#> 1772067054_B03 2 0.000 0.991 0.00 1.00
#> 1772067058_B01 2 0.000 0.991 0.00 1.00
#> 1772067054_E07 2 0.000 0.991 0.00 1.00
#> 1772066096_D07 2 0.000 0.991 0.00 1.00
#> 1772066095_C11 2 0.000 0.991 0.00 1.00
#> 1772067054_H06 2 0.000 0.991 0.00 1.00
#> 1772066073_E09 2 0.000 0.991 0.00 1.00
#> 1772071044_A11 2 0.000 0.991 0.00 1.00
#> 1772067059_H12 1 0.000 0.998 1.00 0.00
#> 1772067058_E11 2 0.000 0.991 0.00 1.00
#> 1772067060_C03 1 0.000 0.998 1.00 0.00
#> 1772066073_H02 2 0.000 0.991 0.00 1.00
#> 1772071035_H06 1 0.000 0.998 1.00 0.00
#> 1772066080_C02 1 0.000 0.998 1.00 0.00
#> 1772071045_B06 2 0.000 0.991 0.00 1.00
#> 1772066095_E07 1 0.000 0.998 1.00 0.00
#> 1772071036_F12 1 0.000 0.998 1.00 0.00
#> 1772071044_A09 2 0.971 0.342 0.40 0.60
#> 1772067059_D05 1 0.000 0.998 1.00 0.00
#> 1772067058_A11 2 0.000 0.991 0.00 1.00
#> 1772071044_E12 1 0.000 0.998 1.00 0.00
#> 1772067076_D06 1 0.000 0.998 1.00 0.00
#> 1772066076_H02 1 0.000 0.998 1.00 0.00
#> 1772066099_A07 1 0.000 0.998 1.00 0.00
#> 1772066074_B02 1 0.000 0.998 1.00 0.00
#> 1772071044_A07 1 0.000 0.998 1.00 0.00
#> 1772066077_B07 1 0.000 0.998 1.00 0.00
#> 1772066080_H11 1 0.000 0.998 1.00 0.00
#> 1772066099_B05 1 0.000 0.998 1.00 0.00
#> 1772071044_F04 2 0.000 0.991 0.00 1.00
#> 1772071036_B10 1 0.000 0.998 1.00 0.00
#> 1772066107_G03 1 0.000 0.998 1.00 0.00
#> 1772066099_G02 1 0.000 0.998 1.00 0.00
#> 1772067057_D06 1 0.000 0.998 1.00 0.00
#> 1772066076_H07 1 0.000 0.998 1.00 0.00
#> 1772071035_A12 1 0.000 0.998 1.00 0.00
#> 1772071044_B06 1 0.000 0.998 1.00 0.00
#> 1772071035_C09 1 0.000 0.998 1.00 0.00
#> 1772071045_A07 2 0.000 0.991 0.00 1.00
#> 1772067058_F06 1 0.000 0.998 1.00 0.00
#> 1772066099_D02 1 0.000 0.998 1.00 0.00
#> 1772071036_E07 2 0.327 0.932 0.06 0.94
#> 1772066089_C07 2 0.000 0.991 0.00 1.00
#> 1772071045_F04 1 0.000 0.998 1.00 0.00
#> 1772071036_C12 1 0.000 0.998 1.00 0.00
#> 1772066107_B02 1 0.000 0.998 1.00 0.00
#> 1772071036_A09 1 0.000 0.998 1.00 0.00
#> 1772066080_F12 1 0.000 0.998 1.00 0.00
#> 1772071035_H04 2 0.000 0.991 0.00 1.00
#> 1772071036_G08 1 0.000 0.998 1.00 0.00
#> 1772067057_G05 1 0.000 0.998 1.00 0.00
#> 1772071036_A01 1 0.000 0.998 1.00 0.00
#> 1772071035_F04 1 0.000 0.998 1.00 0.00
#> 1772071036_C08 1 0.000 0.998 1.00 0.00
#> 1772067059_G04 1 0.000 0.998 1.00 0.00
#> 1772066074_C08 1 0.000 0.998 1.00 0.00
#> 1772066102_B12 1 0.000 0.998 1.00 0.00
#> 1772066107_A01 1 0.000 0.998 1.00 0.00
#> 1772071036_D07 2 0.000 0.991 0.00 1.00
#> 1772067054_A12 2 0.000 0.991 0.00 1.00
#> 1772066080_F06 1 0.000 0.998 1.00 0.00
#> 1772071035_C04 1 0.000 0.998 1.00 0.00
#> 1772066107_H11 1 0.000 0.998 1.00 0.00
#> 1772067059_D04 1 0.000 0.998 1.00 0.00
#> 1772066074_E07 2 0.000 0.991 0.00 1.00
#> 1772066107_E03 2 0.000 0.991 0.00 1.00
#> 1772066107_E05 2 0.000 0.991 0.00 1.00
#> 1772066077_A12 1 0.000 0.998 1.00 0.00
#> 1772067059_G07 2 0.000 0.991 0.00 1.00
#> 1772071036_D11 2 0.000 0.991 0.00 1.00
#> 1772067058_B06 2 0.000 0.991 0.00 1.00
#> 1772067059_C12 2 0.000 0.991 0.00 1.00
#> 1772071045_H07 2 0.000 0.991 0.00 1.00
#> 1772066107_H04 1 0.000 0.998 1.00 0.00
#> 1772067058_C06 2 0.000 0.991 0.00 1.00
#> 1772066077_D12 2 0.000 0.991 0.00 1.00
#> 1772066107_F12 2 0.000 0.991 0.00 1.00
#> 1772071036_E04 2 0.000 0.991 0.00 1.00
#> 1772071044_D11 2 0.000 0.991 0.00 1.00
#> 1772066077_G05 2 0.000 0.991 0.00 1.00
#> 1772066107_H06 2 0.000 0.991 0.00 1.00
#> 1772066077_E05 2 0.000 0.991 0.00 1.00
#> 1772067058_E04 2 0.000 0.991 0.00 1.00
#> 1772066107_H03 2 0.000 0.991 0.00 1.00
#> 1772067057_E06 2 0.000 0.991 0.00 1.00
#> 1772066077_E04 2 0.000 0.991 0.00 1.00
#> 1772066107_G10 2 0.000 0.991 0.00 1.00
#> 1772066077_G04 2 0.000 0.991 0.00 1.00
#> 1772071036_C06 2 0.000 0.991 0.00 1.00
#> 1772066077_F05 2 0.000 0.991 0.00 1.00
#> 1772066090_C02 2 0.000 0.991 0.00 1.00
#> 1772066077_C11 2 0.000 0.991 0.00 1.00
#> 1772066077_A10 2 0.000 0.991 0.00 1.00
#> 1772071035_G09 2 0.000 0.991 0.00 1.00
#> 1772066107_B04 2 0.000 0.991 0.00 1.00
#> 1772066077_D06 2 0.000 0.991 0.00 1.00
#> 1772066076_D06 1 0.000 0.998 1.00 0.00
#> 1772067094_E04 2 0.000 0.991 0.00 1.00
#> 1772067058_C07 2 0.000 0.991 0.00 1.00
#> 1772071035_E06 1 0.000 0.998 1.00 0.00
#> 1772067060_A01 2 0.000 0.991 0.00 1.00
#> 1772067083_B04 2 0.000 0.991 0.00 1.00
#> 1772066077_C01 2 0.000 0.991 0.00 1.00
#> 1772067057_C11 2 0.000 0.991 0.00 1.00
#> 1772066103_E06 2 0.000 0.991 0.00 1.00
#> 1772066107_E04 1 0.000 0.998 1.00 0.00
#> 1772067059_H04 1 0.000 0.998 1.00 0.00
#> 1772071036_H04 2 0.000 0.991 0.00 1.00
#> 1772066090_B09 2 0.000 0.991 0.00 1.00
#> 1772071035_D03 2 0.469 0.887 0.10 0.90
#> 1772066077_D07 2 0.000 0.991 0.00 1.00
#> 1772067060_G04 2 0.000 0.991 0.00 1.00
#> 1772071036_G04 2 0.000 0.991 0.00 1.00
#> 1772071036_C10 2 0.000 0.991 0.00 1.00
#> 1772066096_E11 2 0.000 0.991 0.00 1.00
#> 1772071036_B06 2 0.000 0.991 0.00 1.00
#> 1772071036_B04 2 0.000 0.991 0.00 1.00
#> 1772066107_A03 2 0.000 0.991 0.00 1.00
#> 1772071036_C11 2 0.000 0.991 0.00 1.00
#> 1772067059_D09 2 0.000 0.991 0.00 1.00
#> 1772066073_F07 2 0.000 0.991 0.00 1.00
#> 1772066076_D02 2 0.000 0.991 0.00 1.00
#> 1772066103_C06 2 0.000 0.991 0.00 1.00
#> 1772071036_B11 2 0.141 0.972 0.02 0.98
#> 1772066089_C12 2 0.000 0.991 0.00 1.00
#> 1772066104_H07 2 0.000 0.991 0.00 1.00
#> 1772067059_E12 1 0.000 0.998 1.00 0.00
#> 1772067076_C04 2 0.000 0.991 0.00 1.00
#> 1772071036_A11 2 0.000 0.991 0.00 1.00
#> 1772066103_A02 2 0.000 0.991 0.00 1.00
#> 1772071036_A12 2 0.000 0.991 0.00 1.00
#> 1772066077_F06 2 0.000 0.991 0.00 1.00
#> 1772066076_B02 1 0.000 0.998 1.00 0.00
#> 1772066096_E07 2 0.000 0.991 0.00 1.00
#> 1772066103_D11 2 0.000 0.991 0.00 1.00
#> 1772066108_H01 2 0.141 0.972 0.02 0.98
#> 1772066096_B07 1 0.000 0.998 1.00 0.00
#> 1772066096_D03 2 0.000 0.991 0.00 1.00
#> 1772066102_A09 2 0.000 0.991 0.00 1.00
#> 1772071045_D04 2 0.000 0.991 0.00 1.00
#> 1772067054_E05 2 0.000 0.991 0.00 1.00
#> 1772071044_G05 2 0.000 0.991 0.00 1.00
#> 1772071044_C07 2 0.000 0.991 0.00 1.00
#> 1772071036_B05 2 0.000 0.991 0.00 1.00
#> 1772071045_H04 2 0.000 0.991 0.00 1.00
#> 1772071035_D12 1 0.000 0.998 1.00 0.00
#> 1772071035_H12 1 0.000 0.998 1.00 0.00
#> 1772066096_H08 1 0.000 0.998 1.00 0.00
#> 1772066108_C07 1 0.000 0.998 1.00 0.00
#> 1772066073_F02 1 0.000 0.998 1.00 0.00
#> 1772066073_H11 2 0.000 0.991 0.00 1.00
#> 1772067059_H10 1 0.000 0.998 1.00 0.00
#> 1772066099_F11 1 0.000 0.998 1.00 0.00
#> 1772066102_E11 1 0.000 0.998 1.00 0.00
#> 1772066102_F04 1 0.000 0.998 1.00 0.00
#> 1772067059_A10 1 0.000 0.998 1.00 0.00
#> 1772066096_D11 1 0.000 0.998 1.00 0.00
#> 1772066107_F06 1 0.000 0.998 1.00 0.00
#> 1772066107_D11 1 0.000 0.998 1.00 0.00
#> 1772066099_G04 1 0.000 0.998 1.00 0.00
#> 1772066102_B05 1 0.000 0.998 1.00 0.00
#> 1772071035_H10 1 0.000 0.998 1.00 0.00
#> 1772066099_A11 1 0.000 0.998 1.00 0.00
#> 1772066107_G06 1 0.000 0.998 1.00 0.00
#> 1772066107_B10 1 0.000 0.998 1.00 0.00
#> 1772066099_E06 1 0.000 0.998 1.00 0.00
#> 1772066099_B06 1 0.000 0.998 1.00 0.00
#> 1772067076_F04 1 0.000 0.998 1.00 0.00
#> 1772066073_A06 1 0.000 0.998 1.00 0.00
#> 1772066107_D04 1 0.000 0.998 1.00 0.00
#> 1772066108_F02 1 0.000 0.998 1.00 0.00
#> 1772066076_A01 1 0.000 0.998 1.00 0.00
#> 1772067076_B05 1 0.000 0.998 1.00 0.00
#> 1772071035_E04 1 0.000 0.998 1.00 0.00
#> 1772067057_D08 1 0.000 0.998 1.00 0.00
#> 1772066073_D02 1 0.000 0.998 1.00 0.00
#> 1772066073_C02 1 0.000 0.998 1.00 0.00
#> 1772066107_B07 1 0.000 0.998 1.00 0.00
#> 1772066099_D06 1 0.000 0.998 1.00 0.00
#> 1772066107_F11 1 0.000 0.998 1.00 0.00
#> 1772066107_G01 1 0.000 0.998 1.00 0.00
#> 1772066074_G03 1 0.000 0.998 1.00 0.00
#> 1772066107_C04 1 0.000 0.998 1.00 0.00
#> 1772066102_E12 1 0.000 0.998 1.00 0.00
#> 1772071035_B04 1 0.000 0.998 1.00 0.00
#> 1772066080_G06 1 0.000 0.998 1.00 0.00
#> 1772067076_D05 1 0.000 0.998 1.00 0.00
#> 1772066099_F04 1 0.000 0.998 1.00 0.00
#> 1772066107_G12 1 0.000 0.998 1.00 0.00
#> 1772066099_D12 1 0.000 0.998 1.00 0.00
#> 1772071036_B07 1 0.000 0.998 1.00 0.00
#> 1772067076_E12 1 0.000 0.998 1.00 0.00
#> 1772066102_A01 2 0.000 0.991 0.00 1.00
#> 1772066107_C12 1 0.000 0.998 1.00 0.00
#> 1772067057_B10 1 0.000 0.998 1.00 0.00
#> 1772067057_B02 1 0.000 0.998 1.00 0.00
#> 1772066100_A09 1 0.000 0.998 1.00 0.00
#> 1772066077_D04 1 0.000 0.998 1.00 0.00
#> 1772066100_C10 2 0.000 0.991 0.00 1.00
#> 1772067076_G10 1 0.000 0.998 1.00 0.00
#> 1772066096_D01 1 0.000 0.998 1.00 0.00
#> 1772066102_A11 1 0.000 0.998 1.00 0.00
#> 1772066107_D05 1 0.000 0.998 1.00 0.00
#> 1772067076_B03 1 0.000 0.998 1.00 0.00
#> 1772066107_F09 1 0.000 0.998 1.00 0.00
#> 1772066099_H12 1 0.000 0.998 1.00 0.00
#> 1772066102_E02 1 0.000 0.998 1.00 0.00
#> 1772066108_G10 1 0.000 0.998 1.00 0.00
#> 1772066099_B01 1 0.000 0.998 1.00 0.00
#> 1772067057_C04 1 0.000 0.998 1.00 0.00
#> 1772066102_E04 1 0.000 0.998 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> 1772067096_E05 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772071017_A03 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067058_D11 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067094_D06 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067076_A06 1 0.6309 0.00452 0.50 0.00 0.50
#> 1772067058_H05 1 0.3340 0.85189 0.88 0.00 0.12
#> 1772066073_B02 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772067057_H04 1 0.0892 0.95737 0.98 0.00 0.02
#> 1772063071_B07 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067073_F04 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067066_E04 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067063_C05 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067064_C12 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067063_E09 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067064_C07 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067069_A11 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067064_H09 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067064_B04 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772063063_E12 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067064_C09 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067064_D02 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067063_B02 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772060240_A07 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067064_B01 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067074_A06 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071041_G09 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067069_B02 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067064_B05 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067073_C12 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067064_C02 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067070_G11 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067074_F07 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067069_G06 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067070_F07 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071041_H11 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067064_G02 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772071040_E01 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067074_D05 1 0.2066 0.91915 0.94 0.00 0.06
#> 1772071017_D11 3 0.5560 0.57645 0.00 0.30 0.70
#> 1772067073_F08 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071041_D04 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071041_G03 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067064_F01 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067063_H04 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067058_G11 3 0.6302 0.09217 0.00 0.48 0.52
#> 1772071015_D08 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067064_A11 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067073_E06 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772062109_E09 2 0.0892 0.97532 0.00 0.98 0.02
#> 1772071040_F06 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067074_G06 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067073_B06 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067073_G04 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071041_E04 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071040_E02 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071040_B06 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067064_H05 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772062109_G11 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772071035_C06 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772071040_C06 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067076_C05 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067070_C07 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772062109_C04 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071017_G07 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067074_A09 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071041_C06 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071017_B07 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067069_D09 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066100_A08 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067096_C11 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067059_A12 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067058_G12 2 0.3340 0.85853 0.12 0.88 0.00
#> 1772067076_D10 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071035_A07 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772071045_F12 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772066099_D11 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067076_A01 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071045_F02 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067076_A02 3 0.6045 0.39763 0.00 0.38 0.62
#> 1772067054_D11 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772071036_D10 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772067094_H12 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067058_F02 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067096_D10 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066099_A04 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066108_H02 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071036_F11 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067094_H04 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067096_C05 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067096_C12 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067094_H07 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067058_G07 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067094_H11 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067059_E11 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067096_E04 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071044_E08 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067094_F02 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071035_D08 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071036_H11 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772066102_A07 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067058_E06 1 0.6192 0.29041 0.58 0.42 0.00
#> 1772071036_H03 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067096_B12 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067094_A12 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067060_E12 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067094_C02 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066102_D04 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067054_B03 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067058_B01 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067054_E07 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066096_D07 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066095_C11 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067054_H06 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066073_E09 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071044_A11 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067059_H12 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772067058_E11 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067060_C03 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066073_H02 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071035_H06 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772066080_C02 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772071045_B06 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066095_E07 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772071036_F12 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772071044_A09 1 0.2959 0.86473 0.90 0.10 0.00
#> 1772067059_D05 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772067058_A11 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071044_E12 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067076_D06 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772066076_H02 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066099_A07 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772066074_B02 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772071044_A07 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772066077_B07 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066080_H11 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772066099_B05 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772071044_F04 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071036_B10 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772066107_G03 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772066099_G02 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067057_D06 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772066076_H07 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772071035_A12 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772071044_B06 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772071035_C09 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772071045_A07 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067058_F06 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772066099_D02 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772071036_E07 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772066089_C07 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071045_F04 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772071036_C12 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772066107_B02 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772071036_A09 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772066080_F12 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772071035_H04 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772071036_G08 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067057_G05 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772071036_A01 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772071035_F04 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772071036_C08 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067059_G04 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772066074_C08 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066102_B12 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772066107_A01 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772071036_D07 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067054_A12 3 0.5016 0.68546 0.00 0.24 0.76
#> 1772066080_F06 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772071035_C04 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772066107_H11 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772067059_D04 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772066074_E07 1 0.6244 0.22874 0.56 0.44 0.00
#> 1772066107_E03 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066107_E05 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066077_A12 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772067059_G07 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071036_D11 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067058_B06 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067059_C12 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071045_H07 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066107_H04 1 0.1529 0.93995 0.96 0.00 0.04
#> 1772067058_C06 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066077_D12 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066107_F12 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071036_E04 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071044_D11 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066077_G05 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066107_H06 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772066077_E05 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067058_E04 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066107_H03 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067057_E06 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066077_E04 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066107_G10 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066077_G04 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071036_C06 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066077_F05 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066090_C02 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066077_C11 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066077_A10 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071035_G09 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772066107_B04 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066077_D06 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066076_D06 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067094_E04 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067058_C07 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071035_E06 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067060_A01 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067083_B04 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066077_C01 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067057_C11 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066103_E06 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066107_E04 3 0.6045 0.36841 0.38 0.00 0.62
#> 1772067059_H04 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772071036_H04 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066090_B09 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071035_D03 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772066077_D07 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067060_G04 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071036_G04 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071036_C10 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772066096_E11 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071036_B06 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071036_B04 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066107_A03 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071036_C11 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067059_D09 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066073_F07 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066076_D02 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066103_C06 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071036_B11 2 0.6244 0.19014 0.00 0.56 0.44
#> 1772066089_C12 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066104_H07 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067059_E12 3 0.0000 0.97583 0.00 0.00 1.00
#> 1772067076_C04 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071036_A11 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066103_A02 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071036_A12 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066077_F06 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066076_B02 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066096_E07 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066103_D11 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066108_H01 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066096_B07 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066096_D03 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066102_A09 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071045_D04 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067054_E05 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071044_G05 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071044_C07 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071036_B05 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071045_H04 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772071035_D12 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772071035_H12 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066096_H08 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066108_C07 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066073_F02 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066073_H11 1 0.5397 0.61335 0.72 0.28 0.00
#> 1772067059_H10 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066099_F11 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066102_E11 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066102_F04 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772067059_A10 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066096_D11 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066107_F06 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066107_D11 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066099_G04 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066102_B05 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772071035_H10 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066099_A11 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066107_G06 1 0.1529 0.93974 0.96 0.00 0.04
#> 1772066107_B10 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066099_E06 1 0.1529 0.93974 0.96 0.00 0.04
#> 1772066099_B06 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772067076_F04 1 0.1529 0.93974 0.96 0.00 0.04
#> 1772066073_A06 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066107_D04 1 0.0892 0.95737 0.98 0.00 0.02
#> 1772066108_F02 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066076_A01 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772067076_B05 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772071035_E04 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772067057_D08 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066073_D02 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066073_C02 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066107_B07 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066099_D06 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066107_F11 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066107_G01 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066074_G03 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066107_C04 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066102_E12 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772071035_B04 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066080_G06 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772067076_D05 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066099_F04 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066107_G12 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066099_D12 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772071036_B07 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772067076_E12 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066102_A01 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772066107_C12 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772067057_B10 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772067057_B02 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066100_A09 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066077_D04 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066100_C10 2 0.0000 0.99582 0.00 1.00 0.00
#> 1772067076_G10 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066096_D01 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066102_A11 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066107_D05 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772067076_B03 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066107_F09 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066099_H12 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066102_E02 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066108_G10 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066099_B01 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772067057_C04 1 0.0000 0.97357 1.00 0.00 0.00
#> 1772066102_E04 1 0.0000 0.97357 1.00 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> 1772067096_E05 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772071017_A03 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067058_D11 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067094_D06 2 0.2647 0.865 0.00 0.88 0.00 0.12
#> 1772067076_A06 3 0.4277 0.590 0.28 0.00 0.72 0.00
#> 1772067058_H05 3 0.5000 -0.058 0.50 0.00 0.50 0.00
#> 1772066073_B02 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772067057_H04 1 0.4277 0.632 0.72 0.00 0.28 0.00
#> 1772063071_B07 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772067073_F04 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067066_E04 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772067063_C05 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067064_C12 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067063_E09 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067064_C07 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067069_A11 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772067064_H09 3 0.0707 0.956 0.00 0.02 0.98 0.00
#> 1772067064_B04 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772063063_E12 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067064_C09 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067064_D02 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772067063_B02 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772060240_A07 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067064_B01 2 0.4277 0.616 0.00 0.72 0.28 0.00
#> 1772067074_A06 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772071041_G09 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772067069_B02 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067064_B05 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067073_C12 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067064_C02 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067070_G11 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772067074_F07 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772067069_G06 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772067070_F07 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772071041_H11 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772067064_G02 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772071040_E01 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772067074_D05 1 0.3801 0.726 0.78 0.00 0.22 0.00
#> 1772071017_D11 2 0.5355 0.446 0.00 0.62 0.36 0.02
#> 1772067073_F08 2 0.2011 0.909 0.00 0.92 0.00 0.08
#> 1772071041_D04 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772071041_G03 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772067064_F01 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067063_H04 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067058_G11 2 0.0707 0.943 0.00 0.98 0.02 0.00
#> 1772071015_D08 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067064_A11 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067073_E06 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772062109_E09 2 0.1211 0.944 0.00 0.96 0.00 0.04
#> 1772071040_F06 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067074_G06 3 0.0707 0.956 0.00 0.02 0.98 0.00
#> 1772067073_B06 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772067073_G04 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772071041_E04 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772071040_E02 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772071040_B06 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772067064_H05 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772062109_G11 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772071035_C06 3 0.1211 0.933 0.00 0.04 0.96 0.00
#> 1772071040_C06 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772067076_C05 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772067070_C07 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772062109_C04 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772071017_G07 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772067074_A09 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772071041_C06 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772071017_B07 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772067069_D09 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772066100_A08 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772067096_C11 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772067059_A12 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067058_G12 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772067076_D10 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772071035_A07 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772071045_F12 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066099_D11 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067076_A01 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772071045_F02 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067076_A02 2 0.5713 0.440 0.00 0.62 0.34 0.04
#> 1772067054_D11 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772071036_D10 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772067094_H12 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772067058_F02 4 0.4624 0.472 0.00 0.34 0.00 0.66
#> 1772067096_D10 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772066099_A04 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066108_H02 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772071036_F11 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772067094_H04 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772067096_C05 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772067096_C12 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772067094_H07 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772067058_G07 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772067094_H11 4 0.2011 0.911 0.00 0.08 0.00 0.92
#> 1772067059_E11 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772067096_E04 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772071044_E08 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772067094_F02 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772071035_D08 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772071036_H11 3 0.0707 0.956 0.00 0.02 0.98 0.00
#> 1772066102_A07 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772067058_E06 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772071036_H03 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772067096_B12 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772067094_A12 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772067060_E12 4 0.4713 0.422 0.00 0.36 0.00 0.64
#> 1772067094_C02 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772066102_D04 4 0.0707 0.961 0.00 0.02 0.00 0.98
#> 1772067054_B03 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772067058_B01 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772067054_E07 2 0.2011 0.909 0.00 0.92 0.00 0.08
#> 1772066096_D07 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772066095_C11 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772067054_H06 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772066073_E09 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772071044_A11 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772067059_H12 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772067058_E11 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772067060_C03 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066073_H02 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772071035_H06 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066080_C02 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772071045_B06 4 0.1637 0.922 0.00 0.06 0.00 0.94
#> 1772066095_E07 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772071036_F12 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772071044_A09 4 0.0707 0.958 0.02 0.00 0.00 0.98
#> 1772067059_D05 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772067058_A11 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772071044_E12 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067076_D06 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066076_H02 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066099_A07 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066074_B02 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772071044_A07 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066077_B07 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066080_H11 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066099_B05 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772071044_F04 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772071036_B10 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066107_G03 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066099_G02 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067057_D06 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066076_H07 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772071035_A12 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772071044_B06 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772071035_C09 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772071045_A07 2 0.2921 0.828 0.00 0.86 0.14 0.00
#> 1772067058_F06 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066099_D02 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772071036_E07 3 0.2345 0.874 0.00 0.10 0.90 0.00
#> 1772066089_C07 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772071045_F04 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772071036_C12 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066107_B02 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772071036_A09 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066080_F12 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772071035_H04 2 0.0707 0.944 0.00 0.98 0.02 0.00
#> 1772071036_G08 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067057_G05 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772071036_A01 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772071035_F04 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772071036_C08 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067059_G04 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066074_C08 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066102_B12 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066107_A01 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772071036_D07 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772067054_A12 3 0.7028 0.427 0.00 0.28 0.56 0.16
#> 1772066080_F06 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772071035_C04 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066107_H11 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772067059_D04 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772066074_E07 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772066107_E03 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772066107_E05 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772066077_A12 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772067059_G07 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772071036_D11 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772067058_B06 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772067059_C12 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772071045_H07 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772066107_H04 1 0.3975 0.699 0.76 0.00 0.24 0.00
#> 1772067058_C06 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772066077_D12 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772066107_F12 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772071036_E04 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772071044_D11 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772066077_G05 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772066107_H06 2 0.3975 0.688 0.00 0.76 0.24 0.00
#> 1772066077_E05 4 0.4134 0.639 0.00 0.26 0.00 0.74
#> 1772067058_E04 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772066107_H03 2 0.2647 0.867 0.00 0.88 0.00 0.12
#> 1772067057_E06 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772066077_E04 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772066107_G10 2 0.1637 0.927 0.00 0.94 0.00 0.06
#> 1772066077_G04 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772071036_C06 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772066077_F05 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772066090_C02 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772066077_C11 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772066077_A10 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772071035_G09 2 0.4277 0.618 0.00 0.72 0.28 0.00
#> 1772066107_B04 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772066077_D06 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772066076_D06 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067094_E04 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772067058_C07 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772071035_E06 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067060_A01 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772067083_B04 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772066077_C01 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772067057_C11 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772066103_E06 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772066107_E04 3 0.3975 0.669 0.24 0.00 0.76 0.00
#> 1772067059_H04 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772071036_H04 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772066090_B09 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772071035_D03 3 0.3172 0.805 0.00 0.16 0.84 0.00
#> 1772066077_D07 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772067060_G04 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772071036_G04 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772071036_C10 3 0.4277 0.606 0.00 0.28 0.72 0.00
#> 1772066096_E11 2 0.1637 0.928 0.00 0.94 0.00 0.06
#> 1772071036_B06 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772071036_B04 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772066107_A03 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772071036_C11 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772067059_D09 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772066073_F07 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772066076_D02 2 0.0000 0.956 0.00 1.00 0.00 0.00
#> 1772066103_C06 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772071036_B11 2 0.3610 0.748 0.00 0.80 0.20 0.00
#> 1772066089_C12 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772066104_H07 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772067059_E12 3 0.0000 0.971 0.00 0.00 1.00 0.00
#> 1772067076_C04 2 0.4977 0.175 0.00 0.54 0.00 0.46
#> 1772071036_A11 2 0.0707 0.957 0.00 0.98 0.00 0.02
#> 1772066103_A02 2 0.1211 0.944 0.00 0.96 0.00 0.04
#> 1772071036_A12 2 0.4134 0.665 0.00 0.74 0.00 0.26
#> 1772066077_F06 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772066076_B02 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066096_E07 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772066103_D11 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772066108_H01 4 0.0707 0.958 0.02 0.00 0.00 0.98
#> 1772066096_B07 1 0.2011 0.892 0.92 0.00 0.00 0.08
#> 1772066096_D03 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772066102_A09 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772071045_D04 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772067054_E05 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772071044_G05 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772071044_C07 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772071036_B05 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772071045_H04 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772071035_D12 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772071035_H12 1 0.4277 0.606 0.72 0.00 0.00 0.28
#> 1772066096_H08 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066108_C07 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066073_F02 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066073_H11 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772067059_H10 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066099_F11 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066102_E11 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066102_F04 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772067059_A10 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066096_D11 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066107_F06 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066107_D11 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066099_G04 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066102_B05 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772071035_H10 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066099_A11 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066107_G06 1 0.4277 0.631 0.72 0.00 0.28 0.00
#> 1772066107_B10 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066099_E06 1 0.4406 0.594 0.70 0.00 0.30 0.00
#> 1772066099_B06 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772067076_F04 1 0.4522 0.555 0.68 0.00 0.32 0.00
#> 1772066073_A06 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066107_D04 1 0.3975 0.698 0.76 0.00 0.24 0.00
#> 1772066108_F02 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066076_A01 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772067076_B05 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772071035_E04 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772067057_D08 1 0.3610 0.757 0.80 0.00 0.20 0.00
#> 1772066073_D02 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066073_C02 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066107_B07 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066099_D06 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066107_F11 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066107_G01 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066074_G03 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066107_C04 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066102_E12 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772071035_B04 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066080_G06 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772067076_D05 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066099_F04 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066107_G12 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066099_D12 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772071036_B07 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772067076_E12 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066102_A01 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772066107_C12 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772067057_B10 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772067057_B02 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066100_A09 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066077_D04 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066100_C10 4 0.0000 0.979 0.00 0.00 0.00 1.00
#> 1772067076_G10 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066096_D01 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066102_A11 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066107_D05 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772067076_B03 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066107_F09 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066099_H12 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066102_E02 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066108_G10 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066099_B01 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772067057_C04 1 0.0000 0.968 1.00 0.00 0.00 0.00
#> 1772066102_E04 1 0.0000 0.968 1.00 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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 316 4.56e-02 2.16e-22 2
#> ATC:skmeans 311 2.41e-05 1.32e-32 3
#> ATC:skmeans 311 3.27e-09 2.70e-31 4
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: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01121-leaf , Node01122-leaf , Node01131-leaf , Node01132-leaf , Node01133-leaf , Node01134-leaf , Node01221 , Node01222 , Node02111-leaf , Node02112-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02211-leaf , Node02212-leaf , Node02213-leaf , Node02221-leaf , Node02222-leaf , Node02223-leaf , Node02224-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02421-leaf , Node02422-leaf , Node02423-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.
#> On a matrix with 9400 rows and 90 columns.
#> Top rows (940) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 2.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_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 0.505 0.495 0.495
#> 3 3 0.724 0.766 0.893 0.222 0.911 0.822
#> 4 4 0.609 0.540 0.809 0.117 0.945 0.869
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 2
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
#> 1772067076_A06 1 0.000 0.998 1.00 0.00
#> 1772067058_H05 1 0.000 0.998 1.00 0.00
#> 1772066073_B02 1 0.000 0.998 1.00 0.00
#> 1772067057_H04 1 0.000 0.998 1.00 0.00
#> 1772067074_D05 2 0.000 0.999 0.00 1.00
#> 1772062109_G11 1 0.000 0.998 1.00 0.00
#> 1772071036_D10 2 0.000 0.999 0.00 1.00
#> 1772066099_A04 2 0.000 0.999 0.00 1.00
#> 1772067058_E06 2 0.000 0.999 0.00 1.00
#> 1772067059_H12 2 0.000 0.999 0.00 1.00
#> 1772067060_C03 2 0.000 0.999 0.00 1.00
#> 1772071036_F12 2 0.000 0.999 0.00 1.00
#> 1772071044_A09 2 0.000 0.999 0.00 1.00
#> 1772067059_D05 1 0.000 0.998 1.00 0.00
#> 1772066076_H02 1 0.000 0.998 1.00 0.00
#> 1772066074_B02 1 0.000 0.998 1.00 0.00
#> 1772066077_B07 2 0.000 0.999 0.00 1.00
#> 1772071036_A01 1 0.469 0.889 0.90 0.10
#> 1772066074_C08 2 0.000 0.999 0.00 1.00
#> 1772066107_H11 2 0.000 0.999 0.00 1.00
#> 1772066074_E07 2 0.000 0.999 0.00 1.00
#> 1772066077_A12 2 0.000 0.999 0.00 1.00
#> 1772066107_H04 2 0.000 0.999 0.00 1.00
#> 1772066076_B02 2 0.000 0.999 0.00 1.00
#> 1772066108_H01 2 0.000 0.999 0.00 1.00
#> 1772066096_B07 2 0.000 0.999 0.00 1.00
#> 1772071035_D12 2 0.000 0.999 0.00 1.00
#> 1772071035_H12 2 0.000 0.999 0.00 1.00
#> 1772066096_H08 2 0.000 0.999 0.00 1.00
#> 1772066108_C07 2 0.000 0.999 0.00 1.00
#> 1772066073_F02 2 0.000 0.999 0.00 1.00
#> 1772066073_H11 2 0.000 0.999 0.00 1.00
#> 1772067059_H10 2 0.000 0.999 0.00 1.00
#> 1772066099_F11 2 0.000 0.999 0.00 1.00
#> 1772066102_E11 1 0.000 0.998 1.00 0.00
#> 1772066102_F04 2 0.000 0.999 0.00 1.00
#> 1772067059_A10 1 0.000 0.998 1.00 0.00
#> 1772066096_D11 1 0.000 0.998 1.00 0.00
#> 1772066107_F06 1 0.000 0.998 1.00 0.00
#> 1772066107_D11 1 0.000 0.998 1.00 0.00
#> 1772066099_G04 1 0.000 0.998 1.00 0.00
#> 1772066102_B05 2 0.000 0.999 0.00 1.00
#> 1772071035_H10 1 0.000 0.998 1.00 0.00
#> 1772066099_A11 1 0.000 0.998 1.00 0.00
#> 1772066107_G06 1 0.000 0.998 1.00 0.00
#> 1772066107_B10 1 0.000 0.998 1.00 0.00
#> 1772066099_E06 1 0.000 0.998 1.00 0.00
#> 1772066099_B06 2 0.000 0.999 0.00 1.00
#> 1772067076_F04 1 0.000 0.998 1.00 0.00
#> 1772066073_A06 1 0.000 0.998 1.00 0.00
#> 1772066107_D04 1 0.000 0.998 1.00 0.00
#> 1772066108_F02 1 0.000 0.998 1.00 0.00
#> 1772066076_A01 1 0.000 0.998 1.00 0.00
#> 1772067076_B05 1 0.000 0.998 1.00 0.00
#> 1772071035_E04 1 0.000 0.998 1.00 0.00
#> 1772067057_D08 1 0.000 0.998 1.00 0.00
#> 1772066073_D02 1 0.000 0.998 1.00 0.00
#> 1772066073_C02 2 0.000 0.999 0.00 1.00
#> 1772066107_B07 1 0.000 0.998 1.00 0.00
#> 1772066099_D06 2 0.000 0.999 0.00 1.00
#> 1772066107_F11 1 0.000 0.998 1.00 0.00
#> 1772066107_G01 1 0.000 0.998 1.00 0.00
#> 1772066074_G03 1 0.000 0.998 1.00 0.00
#> 1772066107_C04 1 0.000 0.998 1.00 0.00
#> 1772066102_E12 2 0.000 0.999 0.00 1.00
#> 1772071035_B04 2 0.000 0.999 0.00 1.00
#> 1772066080_G06 2 0.242 0.958 0.04 0.96
#> 1772067076_D05 1 0.000 0.998 1.00 0.00
#> 1772066099_F04 2 0.000 0.999 0.00 1.00
#> 1772066107_G12 2 0.000 0.999 0.00 1.00
#> 1772066099_D12 1 0.000 0.998 1.00 0.00
#> 1772071036_B07 2 0.000 0.999 0.00 1.00
#> 1772067076_E12 1 0.000 0.998 1.00 0.00
#> 1772066107_C12 2 0.000 0.999 0.00 1.00
#> 1772067057_B10 2 0.000 0.999 0.00 1.00
#> 1772067057_B02 1 0.000 0.998 1.00 0.00
#> 1772066100_A09 2 0.000 0.999 0.00 1.00
#> 1772066077_D04 1 0.000 0.998 1.00 0.00
#> 1772067076_G10 1 0.000 0.998 1.00 0.00
#> 1772066096_D01 1 0.000 0.998 1.00 0.00
#> 1772066102_A11 2 0.000 0.999 0.00 1.00
#> 1772066107_D05 1 0.000 0.998 1.00 0.00
#> 1772067076_B03 2 0.000 0.999 0.00 1.00
#> 1772066107_F09 1 0.000 0.998 1.00 0.00
#> 1772066099_H12 1 0.000 0.998 1.00 0.00
#> 1772066102_E02 1 0.000 0.998 1.00 0.00
#> 1772066108_G10 1 0.000 0.998 1.00 0.00
#> 1772066099_B01 2 0.000 0.999 0.00 1.00
#> 1772067057_C04 2 0.000 0.999 0.00 1.00
#> 1772066102_E04 1 0.000 0.998 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> 1772067076_A06 1 0.2537 0.8707 0.92 0.00 0.08
#> 1772067058_H05 1 0.2537 0.8707 0.92 0.00 0.08
#> 1772066073_B02 1 0.2537 0.8707 0.92 0.00 0.08
#> 1772067057_H04 1 0.2537 0.8707 0.92 0.00 0.08
#> 1772067074_D05 2 0.0000 0.8759 0.00 1.00 0.00
#> 1772062109_G11 1 0.5835 0.5925 0.66 0.00 0.34
#> 1772071036_D10 2 0.0000 0.8759 0.00 1.00 0.00
#> 1772066099_A04 2 0.1529 0.8551 0.00 0.96 0.04
#> 1772067058_E06 2 0.0000 0.8759 0.00 1.00 0.00
#> 1772067059_H12 2 0.0000 0.8759 0.00 1.00 0.00
#> 1772067060_C03 2 0.0000 0.8759 0.00 1.00 0.00
#> 1772071036_F12 2 0.0892 0.8656 0.00 0.98 0.02
#> 1772071044_A09 2 0.0000 0.8759 0.00 1.00 0.00
#> 1772067059_D05 1 0.0000 0.9083 1.00 0.00 0.00
#> 1772066076_H02 1 0.4551 0.8087 0.84 0.02 0.14
#> 1772066074_B02 1 0.0000 0.9083 1.00 0.00 0.00
#> 1772066077_B07 2 0.0000 0.8759 0.00 1.00 0.00
#> 1772071036_A01 1 0.7515 0.5263 0.68 0.22 0.10
#> 1772066074_C08 2 0.0000 0.8759 0.00 1.00 0.00
#> 1772066107_H11 2 0.0000 0.8759 0.00 1.00 0.00
#> 1772066074_E07 2 0.0000 0.8759 0.00 1.00 0.00
#> 1772066077_A12 2 0.0000 0.8759 0.00 1.00 0.00
#> 1772066107_H04 2 0.2066 0.8239 0.00 0.94 0.06
#> 1772066076_B02 2 0.4291 0.7372 0.00 0.82 0.18
#> 1772066108_H01 2 0.0000 0.8759 0.00 1.00 0.00
#> 1772066096_B07 2 0.0000 0.8759 0.00 1.00 0.00
#> 1772071035_D12 2 0.0892 0.8658 0.00 0.98 0.02
#> 1772071035_H12 2 0.0000 0.8759 0.00 1.00 0.00
#> 1772066096_H08 2 0.1529 0.8442 0.00 0.96 0.04
#> 1772066108_C07 3 0.3340 0.6935 0.00 0.12 0.88
#> 1772066073_F02 2 0.5948 0.4233 0.00 0.64 0.36
#> 1772066073_H11 2 0.0000 0.8759 0.00 1.00 0.00
#> 1772067059_H10 2 0.4291 0.7364 0.00 0.82 0.18
#> 1772066099_F11 3 0.4555 0.6489 0.00 0.20 0.80
#> 1772066102_E11 1 0.2066 0.8809 0.94 0.00 0.06
#> 1772066102_F04 2 0.6045 0.3703 0.00 0.62 0.38
#> 1772067059_A10 1 0.0000 0.9083 1.00 0.00 0.00
#> 1772066096_D11 1 0.4796 0.7458 0.78 0.00 0.22
#> 1772066107_F06 3 0.7578 -0.1491 0.46 0.04 0.50
#> 1772066107_D11 1 0.0892 0.9012 0.98 0.00 0.02
#> 1772066099_G04 1 0.0000 0.9083 1.00 0.00 0.00
#> 1772066102_B05 2 0.5948 0.4308 0.00 0.64 0.36
#> 1772071035_H10 1 0.1529 0.8929 0.96 0.00 0.04
#> 1772066099_A11 1 0.0000 0.9083 1.00 0.00 0.00
#> 1772066107_G06 1 0.0000 0.9083 1.00 0.00 0.00
#> 1772066107_B10 1 0.0000 0.9083 1.00 0.00 0.00
#> 1772066099_E06 1 0.0000 0.9083 1.00 0.00 0.00
#> 1772066099_B06 2 0.2066 0.8458 0.00 0.94 0.06
#> 1772067076_F04 1 0.0000 0.9083 1.00 0.00 0.00
#> 1772066073_A06 1 0.0000 0.9083 1.00 0.00 0.00
#> 1772066107_D04 1 0.0000 0.9083 1.00 0.00 0.00
#> 1772066108_F02 1 0.0000 0.9083 1.00 0.00 0.00
#> 1772066076_A01 1 0.0000 0.9083 1.00 0.00 0.00
#> 1772067076_B05 1 0.6244 0.3340 0.56 0.00 0.44
#> 1772071035_E04 1 0.0000 0.9083 1.00 0.00 0.00
#> 1772067057_D08 1 0.2537 0.8707 0.92 0.00 0.08
#> 1772066073_D02 1 0.2537 0.8707 0.92 0.00 0.08
#> 1772066073_C02 2 0.0000 0.8759 0.00 1.00 0.00
#> 1772066107_B07 1 0.6245 0.7177 0.76 0.06 0.18
#> 1772066099_D06 2 0.0000 0.8759 0.00 1.00 0.00
#> 1772066107_F11 1 0.0000 0.9083 1.00 0.00 0.00
#> 1772066107_G01 1 0.1529 0.8916 0.96 0.00 0.04
#> 1772066074_G03 1 0.5948 0.5412 0.64 0.00 0.36
#> 1772066107_C04 1 0.3686 0.8252 0.86 0.00 0.14
#> 1772066102_E12 2 0.5397 0.5879 0.00 0.72 0.28
#> 1772071035_B04 2 0.0000 0.8759 0.00 1.00 0.00
#> 1772066080_G06 3 0.2537 0.6965 0.00 0.08 0.92
#> 1772067076_D05 1 0.0000 0.9083 1.00 0.00 0.00
#> 1772066099_F04 3 0.2537 0.6965 0.00 0.08 0.92
#> 1772066107_G12 2 0.4291 0.7387 0.00 0.82 0.18
#> 1772066099_D12 1 0.0000 0.9083 1.00 0.00 0.00
#> 1772071036_B07 2 0.5397 0.5363 0.00 0.72 0.28
#> 1772067076_E12 1 0.0000 0.9083 1.00 0.00 0.00
#> 1772066107_C12 3 0.6126 0.3201 0.00 0.40 0.60
#> 1772067057_B10 3 0.6302 0.0591 0.00 0.48 0.52
#> 1772067057_B02 1 0.0000 0.9083 1.00 0.00 0.00
#> 1772066100_A09 2 0.0000 0.8759 0.00 1.00 0.00
#> 1772066077_D04 1 0.0000 0.9083 1.00 0.00 0.00
#> 1772067076_G10 1 0.0000 0.9083 1.00 0.00 0.00
#> 1772066096_D01 1 0.6302 0.2635 0.52 0.00 0.48
#> 1772066102_A11 2 0.5948 0.4153 0.00 0.64 0.36
#> 1772066107_D05 1 0.4291 0.7885 0.82 0.00 0.18
#> 1772067076_B03 2 0.4555 0.7061 0.00 0.80 0.20
#> 1772066107_F09 1 0.0892 0.9012 0.98 0.00 0.02
#> 1772066099_H12 1 0.0000 0.9083 1.00 0.00 0.00
#> 1772066102_E02 3 0.3686 0.6304 0.14 0.00 0.86
#> 1772066108_G10 1 0.5948 0.5484 0.64 0.00 0.36
#> 1772066099_B01 2 0.6244 0.1226 0.00 0.56 0.44
#> 1772067057_C04 3 0.5560 0.5480 0.00 0.30 0.70
#> 1772066102_E04 1 0.0000 0.9083 1.00 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> 1772067076_A06 4 0.5000 0.5181 0.50 0.00 0.00 0.50
#> 1772067058_H05 4 0.5000 0.5181 0.50 0.00 0.00 0.50
#> 1772066073_B02 1 0.4994 -0.5819 0.52 0.00 0.00 0.48
#> 1772067057_H04 1 0.5000 -0.6238 0.50 0.00 0.00 0.50
#> 1772067074_D05 2 0.0707 0.8356 0.00 0.98 0.00 0.02
#> 1772062109_G11 4 0.6586 0.5488 0.42 0.00 0.08 0.50
#> 1772071036_D10 2 0.0707 0.8356 0.00 0.98 0.00 0.02
#> 1772066099_A04 2 0.3172 0.7659 0.00 0.84 0.16 0.00
#> 1772067058_E06 2 0.0707 0.8356 0.00 0.98 0.00 0.02
#> 1772067059_H12 2 0.0707 0.8356 0.00 0.98 0.00 0.02
#> 1772067060_C03 2 0.0707 0.8356 0.00 0.98 0.00 0.02
#> 1772071036_F12 2 0.3935 0.7768 0.00 0.84 0.10 0.06
#> 1772071044_A09 2 0.0707 0.8356 0.00 0.98 0.00 0.02
#> 1772067059_D05 1 0.2345 0.6536 0.90 0.00 0.00 0.10
#> 1772066076_H02 1 0.6843 -0.2176 0.46 0.00 0.10 0.44
#> 1772066074_B02 1 0.1211 0.6680 0.96 0.00 0.00 0.04
#> 1772066077_B07 2 0.2706 0.8082 0.00 0.90 0.02 0.08
#> 1772071036_A01 1 0.9219 -0.3596 0.42 0.10 0.22 0.26
#> 1772066074_C08 2 0.0000 0.8357 0.00 1.00 0.00 0.00
#> 1772066107_H11 2 0.1411 0.8327 0.00 0.96 0.02 0.02
#> 1772066074_E07 2 0.0000 0.8357 0.00 1.00 0.00 0.00
#> 1772066077_A12 2 0.0000 0.8357 0.00 1.00 0.00 0.00
#> 1772066107_H04 2 0.3172 0.7333 0.00 0.84 0.00 0.16
#> 1772066076_B02 2 0.5355 0.4285 0.00 0.62 0.36 0.02
#> 1772066108_H01 2 0.1211 0.8297 0.00 0.96 0.04 0.00
#> 1772066096_B07 2 0.0000 0.8357 0.00 1.00 0.00 0.00
#> 1772071035_D12 2 0.2011 0.8145 0.00 0.92 0.08 0.00
#> 1772071035_H12 2 0.0000 0.8357 0.00 1.00 0.00 0.00
#> 1772066096_H08 2 0.1637 0.8135 0.00 0.94 0.00 0.06
#> 1772066108_C07 3 0.1411 0.6850 0.00 0.02 0.96 0.02
#> 1772066073_F02 3 0.5987 0.1498 0.00 0.44 0.52 0.04
#> 1772066073_H11 2 0.0000 0.8357 0.00 1.00 0.00 0.00
#> 1772067059_H10 2 0.4790 0.4242 0.00 0.62 0.38 0.00
#> 1772066099_F11 3 0.3525 0.7055 0.00 0.10 0.86 0.04
#> 1772066102_E11 1 0.3853 0.5764 0.82 0.00 0.02 0.16
#> 1772066102_F04 2 0.4948 0.2607 0.00 0.56 0.44 0.00
#> 1772067059_A10 1 0.0000 0.6748 1.00 0.00 0.00 0.00
#> 1772066096_D11 1 0.6049 0.3961 0.68 0.00 0.12 0.20
#> 1772066107_F06 4 0.8754 0.0440 0.26 0.04 0.34 0.36
#> 1772066107_D11 1 0.2345 0.6474 0.90 0.00 0.00 0.10
#> 1772066099_G04 1 0.0707 0.6692 0.98 0.00 0.00 0.02
#> 1772066102_B05 2 0.6074 0.3764 0.00 0.60 0.34 0.06
#> 1772071035_H10 1 0.3335 0.6303 0.86 0.00 0.02 0.12
#> 1772066099_A11 1 0.0000 0.6748 1.00 0.00 0.00 0.00
#> 1772066107_G06 1 0.0000 0.6748 1.00 0.00 0.00 0.00
#> 1772066107_B10 1 0.1211 0.6719 0.96 0.00 0.00 0.04
#> 1772066099_E06 1 0.0000 0.6748 1.00 0.00 0.00 0.00
#> 1772066099_B06 2 0.4491 0.7179 0.00 0.80 0.06 0.14
#> 1772067076_F04 1 0.0000 0.6748 1.00 0.00 0.00 0.00
#> 1772066073_A06 1 0.0000 0.6748 1.00 0.00 0.00 0.00
#> 1772066107_D04 1 0.0000 0.6748 1.00 0.00 0.00 0.00
#> 1772066108_F02 1 0.0000 0.6748 1.00 0.00 0.00 0.00
#> 1772066076_A01 1 0.0000 0.6748 1.00 0.00 0.00 0.00
#> 1772067076_B05 1 0.7016 -0.0926 0.54 0.00 0.14 0.32
#> 1772071035_E04 1 0.0707 0.6692 0.98 0.00 0.00 0.02
#> 1772067057_D08 1 0.4977 -0.4289 0.54 0.00 0.00 0.46
#> 1772066073_D02 1 0.4948 -0.4950 0.56 0.00 0.00 0.44
#> 1772066073_C02 2 0.1913 0.8280 0.00 0.94 0.02 0.04
#> 1772066107_B07 4 0.7005 0.3599 0.44 0.04 0.04 0.48
#> 1772066099_D06 2 0.1411 0.8334 0.00 0.96 0.02 0.02
#> 1772066107_F11 1 0.1211 0.6680 0.96 0.00 0.00 0.04
#> 1772066107_G01 1 0.3975 0.5131 0.76 0.00 0.00 0.24
#> 1772066074_G03 1 0.7274 0.1446 0.54 0.00 0.24 0.22
#> 1772066107_C04 1 0.6074 0.2996 0.60 0.00 0.06 0.34
#> 1772066102_E12 2 0.3975 0.6644 0.00 0.76 0.24 0.00
#> 1772071035_B04 2 0.0707 0.8356 0.00 0.98 0.00 0.02
#> 1772066080_G06 3 0.2011 0.6612 0.00 0.00 0.92 0.08
#> 1772067076_D05 1 0.1637 0.6674 0.94 0.00 0.00 0.06
#> 1772066099_F04 3 0.1637 0.6677 0.00 0.00 0.94 0.06
#> 1772066107_G12 2 0.3801 0.7018 0.00 0.78 0.22 0.00
#> 1772066099_D12 1 0.1637 0.6674 0.94 0.00 0.00 0.06
#> 1772071036_B07 2 0.5291 0.6820 0.00 0.74 0.18 0.08
#> 1772067076_E12 1 0.2011 0.5890 0.92 0.00 0.00 0.08
#> 1772066107_C12 3 0.6299 0.4562 0.00 0.32 0.60 0.08
#> 1772067057_B10 3 0.3801 0.6490 0.00 0.22 0.78 0.00
#> 1772067057_B02 1 0.2921 0.6108 0.86 0.00 0.00 0.14
#> 1772066100_A09 2 0.1411 0.8352 0.00 0.96 0.02 0.02
#> 1772066077_D04 1 0.0000 0.6748 1.00 0.00 0.00 0.00
#> 1772067076_G10 1 0.0000 0.6748 1.00 0.00 0.00 0.00
#> 1772066096_D01 1 0.7922 -0.1979 0.34 0.00 0.34 0.32
#> 1772066102_A11 2 0.5915 0.2745 0.00 0.56 0.40 0.04
#> 1772066107_D05 1 0.6500 0.3241 0.62 0.00 0.12 0.26
#> 1772067076_B03 2 0.3801 0.7052 0.00 0.78 0.22 0.00
#> 1772066107_F09 1 0.3335 0.6157 0.86 0.00 0.02 0.12
#> 1772066099_H12 1 0.1637 0.6674 0.94 0.00 0.00 0.06
#> 1772066102_E02 3 0.6500 0.2625 0.12 0.00 0.62 0.26
#> 1772066108_G10 1 0.6449 0.3422 0.64 0.00 0.14 0.22
#> 1772066099_B01 2 0.7414 0.0782 0.00 0.48 0.34 0.18
#> 1772067057_C04 3 0.5291 0.6677 0.00 0.18 0.74 0.08
#> 1772066102_E04 1 0.3400 0.5799 0.82 0.00 0.00 0.18
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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 90 1.47e-01 1.27e-02 2
#> ATC:skmeans 80 4.28e-01 2.69e-01 3
#> ATC:skmeans 66 4.40e-10 2.70e-09 4
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: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01121-leaf , Node01122-leaf , Node01131-leaf , Node01132-leaf , Node01133-leaf , Node01134-leaf , Node01221 , Node01222 , Node02111-leaf , Node02112-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02211-leaf , Node02212-leaf , Node02213-leaf , Node02221-leaf , Node02222-leaf , Node02223-leaf , Node02224-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02421-leaf , Node02422-leaf , Node02423-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.
#> On a matrix with 9677 rows and 143 columns.
#> Top rows (968) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 0.972 0.984 0.504 0.497 0.497
#> 3 3 1.000 0.982 0.993 0.288 0.777 0.585
#> 4 4 0.799 0.798 0.902 0.142 0.879 0.669
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
#> 1772067094_D06 1 0.000 0.980 1.00 0.00
#> 1772063071_B07 2 0.141 0.986 0.02 0.98
#> 1772067066_E04 2 0.141 0.986 0.02 0.98
#> 1772067069_A11 2 0.141 0.986 0.02 0.98
#> 1772067064_D02 2 0.141 0.986 0.02 0.98
#> 1772067063_B02 2 0.141 0.986 0.02 0.98
#> 1772067074_A06 2 0.141 0.986 0.02 0.98
#> 1772071041_G09 2 0.141 0.986 0.02 0.98
#> 1772067070_G11 2 0.141 0.986 0.02 0.98
#> 1772067074_F07 2 0.141 0.986 0.02 0.98
#> 1772067069_G06 2 0.141 0.986 0.02 0.98
#> 1772067070_F07 2 0.141 0.986 0.02 0.98
#> 1772071041_H11 2 0.141 0.986 0.02 0.98
#> 1772071040_E01 2 0.141 0.986 0.02 0.98
#> 1772067073_F08 2 0.141 0.986 0.02 0.98
#> 1772071041_D04 2 0.141 0.986 0.02 0.98
#> 1772071041_G03 2 0.141 0.986 0.02 0.98
#> 1772062109_E09 2 0.141 0.986 0.02 0.98
#> 1772067073_B06 2 0.141 0.986 0.02 0.98
#> 1772067073_G04 2 0.141 0.986 0.02 0.98
#> 1772071041_E04 2 0.141 0.986 0.02 0.98
#> 1772071040_E02 2 0.141 0.986 0.02 0.98
#> 1772071040_B06 2 0.141 0.986 0.02 0.98
#> 1772071040_C06 2 0.141 0.986 0.02 0.98
#> 1772067076_C05 1 0.000 0.980 1.00 0.00
#> 1772067070_C07 2 0.141 0.986 0.02 0.98
#> 1772062109_C04 2 0.141 0.986 0.02 0.98
#> 1772071017_G07 2 0.141 0.986 0.02 0.98
#> 1772067074_A09 2 0.141 0.986 0.02 0.98
#> 1772071041_C06 2 0.141 0.986 0.02 0.98
#> 1772071017_B07 2 0.141 0.986 0.02 0.98
#> 1772067069_D09 2 0.141 0.986 0.02 0.98
#> 1772066100_A08 1 0.000 0.980 1.00 0.00
#> 1772067096_C11 1 0.000 0.980 1.00 0.00
#> 1772067058_G12 1 0.000 0.980 1.00 0.00
#> 1772067076_D10 1 0.000 0.980 1.00 0.00
#> 1772067076_A01 2 0.141 0.986 0.02 0.98
#> 1772067094_H12 1 0.000 0.980 1.00 0.00
#> 1772067058_F02 1 0.000 0.980 1.00 0.00
#> 1772067096_D10 1 0.000 0.980 1.00 0.00
#> 1772066108_H02 1 0.000 0.980 1.00 0.00
#> 1772071036_F11 2 0.000 0.988 0.00 1.00
#> 1772067094_H04 1 0.000 0.980 1.00 0.00
#> 1772067096_C05 1 0.000 0.980 1.00 0.00
#> 1772067096_C12 1 0.327 0.941 0.94 0.06
#> 1772067094_H07 1 0.000 0.980 1.00 0.00
#> 1772067058_G07 1 0.000 0.980 1.00 0.00
#> 1772067094_H11 1 0.141 0.974 0.98 0.02
#> 1772067059_E11 1 0.760 0.741 0.78 0.22
#> 1772067096_E04 1 0.000 0.980 1.00 0.00
#> 1772071044_E08 1 0.000 0.980 1.00 0.00
#> 1772067094_F02 1 0.000 0.980 1.00 0.00
#> 1772071035_D08 1 0.141 0.974 0.98 0.02
#> 1772066102_A07 1 0.000 0.980 1.00 0.00
#> 1772071036_H03 1 0.000 0.980 1.00 0.00
#> 1772067096_B12 1 0.000 0.980 1.00 0.00
#> 1772067094_A12 1 0.000 0.980 1.00 0.00
#> 1772067060_E12 1 0.000 0.980 1.00 0.00
#> 1772067094_C02 1 0.000 0.980 1.00 0.00
#> 1772066102_D04 1 0.141 0.974 0.98 0.02
#> 1772067054_B03 1 0.000 0.980 1.00 0.00
#> 1772067058_B01 1 0.000 0.980 1.00 0.00
#> 1772067054_E07 1 0.000 0.980 1.00 0.00
#> 1772066096_D07 1 0.141 0.974 0.98 0.02
#> 1772066095_C11 1 0.141 0.974 0.98 0.02
#> 1772067054_H06 1 0.000 0.980 1.00 0.00
#> 1772066073_E09 1 0.000 0.980 1.00 0.00
#> 1772071044_A11 1 0.000 0.980 1.00 0.00
#> 1772067058_E11 1 0.000 0.980 1.00 0.00
#> 1772066073_H02 1 0.141 0.974 0.98 0.02
#> 1772071045_B06 1 0.141 0.974 0.98 0.02
#> 1772067058_A11 1 0.141 0.974 0.98 0.02
#> 1772071044_F04 1 0.000 0.980 1.00 0.00
#> 1772066089_C07 2 0.000 0.988 0.00 1.00
#> 1772071036_D07 2 0.000 0.988 0.00 1.00
#> 1772066107_E03 2 0.000 0.988 0.00 1.00
#> 1772066107_E05 1 0.141 0.974 0.98 0.02
#> 1772067059_G07 2 0.000 0.988 0.00 1.00
#> 1772071036_D11 2 0.000 0.988 0.00 1.00
#> 1772067058_B06 2 0.000 0.988 0.00 1.00
#> 1772067059_C12 1 0.000 0.980 1.00 0.00
#> 1772071045_H07 2 0.000 0.988 0.00 1.00
#> 1772067058_C06 2 0.000 0.988 0.00 1.00
#> 1772066077_D12 1 0.000 0.980 1.00 0.00
#> 1772066107_F12 1 0.141 0.974 0.98 0.02
#> 1772071036_E04 2 0.000 0.988 0.00 1.00
#> 1772071044_D11 1 0.141 0.974 0.98 0.02
#> 1772066077_G05 2 0.000 0.988 0.00 1.00
#> 1772066077_E05 1 0.141 0.974 0.98 0.02
#> 1772067058_E04 2 0.000 0.988 0.00 1.00
#> 1772066107_H03 2 0.680 0.773 0.18 0.82
#> 1772067057_E06 2 0.000 0.988 0.00 1.00
#> 1772066077_E04 2 0.000 0.988 0.00 1.00
#> 1772066107_G10 1 0.141 0.974 0.98 0.02
#> 1772066077_G04 2 0.000 0.988 0.00 1.00
#> 1772071036_C06 2 0.000 0.988 0.00 1.00
#> 1772066077_F05 2 0.000 0.988 0.00 1.00
#> 1772066090_C02 2 0.000 0.988 0.00 1.00
#> 1772066077_C11 2 0.000 0.988 0.00 1.00
#> 1772066077_A10 2 0.000 0.988 0.00 1.00
#> 1772066107_B04 2 0.000 0.988 0.00 1.00
#> 1772066077_D06 2 0.000 0.988 0.00 1.00
#> 1772067094_E04 2 0.000 0.988 0.00 1.00
#> 1772067058_C07 2 0.000 0.988 0.00 1.00
#> 1772067060_A01 1 0.000 0.980 1.00 0.00
#> 1772067083_B04 1 0.000 0.980 1.00 0.00
#> 1772066077_C01 2 0.000 0.988 0.00 1.00
#> 1772067057_C11 2 0.000 0.988 0.00 1.00
#> 1772066103_E06 2 0.000 0.988 0.00 1.00
#> 1772071036_H04 2 0.000 0.988 0.00 1.00
#> 1772066090_B09 2 0.000 0.988 0.00 1.00
#> 1772066077_D07 2 0.000 0.988 0.00 1.00
#> 1772067060_G04 2 0.000 0.988 0.00 1.00
#> 1772071036_G04 2 0.000 0.988 0.00 1.00
#> 1772066096_E11 1 0.141 0.974 0.98 0.02
#> 1772071036_B06 2 0.000 0.988 0.00 1.00
#> 1772071036_B04 2 0.000 0.988 0.00 1.00
#> 1772066107_A03 2 0.000 0.988 0.00 1.00
#> 1772071036_C11 2 0.000 0.988 0.00 1.00
#> 1772067059_D09 2 0.000 0.988 0.00 1.00
#> 1772066073_F07 1 0.000 0.980 1.00 0.00
#> 1772066076_D02 2 0.000 0.988 0.00 1.00
#> 1772066103_C06 1 0.943 0.470 0.64 0.36
#> 1772071036_B11 2 0.000 0.988 0.00 1.00
#> 1772066089_C12 1 0.141 0.974 0.98 0.02
#> 1772066104_H07 1 0.141 0.974 0.98 0.02
#> 1772067076_C04 1 0.141 0.974 0.98 0.02
#> 1772071036_A11 1 0.925 0.518 0.66 0.34
#> 1772066103_A02 1 0.141 0.974 0.98 0.02
#> 1772071036_A12 1 0.141 0.974 0.98 0.02
#> 1772066077_F06 1 0.141 0.974 0.98 0.02
#> 1772066096_E07 1 0.141 0.974 0.98 0.02
#> 1772066103_D11 1 0.141 0.974 0.98 0.02
#> 1772066096_D03 1 0.000 0.980 1.00 0.00
#> 1772066102_A09 1 0.000 0.980 1.00 0.00
#> 1772071045_D04 1 0.000 0.980 1.00 0.00
#> 1772067054_E05 1 0.000 0.980 1.00 0.00
#> 1772071044_G05 1 0.000 0.980 1.00 0.00
#> 1772071044_C07 1 0.000 0.980 1.00 0.00
#> 1772071036_B05 1 0.000 0.980 1.00 0.00
#> 1772071045_H04 1 0.000 0.980 1.00 0.00
#> 1772066102_A01 1 0.000 0.980 1.00 0.00
#> 1772066100_C10 1 0.000 0.980 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> 1772067094_D06 1 0.0892 0.970 0.98 0.00 0.02
#> 1772063071_B07 3 0.0000 1.000 0.00 0.00 1.00
#> 1772067066_E04 3 0.0000 1.000 0.00 0.00 1.00
#> 1772067069_A11 3 0.0000 1.000 0.00 0.00 1.00
#> 1772067064_D02 3 0.0000 1.000 0.00 0.00 1.00
#> 1772067063_B02 3 0.0000 1.000 0.00 0.00 1.00
#> 1772067074_A06 3 0.0000 1.000 0.00 0.00 1.00
#> 1772071041_G09 3 0.0000 1.000 0.00 0.00 1.00
#> 1772067070_G11 3 0.0000 1.000 0.00 0.00 1.00
#> 1772067074_F07 3 0.0000 1.000 0.00 0.00 1.00
#> 1772067069_G06 3 0.0000 1.000 0.00 0.00 1.00
#> 1772067070_F07 3 0.0000 1.000 0.00 0.00 1.00
#> 1772071041_H11 3 0.0000 1.000 0.00 0.00 1.00
#> 1772071040_E01 3 0.0000 1.000 0.00 0.00 1.00
#> 1772067073_F08 3 0.0000 1.000 0.00 0.00 1.00
#> 1772071041_D04 3 0.0000 1.000 0.00 0.00 1.00
#> 1772071041_G03 3 0.0000 1.000 0.00 0.00 1.00
#> 1772062109_E09 3 0.0000 1.000 0.00 0.00 1.00
#> 1772067073_B06 3 0.0000 1.000 0.00 0.00 1.00
#> 1772067073_G04 3 0.0000 1.000 0.00 0.00 1.00
#> 1772071041_E04 3 0.0000 1.000 0.00 0.00 1.00
#> 1772071040_E02 3 0.0000 1.000 0.00 0.00 1.00
#> 1772071040_B06 3 0.0000 1.000 0.00 0.00 1.00
#> 1772071040_C06 3 0.0000 1.000 0.00 0.00 1.00
#> 1772067076_C05 1 0.0892 0.969 0.98 0.02 0.00
#> 1772067070_C07 3 0.0000 1.000 0.00 0.00 1.00
#> 1772062109_C04 3 0.0000 1.000 0.00 0.00 1.00
#> 1772071017_G07 3 0.0000 1.000 0.00 0.00 1.00
#> 1772067074_A09 3 0.0000 1.000 0.00 0.00 1.00
#> 1772071041_C06 3 0.0000 1.000 0.00 0.00 1.00
#> 1772071017_B07 3 0.0000 1.000 0.00 0.00 1.00
#> 1772067069_D09 3 0.0000 1.000 0.00 0.00 1.00
#> 1772066100_A08 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067096_C11 1 0.6244 0.218 0.56 0.00 0.44
#> 1772067058_G12 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067076_D10 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067076_A01 3 0.0000 1.000 0.00 0.00 1.00
#> 1772067094_H12 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067058_F02 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067096_D10 1 0.0000 0.988 1.00 0.00 0.00
#> 1772066108_H02 1 0.0000 0.988 1.00 0.00 0.00
#> 1772071036_F11 2 0.0000 0.992 0.00 1.00 0.00
#> 1772067094_H04 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067096_C05 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067096_C12 2 0.0000 0.992 0.00 1.00 0.00
#> 1772067094_H07 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067058_G07 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067094_H11 1 0.2959 0.880 0.90 0.10 0.00
#> 1772067059_E11 2 0.0000 0.992 0.00 1.00 0.00
#> 1772067096_E04 1 0.0000 0.988 1.00 0.00 0.00
#> 1772071044_E08 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067094_F02 1 0.0000 0.988 1.00 0.00 0.00
#> 1772071035_D08 2 0.5016 0.683 0.24 0.76 0.00
#> 1772066102_A07 1 0.0000 0.988 1.00 0.00 0.00
#> 1772071036_H03 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067096_B12 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067094_A12 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067060_E12 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067094_C02 1 0.0000 0.988 1.00 0.00 0.00
#> 1772066102_D04 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067054_B03 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067058_B01 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067054_E07 1 0.0000 0.988 1.00 0.00 0.00
#> 1772066096_D07 1 0.0000 0.988 1.00 0.00 0.00
#> 1772066095_C11 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067054_H06 1 0.0000 0.988 1.00 0.00 0.00
#> 1772066073_E09 1 0.0000 0.988 1.00 0.00 0.00
#> 1772071044_A11 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067058_E11 1 0.0000 0.988 1.00 0.00 0.00
#> 1772066073_H02 1 0.0000 0.988 1.00 0.00 0.00
#> 1772071045_B06 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067058_A11 2 0.2537 0.900 0.08 0.92 0.00
#> 1772071044_F04 1 0.0000 0.988 1.00 0.00 0.00
#> 1772066089_C07 2 0.0000 0.992 0.00 1.00 0.00
#> 1772071036_D07 2 0.0000 0.992 0.00 1.00 0.00
#> 1772066107_E03 2 0.0000 0.992 0.00 1.00 0.00
#> 1772066107_E05 1 0.2959 0.880 0.90 0.10 0.00
#> 1772067059_G07 2 0.0000 0.992 0.00 1.00 0.00
#> 1772071036_D11 2 0.0000 0.992 0.00 1.00 0.00
#> 1772067058_B06 2 0.0000 0.992 0.00 1.00 0.00
#> 1772067059_C12 1 0.0000 0.988 1.00 0.00 0.00
#> 1772071045_H07 2 0.0000 0.992 0.00 1.00 0.00
#> 1772067058_C06 2 0.0000 0.992 0.00 1.00 0.00
#> 1772066077_D12 1 0.0000 0.988 1.00 0.00 0.00
#> 1772066107_F12 1 0.0000 0.988 1.00 0.00 0.00
#> 1772071036_E04 2 0.0000 0.992 0.00 1.00 0.00
#> 1772071044_D11 1 0.0000 0.988 1.00 0.00 0.00
#> 1772066077_G05 2 0.0000 0.992 0.00 1.00 0.00
#> 1772066077_E05 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067058_E04 2 0.0000 0.992 0.00 1.00 0.00
#> 1772066107_H03 2 0.0000 0.992 0.00 1.00 0.00
#> 1772067057_E06 2 0.0000 0.992 0.00 1.00 0.00
#> 1772066077_E04 2 0.0000 0.992 0.00 1.00 0.00
#> 1772066107_G10 1 0.0000 0.988 1.00 0.00 0.00
#> 1772066077_G04 2 0.0000 0.992 0.00 1.00 0.00
#> 1772071036_C06 2 0.0000 0.992 0.00 1.00 0.00
#> 1772066077_F05 2 0.0000 0.992 0.00 1.00 0.00
#> 1772066090_C02 2 0.0000 0.992 0.00 1.00 0.00
#> 1772066077_C11 2 0.0000 0.992 0.00 1.00 0.00
#> 1772066077_A10 2 0.0000 0.992 0.00 1.00 0.00
#> 1772066107_B04 2 0.0000 0.992 0.00 1.00 0.00
#> 1772066077_D06 2 0.0000 0.992 0.00 1.00 0.00
#> 1772067094_E04 2 0.0000 0.992 0.00 1.00 0.00
#> 1772067058_C07 2 0.0000 0.992 0.00 1.00 0.00
#> 1772067060_A01 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067083_B04 1 0.0000 0.988 1.00 0.00 0.00
#> 1772066077_C01 2 0.0000 0.992 0.00 1.00 0.00
#> 1772067057_C11 2 0.0000 0.992 0.00 1.00 0.00
#> 1772066103_E06 2 0.0000 0.992 0.00 1.00 0.00
#> 1772071036_H04 2 0.0000 0.992 0.00 1.00 0.00
#> 1772066090_B09 2 0.0000 0.992 0.00 1.00 0.00
#> 1772066077_D07 2 0.0000 0.992 0.00 1.00 0.00
#> 1772067060_G04 2 0.0000 0.992 0.00 1.00 0.00
#> 1772071036_G04 2 0.0000 0.992 0.00 1.00 0.00
#> 1772066096_E11 2 0.0000 0.992 0.00 1.00 0.00
#> 1772071036_B06 2 0.0000 0.992 0.00 1.00 0.00
#> 1772071036_B04 2 0.0000 0.992 0.00 1.00 0.00
#> 1772066107_A03 2 0.0000 0.992 0.00 1.00 0.00
#> 1772071036_C11 2 0.0000 0.992 0.00 1.00 0.00
#> 1772067059_D09 2 0.0000 0.992 0.00 1.00 0.00
#> 1772066073_F07 1 0.0000 0.988 1.00 0.00 0.00
#> 1772066076_D02 2 0.0000 0.992 0.00 1.00 0.00
#> 1772066103_C06 2 0.0000 0.992 0.00 1.00 0.00
#> 1772071036_B11 2 0.0000 0.992 0.00 1.00 0.00
#> 1772066089_C12 2 0.0000 0.992 0.00 1.00 0.00
#> 1772066104_H07 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067076_C04 2 0.0000 0.992 0.00 1.00 0.00
#> 1772071036_A11 2 0.0000 0.992 0.00 1.00 0.00
#> 1772066103_A02 2 0.0000 0.992 0.00 1.00 0.00
#> 1772071036_A12 1 0.0000 0.988 1.00 0.00 0.00
#> 1772066077_F06 1 0.0000 0.988 1.00 0.00 0.00
#> 1772066096_E07 1 0.0000 0.988 1.00 0.00 0.00
#> 1772066103_D11 1 0.0000 0.988 1.00 0.00 0.00
#> 1772066096_D03 1 0.0000 0.988 1.00 0.00 0.00
#> 1772066102_A09 1 0.0000 0.988 1.00 0.00 0.00
#> 1772071045_D04 1 0.0000 0.988 1.00 0.00 0.00
#> 1772067054_E05 1 0.0000 0.988 1.00 0.00 0.00
#> 1772071044_G05 1 0.0000 0.988 1.00 0.00 0.00
#> 1772071044_C07 1 0.0000 0.988 1.00 0.00 0.00
#> 1772071036_B05 1 0.0000 0.988 1.00 0.00 0.00
#> 1772071045_H04 1 0.0000 0.988 1.00 0.00 0.00
#> 1772066102_A01 1 0.0000 0.988 1.00 0.00 0.00
#> 1772066100_C10 1 0.0000 0.988 1.00 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> 1772067094_D06 4 0.0000 0.718 0.00 0.00 0.00 1.00
#> 1772063071_B07 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772067066_E04 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772067069_A11 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772067064_D02 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772067063_B02 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772067074_A06 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772071041_G09 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772067070_G11 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772067074_F07 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772067069_G06 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772067070_F07 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772071041_H11 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772071040_E01 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772067073_F08 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772071041_D04 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772071041_G03 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772062109_E09 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772067073_B06 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772067073_G04 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772071041_E04 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772071040_E02 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772071040_B06 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772071040_C06 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772067076_C05 4 0.4977 -0.153 0.46 0.00 0.00 0.54
#> 1772067070_C07 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772062109_C04 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772071017_G07 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772067074_A09 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772071041_C06 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772071017_B07 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772067069_D09 3 0.0000 0.991 0.00 0.00 1.00 0.00
#> 1772066100_A08 4 0.4624 0.349 0.34 0.00 0.00 0.66
#> 1772067096_C11 4 0.0000 0.718 0.00 0.00 0.00 1.00
#> 1772067058_G12 1 0.4907 0.417 0.58 0.00 0.00 0.42
#> 1772067076_D10 1 0.3975 0.726 0.76 0.00 0.00 0.24
#> 1772067076_A01 3 0.4277 0.638 0.00 0.00 0.72 0.28
#> 1772067094_H12 4 0.2345 0.731 0.10 0.00 0.00 0.90
#> 1772067058_F02 4 0.4134 0.600 0.26 0.00 0.00 0.74
#> 1772067096_D10 4 0.5000 0.227 0.50 0.00 0.00 0.50
#> 1772066108_H02 1 0.3801 0.741 0.78 0.00 0.00 0.22
#> 1772071036_F11 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772067094_H04 4 0.1637 0.735 0.06 0.00 0.00 0.94
#> 1772067096_C05 4 0.2647 0.724 0.12 0.00 0.00 0.88
#> 1772067096_C12 4 0.5957 0.164 0.04 0.42 0.00 0.54
#> 1772067094_H07 4 0.1637 0.735 0.06 0.00 0.00 0.94
#> 1772067058_G07 4 0.0000 0.718 0.00 0.00 0.00 1.00
#> 1772067094_H11 4 0.3400 0.649 0.18 0.00 0.00 0.82
#> 1772067059_E11 2 0.4277 0.629 0.00 0.72 0.00 0.28
#> 1772067096_E04 4 0.2011 0.733 0.08 0.00 0.00 0.92
#> 1772071044_E08 4 0.4522 0.453 0.32 0.00 0.00 0.68
#> 1772067094_F02 4 0.3172 0.715 0.16 0.00 0.00 0.84
#> 1772071035_D08 4 0.6497 0.477 0.16 0.20 0.00 0.64
#> 1772066102_A07 1 0.3610 0.750 0.80 0.00 0.00 0.20
#> 1772071036_H03 1 0.3610 0.750 0.80 0.00 0.00 0.20
#> 1772067096_B12 4 0.3400 0.694 0.18 0.00 0.00 0.82
#> 1772067094_A12 4 0.1637 0.735 0.06 0.00 0.00 0.94
#> 1772067060_E12 4 0.4624 0.261 0.34 0.00 0.00 0.66
#> 1772067094_C02 4 0.2647 0.724 0.12 0.00 0.00 0.88
#> 1772066102_D04 1 0.3172 0.732 0.84 0.00 0.00 0.16
#> 1772067054_B03 4 0.3400 0.676 0.18 0.00 0.00 0.82
#> 1772067058_B01 1 0.4790 0.506 0.62 0.00 0.00 0.38
#> 1772067054_E07 4 0.0707 0.727 0.02 0.00 0.00 0.98
#> 1772066096_D07 1 0.1637 0.749 0.94 0.00 0.00 0.06
#> 1772066095_C11 4 0.4713 0.544 0.36 0.00 0.00 0.64
#> 1772067054_H06 4 0.2647 0.724 0.12 0.00 0.00 0.88
#> 1772066073_E09 1 0.3172 0.772 0.84 0.00 0.00 0.16
#> 1772071044_A11 1 0.3610 0.719 0.80 0.00 0.00 0.20
#> 1772067058_E11 1 0.4907 0.417 0.58 0.00 0.00 0.42
#> 1772066073_H02 1 0.0000 0.771 1.00 0.00 0.00 0.00
#> 1772071045_B06 1 0.2921 0.735 0.86 0.00 0.00 0.14
#> 1772067058_A11 4 0.7040 0.145 0.12 0.42 0.00 0.46
#> 1772071044_F04 1 0.3801 0.652 0.78 0.00 0.00 0.22
#> 1772066089_C07 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772071036_D07 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772066107_E03 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772066107_E05 1 0.0000 0.771 1.00 0.00 0.00 0.00
#> 1772067059_G07 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772071036_D11 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772067058_B06 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772067059_C12 1 0.4134 0.696 0.74 0.00 0.00 0.26
#> 1772071045_H07 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772067058_C06 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772066077_D12 1 0.3610 0.750 0.80 0.00 0.00 0.20
#> 1772066107_F12 1 0.1211 0.788 0.96 0.00 0.00 0.04
#> 1772071036_E04 2 0.3610 0.757 0.00 0.80 0.00 0.20
#> 1772071044_D11 4 0.0707 0.727 0.02 0.00 0.00 0.98
#> 1772066077_G05 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772066077_E05 1 0.2921 0.778 0.86 0.00 0.00 0.14
#> 1772067058_E04 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772066107_H03 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772067057_E06 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772066077_E04 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772066107_G10 1 0.2345 0.760 0.90 0.00 0.00 0.10
#> 1772066077_G04 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772071036_C06 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772066077_F05 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772066090_C02 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772066077_C11 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772066077_A10 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772066107_B04 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772066077_D06 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772067094_E04 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772067058_C07 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772067060_A01 4 0.4977 -0.153 0.46 0.00 0.00 0.54
#> 1772067083_B04 1 0.4855 0.463 0.60 0.00 0.00 0.40
#> 1772066077_C01 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772067057_C11 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772066103_E06 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772071036_H04 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772066090_B09 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772066077_D07 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772067060_G04 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772071036_G04 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772066096_E11 1 0.4994 -0.100 0.52 0.48 0.00 0.00
#> 1772071036_B06 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772071036_B04 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772066107_A03 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772071036_C11 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772067059_D09 2 0.0000 0.966 0.00 1.00 0.00 0.00
#> 1772066073_F07 1 0.1637 0.791 0.94 0.00 0.00 0.06
#> 1772066076_D02 2 0.0707 0.952 0.02 0.98 0.00 0.00
#> 1772066103_C06 2 0.2647 0.867 0.12 0.88 0.00 0.00
#> 1772071036_B11 2 0.1211 0.937 0.04 0.96 0.00 0.00
#> 1772066089_C12 2 0.4624 0.569 0.34 0.66 0.00 0.00
#> 1772066104_H07 1 0.0000 0.771 1.00 0.00 0.00 0.00
#> 1772067076_C04 2 0.3172 0.826 0.16 0.84 0.00 0.00
#> 1772071036_A11 2 0.2647 0.867 0.12 0.88 0.00 0.00
#> 1772066103_A02 2 0.3801 0.752 0.22 0.78 0.00 0.00
#> 1772071036_A12 1 0.0000 0.771 1.00 0.00 0.00 0.00
#> 1772066077_F06 1 0.1211 0.788 0.96 0.00 0.00 0.04
#> 1772066096_E07 1 0.0000 0.771 1.00 0.00 0.00 0.00
#> 1772066103_D11 1 0.0000 0.771 1.00 0.00 0.00 0.00
#> 1772066096_D03 1 0.1637 0.791 0.94 0.00 0.00 0.06
#> 1772066102_A09 1 0.3172 0.774 0.84 0.00 0.00 0.16
#> 1772071045_D04 1 0.1211 0.789 0.96 0.00 0.00 0.04
#> 1772067054_E05 1 0.5000 0.156 0.50 0.00 0.00 0.50
#> 1772071044_G05 1 0.1211 0.789 0.96 0.00 0.00 0.04
#> 1772071044_C07 1 0.0707 0.781 0.98 0.00 0.00 0.02
#> 1772071036_B05 1 0.3400 0.762 0.82 0.00 0.00 0.18
#> 1772071045_H04 1 0.1211 0.789 0.96 0.00 0.00 0.04
#> 1772066102_A01 1 0.3610 0.750 0.80 0.00 0.00 0.20
#> 1772066100_C10 1 0.4907 0.417 0.58 0.00 0.00 0.42
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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 142 2.21e-08 4.36e-07 2
#> ATC:skmeans 142 1.73e-27 9.70e-24 3
#> ATC:skmeans 128 4.01e-24 7.05e-21 4
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: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01121-leaf , Node01122-leaf , Node01131-leaf , Node01132-leaf , Node01133-leaf , Node01134-leaf , Node01221 , Node01222 , Node02111-leaf , Node02112-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02211-leaf , Node02212-leaf , Node02213-leaf , Node02221-leaf , Node02222-leaf , Node02223-leaf , Node02224-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02421-leaf , Node02422-leaf , Node02423-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.
#> On a matrix with 10060 rows and 85 columns.
#> Top rows (1006) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 0.989 0.995 0.4802 0.519 0.519
#> 3 3 1.000 0.973 0.988 0.3870 0.783 0.595
#> 4 4 0.835 0.880 0.934 0.0847 0.932 0.803
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
#> 1772067096_E05 2 0.000 0.991 0.00 1.00
#> 1772071017_A03 2 0.000 0.991 0.00 1.00
#> 1772067058_D11 1 0.584 0.834 0.86 0.14
#> 1772067073_F04 2 0.000 0.991 0.00 1.00
#> 1772067063_C05 2 0.000 0.991 0.00 1.00
#> 1772067064_C12 2 0.000 0.991 0.00 1.00
#> 1772067063_E09 2 0.000 0.991 0.00 1.00
#> 1772067064_C07 2 0.000 0.991 0.00 1.00
#> 1772067064_H09 2 0.000 0.991 0.00 1.00
#> 1772067064_B04 2 0.000 0.991 0.00 1.00
#> 1772063063_E12 2 0.000 0.991 0.00 1.00
#> 1772067064_C09 2 0.000 0.991 0.00 1.00
#> 1772060240_A07 2 0.000 0.991 0.00 1.00
#> 1772067064_B01 2 0.000 0.991 0.00 1.00
#> 1772067069_B02 2 0.000 0.991 0.00 1.00
#> 1772067064_B05 2 0.000 0.991 0.00 1.00
#> 1772067073_C12 2 0.000 0.991 0.00 1.00
#> 1772067064_C02 2 0.000 0.991 0.00 1.00
#> 1772067064_G02 2 0.000 0.991 0.00 1.00
#> 1772071017_D11 2 0.000 0.991 0.00 1.00
#> 1772067064_F01 2 0.000 0.991 0.00 1.00
#> 1772067063_H04 2 0.000 0.991 0.00 1.00
#> 1772067058_G11 2 0.000 0.991 0.00 1.00
#> 1772071015_D08 2 0.000 0.991 0.00 1.00
#> 1772067064_A11 2 0.000 0.991 0.00 1.00
#> 1772067073_E06 2 0.000 0.991 0.00 1.00
#> 1772071040_F06 2 0.000 0.991 0.00 1.00
#> 1772067074_G06 2 0.000 0.991 0.00 1.00
#> 1772067064_H05 2 0.000 0.991 0.00 1.00
#> 1772071035_C06 2 0.000 0.991 0.00 1.00
#> 1772067059_A12 1 0.000 0.997 1.00 0.00
#> 1772071035_A07 1 0.000 0.997 1.00 0.00
#> 1772071045_F12 1 0.000 0.997 1.00 0.00
#> 1772066099_D11 1 0.000 0.997 1.00 0.00
#> 1772071045_F02 2 0.529 0.865 0.12 0.88
#> 1772067076_A02 2 0.000 0.991 0.00 1.00
#> 1772067054_D11 2 0.000 0.991 0.00 1.00
#> 1772071036_H11 1 0.000 0.997 1.00 0.00
#> 1772071035_H06 2 0.680 0.784 0.18 0.82
#> 1772066080_C02 1 0.000 0.997 1.00 0.00
#> 1772066095_E07 1 0.000 0.997 1.00 0.00
#> 1772071044_E12 1 0.000 0.997 1.00 0.00
#> 1772067076_D06 1 0.000 0.997 1.00 0.00
#> 1772066099_A07 1 0.000 0.997 1.00 0.00
#> 1772071044_A07 1 0.000 0.997 1.00 0.00
#> 1772066080_H11 1 0.000 0.997 1.00 0.00
#> 1772066099_B05 1 0.000 0.997 1.00 0.00
#> 1772071036_B10 1 0.000 0.997 1.00 0.00
#> 1772066107_G03 1 0.000 0.997 1.00 0.00
#> 1772066099_G02 1 0.000 0.997 1.00 0.00
#> 1772067057_D06 1 0.000 0.997 1.00 0.00
#> 1772066076_H07 1 0.000 0.997 1.00 0.00
#> 1772071035_A12 1 0.000 0.997 1.00 0.00
#> 1772071044_B06 1 0.000 0.997 1.00 0.00
#> 1772071035_C09 1 0.000 0.997 1.00 0.00
#> 1772071045_A07 1 0.000 0.997 1.00 0.00
#> 1772067058_F06 1 0.000 0.997 1.00 0.00
#> 1772066099_D02 1 0.000 0.997 1.00 0.00
#> 1772071036_E07 1 0.000 0.997 1.00 0.00
#> 1772071045_F04 1 0.000 0.997 1.00 0.00
#> 1772071036_C12 1 0.000 0.997 1.00 0.00
#> 1772066107_B02 1 0.000 0.997 1.00 0.00
#> 1772071036_A09 1 0.000 0.997 1.00 0.00
#> 1772066080_F12 1 0.000 0.997 1.00 0.00
#> 1772071035_H04 1 0.000 0.997 1.00 0.00
#> 1772071036_G08 1 0.000 0.997 1.00 0.00
#> 1772067057_G05 1 0.000 0.997 1.00 0.00
#> 1772071035_F04 1 0.000 0.997 1.00 0.00
#> 1772071036_C08 1 0.000 0.997 1.00 0.00
#> 1772067059_G04 1 0.000 0.997 1.00 0.00
#> 1772066102_B12 1 0.000 0.997 1.00 0.00
#> 1772066107_A01 1 0.000 0.997 1.00 0.00
#> 1772067054_A12 1 0.000 0.997 1.00 0.00
#> 1772066080_F06 1 0.000 0.997 1.00 0.00
#> 1772071035_C04 1 0.000 0.997 1.00 0.00
#> 1772067059_D04 1 0.000 0.997 1.00 0.00
#> 1772066107_H06 1 0.000 0.997 1.00 0.00
#> 1772071035_G09 1 0.000 0.997 1.00 0.00
#> 1772066076_D06 1 0.000 0.997 1.00 0.00
#> 1772071035_E06 1 0.000 0.997 1.00 0.00
#> 1772066107_E04 1 0.000 0.997 1.00 0.00
#> 1772067059_H04 1 0.000 0.997 1.00 0.00
#> 1772071035_D03 1 0.000 0.997 1.00 0.00
#> 1772071036_C10 1 0.000 0.997 1.00 0.00
#> 1772067059_E12 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
#> 1772067096_E05 2 0.000 0.994 0.00 1.00 0.00
#> 1772071017_A03 2 0.000 0.994 0.00 1.00 0.00
#> 1772067058_D11 1 0.000 0.988 1.00 0.00 0.00
#> 1772067073_F04 2 0.000 0.994 0.00 1.00 0.00
#> 1772067063_C05 2 0.000 0.994 0.00 1.00 0.00
#> 1772067064_C12 2 0.000 0.994 0.00 1.00 0.00
#> 1772067063_E09 2 0.000 0.994 0.00 1.00 0.00
#> 1772067064_C07 2 0.000 0.994 0.00 1.00 0.00
#> 1772067064_H09 2 0.000 0.994 0.00 1.00 0.00
#> 1772067064_B04 2 0.000 0.994 0.00 1.00 0.00
#> 1772063063_E12 2 0.000 0.994 0.00 1.00 0.00
#> 1772067064_C09 2 0.000 0.994 0.00 1.00 0.00
#> 1772060240_A07 2 0.000 0.994 0.00 1.00 0.00
#> 1772067064_B01 2 0.000 0.994 0.00 1.00 0.00
#> 1772067069_B02 2 0.000 0.994 0.00 1.00 0.00
#> 1772067064_B05 2 0.000 0.994 0.00 1.00 0.00
#> 1772067073_C12 2 0.000 0.994 0.00 1.00 0.00
#> 1772067064_C02 2 0.000 0.994 0.00 1.00 0.00
#> 1772067064_G02 2 0.000 0.994 0.00 1.00 0.00
#> 1772071017_D11 2 0.000 0.994 0.00 1.00 0.00
#> 1772067064_F01 2 0.000 0.994 0.00 1.00 0.00
#> 1772067063_H04 2 0.000 0.994 0.00 1.00 0.00
#> 1772067058_G11 2 0.000 0.994 0.00 1.00 0.00
#> 1772071015_D08 2 0.000 0.994 0.00 1.00 0.00
#> 1772067064_A11 2 0.000 0.994 0.00 1.00 0.00
#> 1772067073_E06 2 0.000 0.994 0.00 1.00 0.00
#> 1772071040_F06 2 0.000 0.994 0.00 1.00 0.00
#> 1772067074_G06 2 0.000 0.994 0.00 1.00 0.00
#> 1772067064_H05 2 0.000 0.994 0.00 1.00 0.00
#> 1772071035_C06 2 0.000 0.994 0.00 1.00 0.00
#> 1772067059_A12 1 0.000 0.988 1.00 0.00 0.00
#> 1772071035_A07 1 0.000 0.988 1.00 0.00 0.00
#> 1772071045_F12 1 0.000 0.988 1.00 0.00 0.00
#> 1772066099_D11 1 0.000 0.988 1.00 0.00 0.00
#> 1772071045_F02 3 0.000 0.977 0.00 0.00 1.00
#> 1772067076_A02 2 0.400 0.802 0.00 0.84 0.16
#> 1772067054_D11 3 0.571 0.535 0.00 0.32 0.68
#> 1772071036_H11 3 0.000 0.977 0.00 0.00 1.00
#> 1772071035_H06 3 0.400 0.806 0.00 0.16 0.84
#> 1772066080_C02 1 0.000 0.988 1.00 0.00 0.00
#> 1772066095_E07 3 0.000 0.977 0.00 0.00 1.00
#> 1772071044_E12 1 0.000 0.988 1.00 0.00 0.00
#> 1772067076_D06 1 0.000 0.988 1.00 0.00 0.00
#> 1772066099_A07 1 0.000 0.988 1.00 0.00 0.00
#> 1772071044_A07 3 0.000 0.977 0.00 0.00 1.00
#> 1772066080_H11 1 0.000 0.988 1.00 0.00 0.00
#> 1772066099_B05 1 0.000 0.988 1.00 0.00 0.00
#> 1772071036_B10 1 0.000 0.988 1.00 0.00 0.00
#> 1772066107_G03 1 0.000 0.988 1.00 0.00 0.00
#> 1772066099_G02 1 0.000 0.988 1.00 0.00 0.00
#> 1772067057_D06 1 0.522 0.657 0.74 0.00 0.26
#> 1772066076_H07 1 0.000 0.988 1.00 0.00 0.00
#> 1772071035_A12 3 0.000 0.977 0.00 0.00 1.00
#> 1772071044_B06 3 0.000 0.977 0.00 0.00 1.00
#> 1772071035_C09 3 0.000 0.977 0.00 0.00 1.00
#> 1772071045_A07 3 0.000 0.977 0.00 0.00 1.00
#> 1772067058_F06 1 0.000 0.988 1.00 0.00 0.00
#> 1772066099_D02 1 0.000 0.988 1.00 0.00 0.00
#> 1772071036_E07 3 0.000 0.977 0.00 0.00 1.00
#> 1772071045_F04 3 0.000 0.977 0.00 0.00 1.00
#> 1772071036_C12 1 0.000 0.988 1.00 0.00 0.00
#> 1772066107_B02 1 0.153 0.953 0.96 0.00 0.04
#> 1772071036_A09 1 0.000 0.988 1.00 0.00 0.00
#> 1772066080_F12 3 0.000 0.977 0.00 0.00 1.00
#> 1772071035_H04 3 0.000 0.977 0.00 0.00 1.00
#> 1772071036_G08 1 0.000 0.988 1.00 0.00 0.00
#> 1772067057_G05 1 0.000 0.988 1.00 0.00 0.00
#> 1772071035_F04 1 0.000 0.988 1.00 0.00 0.00
#> 1772071036_C08 1 0.000 0.988 1.00 0.00 0.00
#> 1772067059_G04 3 0.000 0.977 0.00 0.00 1.00
#> 1772066102_B12 1 0.000 0.988 1.00 0.00 0.00
#> 1772066107_A01 3 0.000 0.977 0.00 0.00 1.00
#> 1772067054_A12 3 0.000 0.977 0.00 0.00 1.00
#> 1772066080_F06 1 0.000 0.988 1.00 0.00 0.00
#> 1772071035_C04 1 0.000 0.988 1.00 0.00 0.00
#> 1772067059_D04 1 0.254 0.912 0.92 0.00 0.08
#> 1772066107_H06 3 0.000 0.977 0.00 0.00 1.00
#> 1772071035_G09 3 0.000 0.977 0.00 0.00 1.00
#> 1772066076_D06 1 0.000 0.988 1.00 0.00 0.00
#> 1772071035_E06 1 0.000 0.988 1.00 0.00 0.00
#> 1772066107_E04 3 0.000 0.977 0.00 0.00 1.00
#> 1772067059_H04 1 0.000 0.988 1.00 0.00 0.00
#> 1772071035_D03 3 0.000 0.977 0.00 0.00 1.00
#> 1772071036_C10 3 0.000 0.977 0.00 0.00 1.00
#> 1772067059_E12 1 0.000 0.988 1.00 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> 1772067096_E05 4 0.3172 0.825 0.00 0.16 0.00 0.84
#> 1772071017_A03 2 0.0707 0.943 0.00 0.98 0.00 0.02
#> 1772067058_D11 1 0.2921 0.840 0.86 0.00 0.00 0.14
#> 1772067073_F04 2 0.0707 0.954 0.00 0.98 0.00 0.02
#> 1772067063_C05 2 0.2647 0.839 0.00 0.88 0.00 0.12
#> 1772067064_C12 2 0.0000 0.951 0.00 1.00 0.00 0.00
#> 1772067063_E09 2 0.0707 0.954 0.00 0.98 0.00 0.02
#> 1772067064_C07 2 0.0000 0.951 0.00 1.00 0.00 0.00
#> 1772067064_H09 2 0.1211 0.949 0.00 0.96 0.00 0.04
#> 1772067064_B04 2 0.0707 0.954 0.00 0.98 0.00 0.02
#> 1772063063_E12 2 0.2345 0.918 0.00 0.90 0.00 0.10
#> 1772067064_C09 2 0.1211 0.952 0.00 0.96 0.00 0.04
#> 1772060240_A07 2 0.0000 0.951 0.00 1.00 0.00 0.00
#> 1772067064_B01 2 0.2345 0.918 0.00 0.90 0.00 0.10
#> 1772067069_B02 2 0.1211 0.952 0.00 0.96 0.00 0.04
#> 1772067064_B05 2 0.0707 0.943 0.00 0.98 0.00 0.02
#> 1772067073_C12 2 0.0707 0.943 0.00 0.98 0.00 0.02
#> 1772067064_C02 2 0.0707 0.943 0.00 0.98 0.00 0.02
#> 1772067064_G02 2 0.1211 0.951 0.00 0.96 0.00 0.04
#> 1772071017_D11 2 0.1637 0.944 0.00 0.94 0.00 0.06
#> 1772067064_F01 2 0.0000 0.951 0.00 1.00 0.00 0.00
#> 1772067063_H04 2 0.0707 0.954 0.00 0.98 0.00 0.02
#> 1772067058_G11 4 0.3975 0.725 0.00 0.24 0.00 0.76
#> 1772071015_D08 2 0.1211 0.949 0.00 0.96 0.00 0.04
#> 1772067064_A11 2 0.1211 0.952 0.00 0.96 0.00 0.04
#> 1772067073_E06 2 0.2647 0.900 0.00 0.88 0.00 0.12
#> 1772071040_F06 2 0.2647 0.900 0.00 0.88 0.00 0.12
#> 1772067074_G06 2 0.2647 0.900 0.00 0.88 0.00 0.12
#> 1772067064_H05 2 0.0707 0.944 0.00 0.98 0.00 0.02
#> 1772071035_C06 4 0.2921 0.838 0.00 0.14 0.00 0.86
#> 1772067059_A12 1 0.2647 0.853 0.88 0.00 0.00 0.12
#> 1772071035_A07 1 0.2647 0.853 0.88 0.00 0.00 0.12
#> 1772071045_F12 1 0.4977 0.334 0.54 0.00 0.00 0.46
#> 1772066099_D11 1 0.2647 0.853 0.88 0.00 0.00 0.12
#> 1772071045_F02 4 0.2647 0.780 0.00 0.00 0.12 0.88
#> 1772067076_A02 4 0.3335 0.848 0.00 0.12 0.02 0.86
#> 1772067054_D11 4 0.3611 0.835 0.00 0.06 0.08 0.86
#> 1772071036_H11 3 0.0000 0.962 0.00 0.00 1.00 0.00
#> 1772071035_H06 4 0.0707 0.809 0.00 0.02 0.00 0.98
#> 1772066080_C02 1 0.2647 0.853 0.88 0.00 0.00 0.12
#> 1772066095_E07 3 0.0707 0.943 0.00 0.00 0.98 0.02
#> 1772071044_E12 1 0.4406 0.601 0.70 0.00 0.30 0.00
#> 1772067076_D06 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772066099_A07 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772071044_A07 3 0.0000 0.962 0.00 0.00 1.00 0.00
#> 1772066080_H11 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772066099_B05 1 0.3400 0.767 0.82 0.00 0.18 0.00
#> 1772071036_B10 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772066107_G03 1 0.1211 0.895 0.96 0.00 0.00 0.04
#> 1772066099_G02 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772067057_D06 3 0.4406 0.515 0.30 0.00 0.70 0.00
#> 1772066076_H07 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772071035_A12 3 0.0000 0.962 0.00 0.00 1.00 0.00
#> 1772071044_B06 3 0.0000 0.962 0.00 0.00 1.00 0.00
#> 1772071035_C09 3 0.0000 0.962 0.00 0.00 1.00 0.00
#> 1772071045_A07 3 0.0000 0.962 0.00 0.00 1.00 0.00
#> 1772067058_F06 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772066099_D02 1 0.0707 0.900 0.98 0.00 0.02 0.00
#> 1772071036_E07 3 0.0000 0.962 0.00 0.00 1.00 0.00
#> 1772071045_F04 3 0.1211 0.916 0.04 0.00 0.96 0.00
#> 1772071036_C12 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772066107_B02 1 0.4277 0.636 0.72 0.00 0.28 0.00
#> 1772071036_A09 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772066080_F12 3 0.0000 0.962 0.00 0.00 1.00 0.00
#> 1772071035_H04 3 0.0000 0.962 0.00 0.00 1.00 0.00
#> 1772071036_G08 1 0.3400 0.765 0.82 0.00 0.18 0.00
#> 1772067057_G05 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772071035_F04 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772071036_C08 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772067059_G04 3 0.0000 0.962 0.00 0.00 1.00 0.00
#> 1772066102_B12 1 0.2647 0.853 0.88 0.00 0.00 0.12
#> 1772066107_A01 3 0.0000 0.962 0.00 0.00 1.00 0.00
#> 1772067054_A12 4 0.4790 0.405 0.00 0.00 0.38 0.62
#> 1772066080_F06 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772071035_C04 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772067059_D04 1 0.4790 0.421 0.62 0.00 0.38 0.00
#> 1772066107_H06 3 0.0000 0.962 0.00 0.00 1.00 0.00
#> 1772071035_G09 3 0.0000 0.962 0.00 0.00 1.00 0.00
#> 1772066076_D06 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772071035_E06 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772066107_E04 3 0.0000 0.962 0.00 0.00 1.00 0.00
#> 1772067059_H04 1 0.0000 0.911 1.00 0.00 0.00 0.00
#> 1772071035_D03 3 0.2921 0.796 0.00 0.00 0.86 0.14
#> 1772071036_C10 3 0.0000 0.962 0.00 0.00 1.00 0.00
#> 1772067059_E12 1 0.0000 0.911 1.00 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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 85 1.15e-13 3.87e-09 2
#> ATC:skmeans 85 2.27e-14 3.78e-11 3
#> ATC:skmeans 82 1.42e-15 1.46e-12 4
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 , Node0112 , Node0113 , Node0121-leaf , Node0122 , Node0131-leaf , Node0132-leaf , Node0133-leaf , Node0134-leaf , Node0211 , Node0212 , Node0213 , Node0221 , Node0222 , Node0231 , Node0232 , Node0241-leaf , Node0242 , Node0311-leaf , Node0312-leaf , Node0313-leaf , Node0314-leaf , Node0321-leaf , Node0322-leaf , Node0323-leaf , Node0324-leaf , Node0331-leaf , Node0332-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.
#> On a matrix with 9174 rows and 261 columns.
#> Top rows (917) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 0.965 0.986 0.502 0.498 0.498
#> 3 3 0.964 0.947 0.974 0.318 0.711 0.486
#> 4 4 0.891 0.861 0.943 0.128 0.840 0.572
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
#> 1772071045_A01 2 0.000 0.9947 0.00 1.00
#> 1772071017_E10 2 0.000 0.9947 0.00 1.00
#> 1772071014_D03 2 0.000 0.9947 0.00 1.00
#> 1772067066_H08 2 0.000 0.9947 0.00 1.00
#> 1772067096_G11 2 0.000 0.9947 0.00 1.00
#> 1772067096_A02 2 0.000 0.9947 0.00 1.00
#> 1772067066_B07 2 0.000 0.9947 0.00 1.00
#> 1772067065_G01 2 0.000 0.9947 0.00 1.00
#> 1772071015_C10 2 0.000 0.9947 0.00 1.00
#> 1772071014_F01 2 0.000 0.9947 0.00 1.00
#> 1772071017_B09 2 0.000 0.9947 0.00 1.00
#> 1772067065_A12 2 0.000 0.9947 0.00 1.00
#> 1772058148_D08 2 0.000 0.9947 0.00 1.00
#> 1772062128_G08 2 0.000 0.9947 0.00 1.00
#> 1772063077_B03 2 0.000 0.9947 0.00 1.00
#> 1772062114_H03 1 0.000 0.9761 1.00 0.00
#> 1772066074_A03 1 0.000 0.9761 1.00 0.00
#> 1772062114_E02 1 0.000 0.9761 1.00 0.00
#> 1772062115_A12 1 0.000 0.9761 1.00 0.00
#> 1772062113_F08 1 0.000 0.9761 1.00 0.00
#> 1772066108_B02 1 0.000 0.9761 1.00 0.00
#> 1772066102_G06 1 0.000 0.9761 1.00 0.00
#> 1772071035_G04 1 0.000 0.9761 1.00 0.00
#> 1772062115_G05 1 0.000 0.9761 1.00 0.00
#> 1772066097_G03 2 0.000 0.9947 0.00 1.00
#> 1772063064_G08 1 0.000 0.9761 1.00 0.00
#> 1772066099_C04 1 0.000 0.9761 1.00 0.00
#> 1772063078_F01 1 0.000 0.9761 1.00 0.00
#> 1772071044_A03 2 0.000 0.9947 0.00 1.00
#> 1772067083_B10 1 0.000 0.9761 1.00 0.00
#> 1772063064_G03 2 0.000 0.9947 0.00 1.00
#> 1772071036_E09 2 0.000 0.9947 0.00 1.00
#> 1772062128_D11 2 0.000 0.9947 0.00 1.00
#> 1772063078_B02 1 0.000 0.9761 1.00 0.00
#> 1772066100_A12 2 0.000 0.9947 0.00 1.00
#> 1772066073_B03 1 0.000 0.9761 1.00 0.00
#> 1772066097_H05 1 0.000 0.9761 1.00 0.00
#> 1772067065_A02 2 0.000 0.9947 0.00 1.00
#> 1772066077_H12 2 0.000 0.9947 0.00 1.00
#> 1772062128_G04 2 0.000 0.9947 0.00 1.00
#> 1772062109_H03 2 0.000 0.9947 0.00 1.00
#> 1772063063_F01 1 0.000 0.9761 1.00 0.00
#> 1772062128_B10 2 0.000 0.9947 0.00 1.00
#> 1772063061_B03 1 0.000 0.9761 1.00 0.00
#> 1772063061_B05 1 0.000 0.9761 1.00 0.00
#> 1772058177_G09 1 0.000 0.9761 1.00 0.00
#> 1772066097_G12 1 0.000 0.9761 1.00 0.00
#> 1772066097_G02 1 0.000 0.9761 1.00 0.00
#> 1772066100_G07 2 0.000 0.9947 0.00 1.00
#> 1772066097_H01 2 0.000 0.9947 0.00 1.00
#> 1772067058_H12 2 0.000 0.9947 0.00 1.00
#> 1772067076_A03 1 0.000 0.9761 1.00 0.00
#> 1772066096_G01 1 0.000 0.9761 1.00 0.00
#> 1772066102_H10 1 0.000 0.9761 1.00 0.00
#> 1772066099_C12 1 0.000 0.9761 1.00 0.00
#> 1772067083_D10 2 0.000 0.9947 0.00 1.00
#> 1772066099_E04 2 0.000 0.9947 0.00 1.00
#> 1772066100_D08 2 0.000 0.9947 0.00 1.00
#> 1772066099_H02 2 0.000 0.9947 0.00 1.00
#> 1772066089_H04 2 0.000 0.9947 0.00 1.00
#> 1772066089_B06 1 0.000 0.9761 1.00 0.00
#> 1772066102_G08 2 0.000 0.9947 0.00 1.00
#> 1772066102_A04 1 0.000 0.9761 1.00 0.00
#> 1772066100_A05 2 0.000 0.9947 0.00 1.00
#> 1772063077_H05 2 0.000 0.9947 0.00 1.00
#> 1772067065_G11 2 0.000 0.9947 0.00 1.00
#> 1772067066_A11 2 0.000 0.9947 0.00 1.00
#> 1772071017_A01 2 0.000 0.9947 0.00 1.00
#> 1772071017_G05 2 0.000 0.9947 0.00 1.00
#> 1772071017_D12 2 0.000 0.9947 0.00 1.00
#> 1772071015_A01 2 0.000 0.9947 0.00 1.00
#> 1772071017_H10 2 0.000 0.9947 0.00 1.00
#> 1772063070_B10 2 0.000 0.9947 0.00 1.00
#> 1772071015_F05 2 0.000 0.9947 0.00 1.00
#> 1772071014_B10 2 0.000 0.9947 0.00 1.00
#> 1772066100_D04 2 0.000 0.9947 0.00 1.00
#> 1772071014_C04 2 0.000 0.9947 0.00 1.00
#> 1772067082_D04 2 0.000 0.9947 0.00 1.00
#> 1772067065_A08 2 0.000 0.9947 0.00 1.00
#> 1772067082_B02 2 0.000 0.9947 0.00 1.00
#> 1772071014_F12 2 0.000 0.9947 0.00 1.00
#> 1772071014_E02 2 0.000 0.9947 0.00 1.00
#> 1772067069_C12 2 0.000 0.9947 0.00 1.00
#> 1772067069_D10 2 0.000 0.9947 0.00 1.00
#> 1772067066_A06 2 0.000 0.9947 0.00 1.00
#> 1772071041_E12 2 0.000 0.9947 0.00 1.00
#> 1772071041_D09 2 0.000 0.9947 0.00 1.00
#> 1772071041_E01 2 0.000 0.9947 0.00 1.00
#> 1772071041_G07 2 0.000 0.9947 0.00 1.00
#> 1772071041_H09 2 0.000 0.9947 0.00 1.00
#> 1772071041_G08 2 0.000 0.9947 0.00 1.00
#> 1772063070_F03 2 0.000 0.9947 0.00 1.00
#> 1772063063_G11 1 0.000 0.9761 1.00 0.00
#> 1772063062_H11 2 0.000 0.9947 0.00 1.00
#> 1772063064_D02 2 0.000 0.9947 0.00 1.00
#> 1772067074_C05 2 0.000 0.9947 0.00 1.00
#> 1772067066_B03 2 0.000 0.9947 0.00 1.00
#> 1772067074_B09 2 0.000 0.9947 0.00 1.00
#> 1772067074_F03 2 0.000 0.9947 0.00 1.00
#> 1772071041_A02 2 0.000 0.9947 0.00 1.00
#> 1772067063_B12 2 0.000 0.9947 0.00 1.00
#> 1772067073_C04 1 0.000 0.9761 1.00 0.00
#> 1772063068_D04 2 0.000 0.9947 0.00 1.00
#> 1772067069_F05 2 0.000 0.9947 0.00 1.00
#> 1772063068_F07 2 0.000 0.9947 0.00 1.00
#> 1772063065_F02 2 0.000 0.9947 0.00 1.00
#> 1772067074_F12 2 0.000 0.9947 0.00 1.00
#> 1772063064_B11 1 0.000 0.9761 1.00 0.00
#> 1772062109_E06 2 0.000 0.9947 0.00 1.00
#> 1772071040_G09 2 0.000 0.9947 0.00 1.00
#> 1772062128_D07 2 0.000 0.9947 0.00 1.00
#> 1772062128_D10 2 0.000 0.9947 0.00 1.00
#> 1772063068_D03 2 0.000 0.9947 0.00 1.00
#> 1772063070_E01 2 0.000 0.9947 0.00 1.00
#> 1772062116_G05 1 0.000 0.9761 1.00 0.00
#> 1772060240_H05 2 0.000 0.9947 0.00 1.00
#> 1772063065_F04 2 0.000 0.9947 0.00 1.00
#> 1772071040_B12 2 0.000 0.9947 0.00 1.00
#> 1772063065_B02 2 0.000 0.9947 0.00 1.00
#> 1772067074_F10 2 0.000 0.9947 0.00 1.00
#> 1772060224_H02 1 0.000 0.9761 1.00 0.00
#> 1772062116_A06 1 0.000 0.9761 1.00 0.00
#> 1772063061_A05 1 0.795 0.6925 0.76 0.24
#> 1772060240_D06 2 0.327 0.9319 0.06 0.94
#> 1772067069_C05 2 0.000 0.9947 0.00 1.00
#> 1772067073_B04 2 0.000 0.9947 0.00 1.00
#> 1772062113_E01 2 0.000 0.9947 0.00 1.00
#> 1772067073_F10 2 0.000 0.9947 0.00 1.00
#> 1772062109_F09 2 0.000 0.9947 0.00 1.00
#> 1772067058_C12 2 0.000 0.9947 0.00 1.00
#> 1772066073_C01 1 0.000 0.9761 1.00 0.00
#> 1772067076_A05 1 0.943 0.4579 0.64 0.36
#> 1772066100_D12 2 0.000 0.9947 0.00 1.00
#> 1772067076_C01 1 0.722 0.7533 0.80 0.20
#> 1772067082_C10 2 0.000 0.9947 0.00 1.00
#> 1772067082_G07 2 0.000 0.9947 0.00 1.00
#> 1772066098_B05 1 0.000 0.9761 1.00 0.00
#> 1772066097_H07 2 0.000 0.9947 0.00 1.00
#> 1772071040_D11 2 0.000 0.9947 0.00 1.00
#> 1772062116_B02 2 0.000 0.9947 0.00 1.00
#> 1772067074_A02 2 0.000 0.9947 0.00 1.00
#> 1772067074_C04 1 0.000 0.9761 1.00 0.00
#> 1772067063_B09 2 0.000 0.9947 0.00 1.00
#> 1772062118_B11 2 0.000 0.9947 0.00 1.00
#> 1772071040_A01 2 0.000 0.9947 0.00 1.00
#> 1772067066_G02 2 0.000 0.9947 0.00 1.00
#> 1772067073_F02 2 0.000 0.9947 0.00 1.00
#> 1772063061_A10 2 0.000 0.9947 0.00 1.00
#> 1772062128_C12 2 0.000 0.9947 0.00 1.00
#> 1772063061_A03 1 0.000 0.9761 1.00 0.00
#> 1772063074_E06 1 0.000 0.9761 1.00 0.00
#> 1772063064_H01 2 0.904 0.5155 0.32 0.68
#> 1772063068_A12 1 0.000 0.9761 1.00 0.00
#> 1772062109_H06 1 0.000 0.9761 1.00 0.00
#> 1772062109_D03 1 0.000 0.9761 1.00 0.00
#> 1772062128_D01 1 0.000 0.9761 1.00 0.00
#> 1772063061_H04 1 0.000 0.9761 1.00 0.00
#> 1772062115_C09 1 0.000 0.9761 1.00 0.00
#> 1772063078_E02 1 0.000 0.9761 1.00 0.00
#> 1772058177_G03 1 0.000 0.9761 1.00 0.00
#> 1772063068_E07 1 0.000 0.9761 1.00 0.00
#> 1772063061_C11 1 0.958 0.4112 0.62 0.38
#> 1772063061_D11 1 0.000 0.9761 1.00 0.00
#> 1772063061_E06 1 0.000 0.9761 1.00 0.00
#> 1772063071_A03 1 0.000 0.9761 1.00 0.00
#> 1772063061_G12 1 0.000 0.9761 1.00 0.00
#> 1772062128_H06 2 0.000 0.9947 0.00 1.00
#> 1772063061_C06 1 0.000 0.9761 1.00 0.00
#> 1772063061_H01 1 0.000 0.9761 1.00 0.00
#> 1772063061_B06 1 0.000 0.9761 1.00 0.00
#> 1772063071_E12 1 0.000 0.9761 1.00 0.00
#> 1772058177_C10 1 0.000 0.9761 1.00 0.00
#> 1772058177_H05 2 0.000 0.9947 0.00 1.00
#> 1772063061_F06 1 0.000 0.9761 1.00 0.00
#> 1772058171_E01 1 0.000 0.9761 1.00 0.00
#> 1772063061_A02 1 0.000 0.9761 1.00 0.00
#> 1772063061_B01 1 0.000 0.9761 1.00 0.00
#> 1772063068_F09 2 0.000 0.9947 0.00 1.00
#> 1772063064_C02 1 0.000 0.9761 1.00 0.00
#> 1772063068_B04 1 0.000 0.9761 1.00 0.00
#> 1772063077_C06 1 0.000 0.9761 1.00 0.00
#> 1772063061_H08 1 0.000 0.9761 1.00 0.00
#> 1772063063_E11 1 0.000 0.9761 1.00 0.00
#> 1772063070_F01 1 0.000 0.9761 1.00 0.00
#> 1772063078_F03 1 0.680 0.7813 0.82 0.18
#> 1772062115_D06 1 0.000 0.9761 1.00 0.00
#> 1772063062_D12 1 0.000 0.9761 1.00 0.00
#> 1772062113_D06 1 0.000 0.9761 1.00 0.00
#> 1772063062_D06 1 0.000 0.9761 1.00 0.00
#> 1772062114_F10 1 0.000 0.9761 1.00 0.00
#> 1772063078_C04 2 0.000 0.9947 0.00 1.00
#> 1772063068_C12 1 0.943 0.4576 0.64 0.36
#> 1772062115_E09 1 0.000 0.9761 1.00 0.00
#> 1772063062_A03 2 0.000 0.9947 0.00 1.00
#> 1772062114_G07 1 0.000 0.9761 1.00 0.00
#> 1772062113_G03 1 0.000 0.9761 1.00 0.00
#> 1772062114_A02 1 0.000 0.9761 1.00 0.00
#> 1772062109_D07 1 0.000 0.9761 1.00 0.00
#> 1772062111_H03 1 0.000 0.9761 1.00 0.00
#> 1772067073_D11 1 0.000 0.9761 1.00 0.00
#> 1772063071_E09 2 0.722 0.7438 0.20 0.80
#> 1772062113_D03 1 0.000 0.9761 1.00 0.00
#> 1772063070_D11 1 0.000 0.9761 1.00 0.00
#> 1772063063_A07 1 0.000 0.9761 1.00 0.00
#> 1772062111_C10 2 0.000 0.9947 0.00 1.00
#> 1772063065_D09 1 1.000 0.0266 0.50 0.50
#> 1772062111_E07 2 0.000 0.9947 0.00 1.00
#> 1772067070_F11 2 0.000 0.9947 0.00 1.00
#> 1772063063_H04 1 0.000 0.9761 1.00 0.00
#> 1772067073_D12 2 0.402 0.9094 0.08 0.92
#> 1772071040_G12 1 0.000 0.9761 1.00 0.00
#> 1772062115_E10 2 0.000 0.9947 0.00 1.00
#> 1772063068_E12 2 0.000 0.9947 0.00 1.00
#> 1772063068_G01 2 0.000 0.9947 0.00 1.00
#> 1772060224_F11 2 0.000 0.9947 0.00 1.00
#> 1772071040_H08 2 0.000 0.9947 0.00 1.00
#> 1772063070_D09 1 0.000 0.9761 1.00 0.00
#> 1772063077_B04 2 0.000 0.9947 0.00 1.00
#> 1772062114_B06 2 0.000 0.9947 0.00 1.00
#> 1772063070_F09 1 0.000 0.9761 1.00 0.00
#> 1772062114_G09 1 0.000 0.9761 1.00 0.00
#> 1772060224_C05 1 0.000 0.9761 1.00 0.00
#> 1772060240_F09 2 0.000 0.9947 0.00 1.00
#> 1772062128_A11 1 0.981 0.3010 0.58 0.42
#> 1772060240_E07 1 0.722 0.7536 0.80 0.20
#> 1772063068_D02 1 0.000 0.9761 1.00 0.00
#> 1772063063_A02 2 0.000 0.9947 0.00 1.00
#> 1772063068_E03 2 0.000 0.9947 0.00 1.00
#> 1772060240_A02 1 0.000 0.9761 1.00 0.00
#> 1772060240_C06 1 0.000 0.9761 1.00 0.00
#> 1772060240_B09 1 0.402 0.8999 0.92 0.08
#> 1772060240_A05 1 0.000 0.9761 1.00 0.00
#> 1772060240_G02 1 0.000 0.9761 1.00 0.00
#> 1772063065_A06 1 0.000 0.9761 1.00 0.00
#> 1772063077_B02 1 0.000 0.9761 1.00 0.00
#> 1772063068_E02 1 0.000 0.9761 1.00 0.00
#> 1772063068_C11 1 0.000 0.9761 1.00 0.00
#> 1772063068_C06 1 0.000 0.9761 1.00 0.00
#> 1772063077_A07 1 0.000 0.9761 1.00 0.00
#> 1772066096_F09 1 0.000 0.9761 1.00 0.00
#> 1772066089_F09 1 0.000 0.9761 1.00 0.00
#> 1772066097_H03 1 0.000 0.9761 1.00 0.00
#> 1772066099_A08 1 0.000 0.9761 1.00 0.00
#> 1772066097_G05 1 0.634 0.8087 0.84 0.16
#> 1772066070_G12 1 0.000 0.9761 1.00 0.00
#> 1772058171_H07 1 0.000 0.9761 1.00 0.00
#> 1772063061_A11 1 0.000 0.9761 1.00 0.00
#> 1772063077_B07 1 0.000 0.9761 1.00 0.00
#> 1772071040_A06 1 0.000 0.9761 1.00 0.00
#> 1772062113_F02 1 0.000 0.9761 1.00 0.00
#> 1772062113_C03 1 0.000 0.9761 1.00 0.00
#> 1772063063_A01 1 0.000 0.9761 1.00 0.00
#> 1772060240_C04 1 0.000 0.9761 1.00 0.00
#> 1772062115_C04 1 0.000 0.9761 1.00 0.00
#> 1772063078_F02 1 0.000 0.9761 1.00 0.00
#> 1772062115_A02 1 0.000 0.9761 1.00 0.00
#> 1772060225_H12 1 0.000 0.9761 1.00 0.00
#> 1772062109_C11 1 0.000 0.9761 1.00 0.00
#> 1772062109_D04 1 0.000 0.9761 1.00 0.00
#> 1772063061_E12 1 0.000 0.9761 1.00 0.00
#> 1772060240_D11 1 0.000 0.9761 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> 1772071045_A01 3 0.0000 0.979 0.00 0.00 1.00
#> 1772071017_E10 3 0.0000 0.979 0.00 0.00 1.00
#> 1772071014_D03 3 0.0000 0.979 0.00 0.00 1.00
#> 1772067066_H08 3 0.0000 0.979 0.00 0.00 1.00
#> 1772067096_G11 3 0.0000 0.979 0.00 0.00 1.00
#> 1772067096_A02 3 0.0000 0.979 0.00 0.00 1.00
#> 1772067066_B07 3 0.0000 0.979 0.00 0.00 1.00
#> 1772067065_G01 3 0.0000 0.979 0.00 0.00 1.00
#> 1772071015_C10 3 0.0000 0.979 0.00 0.00 1.00
#> 1772071014_F01 3 0.0000 0.979 0.00 0.00 1.00
#> 1772071017_B09 3 0.0000 0.979 0.00 0.00 1.00
#> 1772067065_A12 3 0.0000 0.979 0.00 0.00 1.00
#> 1772058148_D08 3 0.0000 0.979 0.00 0.00 1.00
#> 1772062128_G08 3 0.0000 0.979 0.00 0.00 1.00
#> 1772063077_B03 3 0.0000 0.979 0.00 0.00 1.00
#> 1772062114_H03 1 0.0000 0.969 1.00 0.00 0.00
#> 1772066074_A03 1 0.0000 0.969 1.00 0.00 0.00
#> 1772062114_E02 1 0.0000 0.969 1.00 0.00 0.00
#> 1772062115_A12 1 0.0000 0.969 1.00 0.00 0.00
#> 1772062113_F08 3 0.2066 0.932 0.06 0.00 0.94
#> 1772066108_B02 3 0.0892 0.965 0.02 0.00 0.98
#> 1772066102_G06 1 0.0000 0.969 1.00 0.00 0.00
#> 1772071035_G04 3 0.0892 0.965 0.02 0.00 0.98
#> 1772062115_G05 1 0.0000 0.969 1.00 0.00 0.00
#> 1772066097_G03 3 0.0000 0.979 0.00 0.00 1.00
#> 1772063064_G08 1 0.0000 0.969 1.00 0.00 0.00
#> 1772066099_C04 1 0.0000 0.969 1.00 0.00 0.00
#> 1772063078_F01 1 0.0000 0.969 1.00 0.00 0.00
#> 1772071044_A03 3 0.0000 0.979 0.00 0.00 1.00
#> 1772067083_B10 1 0.5397 0.596 0.72 0.00 0.28
#> 1772063064_G03 3 0.0000 0.979 0.00 0.00 1.00
#> 1772071036_E09 3 0.0000 0.979 0.00 0.00 1.00
#> 1772062128_D11 3 0.0000 0.979 0.00 0.00 1.00
#> 1772063078_B02 1 0.0000 0.969 1.00 0.00 0.00
#> 1772066100_A12 3 0.0000 0.979 0.00 0.00 1.00
#> 1772066073_B03 3 0.0892 0.965 0.02 0.00 0.98
#> 1772066097_H05 1 0.0000 0.969 1.00 0.00 0.00
#> 1772067065_A02 3 0.0000 0.979 0.00 0.00 1.00
#> 1772066077_H12 3 0.0000 0.979 0.00 0.00 1.00
#> 1772062128_G04 3 0.0000 0.979 0.00 0.00 1.00
#> 1772062109_H03 3 0.0000 0.979 0.00 0.00 1.00
#> 1772063063_F01 1 0.0000 0.969 1.00 0.00 0.00
#> 1772062128_B10 3 0.0000 0.979 0.00 0.00 1.00
#> 1772063061_B03 3 0.0892 0.965 0.02 0.00 0.98
#> 1772063061_B05 1 0.0000 0.969 1.00 0.00 0.00
#> 1772058177_G09 3 0.0892 0.965 0.02 0.00 0.98
#> 1772066097_G12 1 0.0000 0.969 1.00 0.00 0.00
#> 1772066097_G02 1 0.0000 0.969 1.00 0.00 0.00
#> 1772066100_G07 3 0.0000 0.979 0.00 0.00 1.00
#> 1772066097_H01 3 0.0000 0.979 0.00 0.00 1.00
#> 1772067058_H12 3 0.0000 0.979 0.00 0.00 1.00
#> 1772067076_A03 1 0.0000 0.969 1.00 0.00 0.00
#> 1772066096_G01 1 0.0000 0.969 1.00 0.00 0.00
#> 1772066102_H10 3 0.2959 0.891 0.10 0.00 0.90
#> 1772066099_C12 3 0.0892 0.965 0.02 0.00 0.98
#> 1772067083_D10 3 0.0000 0.979 0.00 0.00 1.00
#> 1772066099_E04 3 0.0000 0.979 0.00 0.00 1.00
#> 1772066100_D08 3 0.0000 0.979 0.00 0.00 1.00
#> 1772066099_H02 3 0.0000 0.979 0.00 0.00 1.00
#> 1772066089_H04 3 0.0000 0.979 0.00 0.00 1.00
#> 1772066089_B06 3 0.5216 0.669 0.26 0.00 0.74
#> 1772066102_G08 3 0.0000 0.979 0.00 0.00 1.00
#> 1772066102_A04 3 0.5560 0.595 0.30 0.00 0.70
#> 1772066100_A05 3 0.0000 0.979 0.00 0.00 1.00
#> 1772063077_H05 3 0.0000 0.979 0.00 0.00 1.00
#> 1772067065_G11 3 0.0000 0.979 0.00 0.00 1.00
#> 1772067066_A11 3 0.0000 0.979 0.00 0.00 1.00
#> 1772071017_A01 3 0.0000 0.979 0.00 0.00 1.00
#> 1772071017_G05 3 0.0000 0.979 0.00 0.00 1.00
#> 1772071017_D12 3 0.0000 0.979 0.00 0.00 1.00
#> 1772071015_A01 3 0.0000 0.979 0.00 0.00 1.00
#> 1772071017_H10 3 0.0000 0.979 0.00 0.00 1.00
#> 1772063070_B10 3 0.0000 0.979 0.00 0.00 1.00
#> 1772071015_F05 3 0.0000 0.979 0.00 0.00 1.00
#> 1772071014_B10 3 0.0000 0.979 0.00 0.00 1.00
#> 1772066100_D04 3 0.0000 0.979 0.00 0.00 1.00
#> 1772071014_C04 3 0.0000 0.979 0.00 0.00 1.00
#> 1772067082_D04 3 0.0000 0.979 0.00 0.00 1.00
#> 1772067065_A08 3 0.0000 0.979 0.00 0.00 1.00
#> 1772067082_B02 3 0.0000 0.979 0.00 0.00 1.00
#> 1772071014_F12 3 0.0000 0.979 0.00 0.00 1.00
#> 1772071014_E02 3 0.0000 0.979 0.00 0.00 1.00
#> 1772067069_C12 2 0.0892 0.970 0.00 0.98 0.02
#> 1772067069_D10 2 0.0892 0.970 0.00 0.98 0.02
#> 1772067066_A06 2 0.0892 0.970 0.00 0.98 0.02
#> 1772071041_E12 2 0.0892 0.970 0.00 0.98 0.02
#> 1772071041_D09 2 0.0892 0.970 0.00 0.98 0.02
#> 1772071041_E01 2 0.0892 0.970 0.00 0.98 0.02
#> 1772071041_G07 2 0.0892 0.970 0.00 0.98 0.02
#> 1772071041_H09 2 0.0892 0.970 0.00 0.98 0.02
#> 1772071041_G08 2 0.0892 0.970 0.00 0.98 0.02
#> 1772063070_F03 2 0.0000 0.973 0.00 1.00 0.00
#> 1772063063_G11 1 0.2066 0.933 0.94 0.06 0.00
#> 1772063062_H11 2 0.0000 0.973 0.00 1.00 0.00
#> 1772063064_D02 2 0.0892 0.970 0.00 0.98 0.02
#> 1772067074_C05 2 0.0892 0.970 0.00 0.98 0.02
#> 1772067066_B03 2 0.0892 0.970 0.00 0.98 0.02
#> 1772067074_B09 2 0.0892 0.970 0.00 0.98 0.02
#> 1772067074_F03 2 0.0892 0.970 0.00 0.98 0.02
#> 1772071041_A02 2 0.0892 0.970 0.00 0.98 0.02
#> 1772067063_B12 2 0.0892 0.970 0.00 0.98 0.02
#> 1772067073_C04 1 0.0000 0.969 1.00 0.00 0.00
#> 1772063068_D04 2 0.0000 0.973 0.00 1.00 0.00
#> 1772067069_F05 2 0.0892 0.970 0.00 0.98 0.02
#> 1772063068_F07 2 0.0000 0.973 0.00 1.00 0.00
#> 1772063065_F02 2 0.0000 0.973 0.00 1.00 0.00
#> 1772067074_F12 2 0.0892 0.970 0.00 0.98 0.02
#> 1772063064_B11 2 0.1529 0.940 0.04 0.96 0.00
#> 1772062109_E06 2 0.0000 0.973 0.00 1.00 0.00
#> 1772071040_G09 2 0.0892 0.970 0.00 0.98 0.02
#> 1772062128_D07 2 0.0000 0.973 0.00 1.00 0.00
#> 1772062128_D10 2 0.0000 0.973 0.00 1.00 0.00
#> 1772063068_D03 2 0.0000 0.973 0.00 1.00 0.00
#> 1772063070_E01 2 0.0000 0.973 0.00 1.00 0.00
#> 1772062116_G05 1 0.0000 0.969 1.00 0.00 0.00
#> 1772060240_H05 2 0.0000 0.973 0.00 1.00 0.00
#> 1772063065_F04 2 0.0000 0.973 0.00 1.00 0.00
#> 1772071040_B12 2 0.0892 0.970 0.00 0.98 0.02
#> 1772063065_B02 2 0.0000 0.973 0.00 1.00 0.00
#> 1772067074_F10 2 0.0000 0.973 0.00 1.00 0.00
#> 1772060224_H02 1 0.0892 0.964 0.98 0.02 0.00
#> 1772062116_A06 1 0.5216 0.676 0.74 0.26 0.00
#> 1772063061_A05 2 0.0000 0.973 0.00 1.00 0.00
#> 1772060240_D06 2 0.0000 0.973 0.00 1.00 0.00
#> 1772067069_C05 2 0.0892 0.970 0.00 0.98 0.02
#> 1772067073_B04 2 0.0000 0.973 0.00 1.00 0.00
#> 1772062113_E01 2 0.0892 0.970 0.00 0.98 0.02
#> 1772067073_F10 2 0.0892 0.970 0.00 0.98 0.02
#> 1772062109_F09 2 0.0892 0.970 0.00 0.98 0.02
#> 1772067058_C12 2 0.4555 0.768 0.00 0.80 0.20
#> 1772066073_C01 1 0.0892 0.964 0.98 0.02 0.00
#> 1772067076_A05 3 0.1781 0.949 0.02 0.02 0.96
#> 1772066100_D12 2 0.0892 0.970 0.00 0.98 0.02
#> 1772067076_C01 3 0.1781 0.950 0.02 0.02 0.96
#> 1772067082_C10 2 0.3340 0.872 0.00 0.88 0.12
#> 1772067082_G07 2 0.4291 0.797 0.00 0.82 0.18
#> 1772066098_B05 1 0.6651 0.465 0.64 0.02 0.34
#> 1772066097_H07 2 0.0892 0.970 0.00 0.98 0.02
#> 1772071040_D11 2 0.0892 0.970 0.00 0.98 0.02
#> 1772062116_B02 2 0.0000 0.973 0.00 1.00 0.00
#> 1772067074_A02 2 0.0000 0.973 0.00 1.00 0.00
#> 1772067074_C04 2 0.0000 0.973 0.00 1.00 0.00
#> 1772067063_B09 2 0.0000 0.973 0.00 1.00 0.00
#> 1772062118_B11 2 0.0000 0.973 0.00 1.00 0.00
#> 1772071040_A01 2 0.0892 0.970 0.00 0.98 0.02
#> 1772067066_G02 2 0.0892 0.970 0.00 0.98 0.02
#> 1772067073_F02 2 0.0892 0.970 0.00 0.98 0.02
#> 1772063061_A10 2 0.0892 0.970 0.00 0.98 0.02
#> 1772062128_C12 3 0.0000 0.979 0.00 0.00 1.00
#> 1772063061_A03 1 0.0892 0.964 0.98 0.02 0.00
#> 1772063074_E06 1 0.0892 0.964 0.98 0.02 0.00
#> 1772063064_H01 2 0.0000 0.973 0.00 1.00 0.00
#> 1772063068_A12 1 0.0892 0.964 0.98 0.02 0.00
#> 1772062109_H06 1 0.0000 0.969 1.00 0.00 0.00
#> 1772062109_D03 1 0.0000 0.969 1.00 0.00 0.00
#> 1772062128_D01 1 0.0000 0.969 1.00 0.00 0.00
#> 1772063061_H04 1 0.0892 0.964 0.98 0.02 0.00
#> 1772062115_C09 1 0.0000 0.969 1.00 0.00 0.00
#> 1772063078_E02 1 0.0892 0.964 0.98 0.02 0.00
#> 1772058177_G03 1 0.0000 0.969 1.00 0.00 0.00
#> 1772063068_E07 1 0.2537 0.914 0.92 0.08 0.00
#> 1772063061_C11 2 0.0892 0.959 0.02 0.98 0.00
#> 1772063061_D11 1 0.0000 0.969 1.00 0.00 0.00
#> 1772063061_E06 1 0.0000 0.969 1.00 0.00 0.00
#> 1772063071_A03 2 0.6244 0.170 0.44 0.56 0.00
#> 1772063061_G12 1 0.0892 0.964 0.98 0.02 0.00
#> 1772062128_H06 2 0.0000 0.973 0.00 1.00 0.00
#> 1772063061_C06 1 0.0000 0.969 1.00 0.00 0.00
#> 1772063061_H01 1 0.0000 0.969 1.00 0.00 0.00
#> 1772063061_B06 1 0.0892 0.964 0.98 0.02 0.00
#> 1772063071_E12 1 0.1529 0.950 0.96 0.04 0.00
#> 1772058177_C10 1 0.0000 0.969 1.00 0.00 0.00
#> 1772058177_H05 2 0.0000 0.973 0.00 1.00 0.00
#> 1772063061_F06 1 0.0000 0.969 1.00 0.00 0.00
#> 1772058171_E01 1 0.4796 0.742 0.78 0.22 0.00
#> 1772063061_A02 1 0.2066 0.933 0.94 0.06 0.00
#> 1772063061_B01 1 0.0892 0.964 0.98 0.02 0.00
#> 1772063068_F09 2 0.0000 0.973 0.00 1.00 0.00
#> 1772063064_C02 1 0.2066 0.933 0.94 0.06 0.00
#> 1772063068_B04 1 0.6302 0.117 0.52 0.48 0.00
#> 1772063077_C06 1 0.0892 0.964 0.98 0.02 0.00
#> 1772063061_H08 1 0.0892 0.964 0.98 0.02 0.00
#> 1772063063_E11 2 0.0000 0.973 0.00 1.00 0.00
#> 1772063070_F01 1 0.0892 0.964 0.98 0.02 0.00
#> 1772063078_F03 2 0.0000 0.973 0.00 1.00 0.00
#> 1772062115_D06 1 0.0892 0.964 0.98 0.02 0.00
#> 1772063062_D12 1 0.0892 0.964 0.98 0.02 0.00
#> 1772062113_D06 1 0.0892 0.964 0.98 0.02 0.00
#> 1772063062_D06 1 0.0892 0.964 0.98 0.02 0.00
#> 1772062114_F10 1 0.0000 0.969 1.00 0.00 0.00
#> 1772063078_C04 2 0.0000 0.973 0.00 1.00 0.00
#> 1772063068_C12 2 0.0000 0.973 0.00 1.00 0.00
#> 1772062115_E09 1 0.0892 0.964 0.98 0.02 0.00
#> 1772063062_A03 2 0.4291 0.798 0.00 0.82 0.18
#> 1772062114_G07 1 0.0892 0.964 0.98 0.02 0.00
#> 1772062113_G03 1 0.0892 0.964 0.98 0.02 0.00
#> 1772062114_A02 1 0.0892 0.964 0.98 0.02 0.00
#> 1772062109_D07 1 0.0892 0.964 0.98 0.02 0.00
#> 1772062111_H03 1 0.0000 0.969 1.00 0.00 0.00
#> 1772067073_D11 1 0.4796 0.741 0.78 0.22 0.00
#> 1772063071_E09 2 0.0000 0.973 0.00 1.00 0.00
#> 1772062113_D03 2 0.0000 0.973 0.00 1.00 0.00
#> 1772063070_D11 1 0.4002 0.825 0.84 0.16 0.00
#> 1772063063_A07 2 0.0892 0.958 0.02 0.98 0.00
#> 1772062111_C10 2 0.0892 0.970 0.00 0.98 0.02
#> 1772063065_D09 2 0.0000 0.973 0.00 1.00 0.00
#> 1772062111_E07 2 0.0892 0.970 0.00 0.98 0.02
#> 1772067070_F11 2 0.0892 0.970 0.00 0.98 0.02
#> 1772063063_H04 2 0.4002 0.799 0.16 0.84 0.00
#> 1772067073_D12 2 0.0000 0.973 0.00 1.00 0.00
#> 1772071040_G12 1 0.0000 0.969 1.00 0.00 0.00
#> 1772062115_E10 2 0.0000 0.973 0.00 1.00 0.00
#> 1772063068_E12 2 0.0000 0.973 0.00 1.00 0.00
#> 1772063068_G01 2 0.0000 0.973 0.00 1.00 0.00
#> 1772060224_F11 2 0.0000 0.973 0.00 1.00 0.00
#> 1772071040_H08 2 0.0892 0.970 0.00 0.98 0.02
#> 1772063070_D09 2 0.0000 0.973 0.00 1.00 0.00
#> 1772063077_B04 2 0.0000 0.973 0.00 1.00 0.00
#> 1772062114_B06 2 0.0892 0.970 0.00 0.98 0.02
#> 1772063070_F09 2 0.2959 0.877 0.10 0.90 0.00
#> 1772062114_G09 1 0.0000 0.969 1.00 0.00 0.00
#> 1772060224_C05 1 0.0000 0.969 1.00 0.00 0.00
#> 1772060240_F09 2 0.0000 0.973 0.00 1.00 0.00
#> 1772062128_A11 3 0.3340 0.869 0.12 0.00 0.88
#> 1772060240_E07 2 0.0000 0.973 0.00 1.00 0.00
#> 1772063068_D02 1 0.0000 0.969 1.00 0.00 0.00
#> 1772063063_A02 2 0.0000 0.973 0.00 1.00 0.00
#> 1772063068_E03 2 0.0000 0.973 0.00 1.00 0.00
#> 1772060240_A02 2 0.4555 0.737 0.20 0.80 0.00
#> 1772060240_C06 2 0.0000 0.973 0.00 1.00 0.00
#> 1772060240_B09 2 0.0000 0.973 0.00 1.00 0.00
#> 1772060240_A05 1 0.0892 0.964 0.98 0.02 0.00
#> 1772060240_G02 1 0.2066 0.933 0.94 0.06 0.00
#> 1772063065_A06 1 0.0892 0.964 0.98 0.02 0.00
#> 1772063077_B02 2 0.0000 0.973 0.00 1.00 0.00
#> 1772063068_E02 1 0.0892 0.964 0.98 0.02 0.00
#> 1772063068_C11 1 0.0892 0.964 0.98 0.02 0.00
#> 1772063068_C06 1 0.0892 0.964 0.98 0.02 0.00
#> 1772063077_A07 1 0.0000 0.969 1.00 0.00 0.00
#> 1772066096_F09 1 0.0000 0.969 1.00 0.00 0.00
#> 1772066089_F09 1 0.0000 0.969 1.00 0.00 0.00
#> 1772066097_H03 1 0.0892 0.964 0.98 0.02 0.00
#> 1772066099_A08 1 0.0000 0.969 1.00 0.00 0.00
#> 1772066097_G05 3 0.8853 0.361 0.32 0.14 0.54
#> 1772066070_G12 1 0.0000 0.969 1.00 0.00 0.00
#> 1772058171_H07 1 0.0000 0.969 1.00 0.00 0.00
#> 1772063061_A11 1 0.0000 0.969 1.00 0.00 0.00
#> 1772063077_B07 1 0.0000 0.969 1.00 0.00 0.00
#> 1772071040_A06 1 0.0000 0.969 1.00 0.00 0.00
#> 1772062113_F02 1 0.0000 0.969 1.00 0.00 0.00
#> 1772062113_C03 1 0.0000 0.969 1.00 0.00 0.00
#> 1772063063_A01 1 0.0000 0.969 1.00 0.00 0.00
#> 1772060240_C04 1 0.0000 0.969 1.00 0.00 0.00
#> 1772062115_C04 1 0.0000 0.969 1.00 0.00 0.00
#> 1772063078_F02 1 0.0000 0.969 1.00 0.00 0.00
#> 1772062115_A02 1 0.0000 0.969 1.00 0.00 0.00
#> 1772060225_H12 1 0.0000 0.969 1.00 0.00 0.00
#> 1772062109_C11 1 0.0000 0.969 1.00 0.00 0.00
#> 1772062109_D04 1 0.0000 0.969 1.00 0.00 0.00
#> 1772063061_E12 1 0.0000 0.969 1.00 0.00 0.00
#> 1772060240_D11 1 0.0000 0.969 1.00 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> 1772071045_A01 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772071017_E10 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772071014_D03 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772067066_H08 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772067096_G11 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772067096_A02 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772067066_B07 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772067065_G01 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772071015_C10 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772071014_F01 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772071017_B09 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772067065_A12 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772058148_D08 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772062128_G08 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772063077_B03 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772062114_H03 1 0.4855 0.4798 0.60 0.00 0.00 0.40
#> 1772066074_A03 1 0.4855 0.4798 0.60 0.00 0.00 0.40
#> 1772062114_E02 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772062115_A12 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772062113_F08 3 0.4977 0.1439 0.46 0.00 0.54 0.00
#> 1772066108_B02 3 0.4948 0.2080 0.44 0.00 0.56 0.00
#> 1772066102_G06 1 0.4855 0.4798 0.60 0.00 0.00 0.40
#> 1772071035_G04 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772062115_G05 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772066097_G03 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772063064_G08 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772066099_C04 1 0.4855 0.4798 0.60 0.00 0.00 0.40
#> 1772063078_F01 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772071044_A03 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772067083_B10 1 0.7456 0.3675 0.46 0.00 0.18 0.36
#> 1772063064_G03 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772071036_E09 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772062128_D11 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772063078_B02 4 0.4907 0.0479 0.42 0.00 0.00 0.58
#> 1772066100_A12 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772066073_B03 3 0.2647 0.8311 0.12 0.00 0.88 0.00
#> 1772066097_H05 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772067065_A02 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772066077_H12 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772062128_G04 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772062109_H03 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772063063_F01 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772062128_B10 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772063061_B03 3 0.2921 0.8057 0.14 0.00 0.86 0.00
#> 1772063061_B05 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772058177_G09 3 0.4907 0.2669 0.42 0.00 0.58 0.00
#> 1772066097_G12 1 0.4855 0.4798 0.60 0.00 0.00 0.40
#> 1772066097_G02 1 0.4855 0.4798 0.60 0.00 0.00 0.40
#> 1772066100_G07 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772066097_H01 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772067058_H12 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772067076_A03 1 0.5793 0.5141 0.60 0.00 0.04 0.36
#> 1772066096_G01 1 0.4855 0.4798 0.60 0.00 0.00 0.40
#> 1772066102_H10 3 0.4977 0.1439 0.46 0.00 0.54 0.00
#> 1772066099_C12 3 0.4907 0.2669 0.42 0.00 0.58 0.00
#> 1772067083_D10 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772066099_E04 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772066100_D08 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772066099_H02 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772066089_H04 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772066089_B06 1 0.7021 0.1989 0.48 0.00 0.40 0.12
#> 1772066102_G08 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772066102_A04 1 0.7654 0.3572 0.44 0.00 0.22 0.34
#> 1772066100_A05 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772063077_H05 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772067065_G11 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772067066_A11 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772071017_A01 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772071017_G05 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772071017_D12 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772071015_A01 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772071017_H10 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772063070_B10 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772071015_F05 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772071014_B10 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772066100_D04 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772071014_C04 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772067082_D04 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772067065_A08 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772067082_B02 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772071014_F12 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772071014_E02 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772067069_C12 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772067069_D10 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772067066_A06 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772071041_E12 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772071041_D09 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772071041_E01 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772071041_G07 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772071041_H09 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772071041_G08 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772063070_F03 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772063063_G11 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063062_H11 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772063064_D02 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772067074_C05 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772067066_B03 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772067074_B09 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772067074_F03 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772071041_A02 2 0.2345 0.8637 0.10 0.90 0.00 0.00
#> 1772067063_B12 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772067073_C04 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772063068_D04 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772067069_F05 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772063068_F07 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772063065_F02 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772067074_F12 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772063064_B11 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772062109_E06 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772071040_G09 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772062128_D07 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772062128_D10 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772063068_D03 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772063070_E01 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772062116_G05 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772060240_H05 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772063065_F04 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772071040_B12 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772063065_B02 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772067074_F10 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772060224_H02 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772062116_A06 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063061_A05 4 0.4277 0.6008 0.00 0.28 0.00 0.72
#> 1772060240_D06 2 0.3610 0.7299 0.00 0.80 0.00 0.20
#> 1772067069_C05 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772067073_B04 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772062113_E01 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772067073_F10 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772062109_F09 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772067058_C12 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772066073_C01 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772067076_A05 4 0.2011 0.8514 0.00 0.00 0.08 0.92
#> 1772066100_D12 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772067076_C01 4 0.2345 0.8308 0.00 0.00 0.10 0.90
#> 1772067082_C10 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772067082_G07 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772066098_B05 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772066097_H07 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772071040_D11 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772062116_B02 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772067074_A02 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772067074_C04 4 0.3801 0.7004 0.00 0.22 0.00 0.78
#> 1772067063_B09 2 0.1211 0.9264 0.00 0.96 0.00 0.04
#> 1772062118_B11 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772071040_A01 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772067066_G02 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772067073_F02 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772063061_A10 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772062128_C12 3 0.0000 0.9564 0.00 0.00 1.00 0.00
#> 1772063061_A03 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063074_E06 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063064_H01 2 0.4977 0.1151 0.00 0.54 0.00 0.46
#> 1772063068_A12 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772062109_H06 4 0.1637 0.8669 0.06 0.00 0.00 0.94
#> 1772062109_D03 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772062128_D01 4 0.1637 0.8670 0.06 0.00 0.00 0.94
#> 1772063061_H04 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772062115_C09 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772063078_E02 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772058177_G03 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772063068_E07 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063061_C11 2 0.4790 0.3632 0.00 0.62 0.00 0.38
#> 1772063061_D11 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772063061_E06 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772063071_A03 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063061_G12 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772062128_H06 2 0.2011 0.8873 0.00 0.92 0.00 0.08
#> 1772063061_C06 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772063061_H01 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063061_B06 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063071_E12 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772058177_C10 1 0.1637 0.8515 0.94 0.00 0.00 0.06
#> 1772058177_H05 2 0.0707 0.9440 0.00 0.98 0.00 0.02
#> 1772063061_F06 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772058171_E01 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063061_A02 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063061_B01 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063068_F09 2 0.4977 0.1178 0.00 0.54 0.00 0.46
#> 1772063064_C02 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063068_B04 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063077_C06 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063061_H08 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063063_E11 4 0.2011 0.8572 0.00 0.08 0.00 0.92
#> 1772063070_F01 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063078_F03 4 0.1211 0.8948 0.00 0.04 0.00 0.96
#> 1772062115_D06 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063062_D12 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772062113_D06 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063062_D06 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772062114_F10 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772063078_C04 2 0.4907 0.2528 0.00 0.58 0.00 0.42
#> 1772063068_C12 4 0.4948 0.2232 0.00 0.44 0.00 0.56
#> 1772062115_E09 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063062_A03 2 0.2345 0.8654 0.00 0.90 0.10 0.00
#> 1772062114_G07 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772062113_G03 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772062114_A02 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772062109_D07 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772062111_H03 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772067073_D11 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063071_E09 4 0.4907 0.2800 0.00 0.42 0.00 0.58
#> 1772062113_D03 4 0.3610 0.7305 0.00 0.20 0.00 0.80
#> 1772063070_D11 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063063_A07 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772062111_C10 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772063065_D09 4 0.4907 0.2809 0.00 0.42 0.00 0.58
#> 1772062111_E07 2 0.4522 0.5319 0.32 0.68 0.00 0.00
#> 1772067070_F11 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772063063_H04 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772067073_D12 2 0.1637 0.9078 0.00 0.94 0.00 0.06
#> 1772071040_G12 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772062115_E10 2 0.2345 0.8650 0.00 0.90 0.00 0.10
#> 1772063068_E12 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772063068_G01 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772060224_F11 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772071040_H08 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772063070_D09 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063077_B04 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772062114_B06 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772063070_F09 4 0.5883 0.5010 0.06 0.30 0.00 0.64
#> 1772062114_G09 1 0.4790 0.5099 0.62 0.00 0.00 0.38
#> 1772060224_C05 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772060240_F09 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772062128_A11 1 0.3801 0.6567 0.78 0.00 0.22 0.00
#> 1772060240_E07 4 0.4855 0.3341 0.00 0.40 0.00 0.60
#> 1772063068_D02 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772063063_A02 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772063068_E03 2 0.0000 0.9601 0.00 1.00 0.00 0.00
#> 1772060240_A02 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772060240_C06 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772060240_B09 4 0.4134 0.6351 0.00 0.26 0.00 0.74
#> 1772060240_A05 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772060240_G02 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063065_A06 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063077_B02 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063068_E02 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063068_C11 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063068_C06 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772063077_A07 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772066096_F09 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772066089_F09 1 0.4855 0.4798 0.60 0.00 0.00 0.40
#> 1772066097_H03 4 0.0000 0.9274 0.00 0.00 0.00 1.00
#> 1772066099_A08 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772066097_G05 4 0.0707 0.9114 0.00 0.02 0.00 0.98
#> 1772066070_G12 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772058171_H07 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772063061_A11 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772063077_B07 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772071040_A06 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772062113_F02 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772062113_C03 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772063063_A01 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772060240_C04 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772062115_C04 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772063078_F02 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772062115_A02 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772060225_H12 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772062109_C11 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772062109_D04 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772063061_E12 1 0.0000 0.8876 1.00 0.00 0.00 0.00
#> 1772060240_D11 1 0.0000 0.8876 1.00 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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 256 3.30e-05 7.56e-10 2
#> ATC:skmeans 257 6.69e-40 1.02e-30 3
#> ATC:skmeans 236 1.53e-52 3.10e-35 4
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: Node022. Child nodes: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01121-leaf , Node01122-leaf , Node01131-leaf , Node01132-leaf , Node01133-leaf , Node01134-leaf , Node01221 , Node01222 , Node02111-leaf , Node02112-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02211-leaf , Node02212-leaf , Node02213-leaf , Node02221-leaf , Node02222-leaf , Node02223-leaf , Node02224-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02421-leaf , Node02422-leaf , Node02423-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0221"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 8463 rows and 131 columns.
#> Top rows (846) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 0.990 0.996 0.502 0.499 0.499
#> 3 3 1.000 0.984 0.993 0.312 0.756 0.551
#> 4 4 0.895 0.875 0.949 0.142 0.809 0.509
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
#> 1772062114_H03 2 0.000 0.997 0.00 1.00
#> 1772066074_A03 2 0.000 0.997 0.00 1.00
#> 1772062114_E02 2 0.000 0.997 0.00 1.00
#> 1772062115_A12 2 0.000 0.997 0.00 1.00
#> 1772062113_F08 2 0.000 0.997 0.00 1.00
#> 1772066108_B02 2 0.000 0.997 0.00 1.00
#> 1772066102_G06 2 0.000 0.997 0.00 1.00
#> 1772071035_G04 2 0.000 0.997 0.00 1.00
#> 1772062115_G05 1 0.327 0.933 0.94 0.06
#> 1772063064_G08 2 0.000 0.997 0.00 1.00
#> 1772066099_C04 2 0.000 0.997 0.00 1.00
#> 1772063078_F01 2 0.000 0.997 0.00 1.00
#> 1772067083_B10 2 0.000 0.997 0.00 1.00
#> 1772063078_B02 1 0.904 0.531 0.68 0.32
#> 1772066073_B03 2 0.000 0.997 0.00 1.00
#> 1772066097_H05 2 0.000 0.997 0.00 1.00
#> 1772063063_F01 2 0.000 0.997 0.00 1.00
#> 1772063061_B03 2 0.000 0.997 0.00 1.00
#> 1772063061_B05 2 0.000 0.997 0.00 1.00
#> 1772058177_G09 2 0.000 0.997 0.00 1.00
#> 1772066097_G12 2 0.000 0.997 0.00 1.00
#> 1772066097_G02 2 0.000 0.997 0.00 1.00
#> 1772067076_A03 2 0.000 0.997 0.00 1.00
#> 1772066096_G01 2 0.000 0.997 0.00 1.00
#> 1772066102_H10 2 0.000 0.997 0.00 1.00
#> 1772066099_C12 2 0.000 0.997 0.00 1.00
#> 1772066089_B06 2 0.000 0.997 0.00 1.00
#> 1772066102_A04 1 0.000 0.994 1.00 0.00
#> 1772063063_G11 1 0.000 0.994 1.00 0.00
#> 1772067073_C04 2 0.000 0.997 0.00 1.00
#> 1772063064_B11 1 0.000 0.994 1.00 0.00
#> 1772062116_G05 2 0.000 0.997 0.00 1.00
#> 1772060224_H02 1 0.000 0.994 1.00 0.00
#> 1772062116_A06 1 0.000 0.994 1.00 0.00
#> 1772063061_A05 1 0.000 0.994 1.00 0.00
#> 1772066073_C01 1 0.000 0.994 1.00 0.00
#> 1772067076_A05 1 0.000 0.994 1.00 0.00
#> 1772067076_C01 1 0.000 0.994 1.00 0.00
#> 1772066098_B05 1 0.000 0.994 1.00 0.00
#> 1772067074_C04 1 0.000 0.994 1.00 0.00
#> 1772063061_A03 1 0.000 0.994 1.00 0.00
#> 1772063074_E06 1 0.000 0.994 1.00 0.00
#> 1772063068_A12 1 0.000 0.994 1.00 0.00
#> 1772062109_H06 2 0.000 0.997 0.00 1.00
#> 1772062109_D03 2 0.000 0.997 0.00 1.00
#> 1772062128_D01 1 0.000 0.994 1.00 0.00
#> 1772063061_H04 1 0.000 0.994 1.00 0.00
#> 1772062115_C09 2 0.000 0.997 0.00 1.00
#> 1772063078_E02 1 0.000 0.994 1.00 0.00
#> 1772058177_G03 2 0.000 0.997 0.00 1.00
#> 1772063068_E07 1 0.000 0.994 1.00 0.00
#> 1772063061_C11 1 0.000 0.994 1.00 0.00
#> 1772063061_D11 2 0.000 0.997 0.00 1.00
#> 1772063061_E06 2 0.000 0.997 0.00 1.00
#> 1772063071_A03 1 0.000 0.994 1.00 0.00
#> 1772063061_G12 1 0.000 0.994 1.00 0.00
#> 1772063061_C06 2 0.000 0.997 0.00 1.00
#> 1772063061_H01 1 0.141 0.975 0.98 0.02
#> 1772063061_B06 1 0.000 0.994 1.00 0.00
#> 1772063071_E12 1 0.000 0.994 1.00 0.00
#> 1772058177_C10 2 0.000 0.997 0.00 1.00
#> 1772063061_F06 2 0.000 0.997 0.00 1.00
#> 1772058171_E01 1 0.000 0.994 1.00 0.00
#> 1772063061_A02 1 0.000 0.994 1.00 0.00
#> 1772063061_B01 1 0.000 0.994 1.00 0.00
#> 1772063064_C02 1 0.000 0.994 1.00 0.00
#> 1772063068_B04 1 0.000 0.994 1.00 0.00
#> 1772063077_C06 1 0.000 0.994 1.00 0.00
#> 1772063061_H08 1 0.000 0.994 1.00 0.00
#> 1772063063_E11 1 0.000 0.994 1.00 0.00
#> 1772063070_F01 1 0.000 0.994 1.00 0.00
#> 1772063078_F03 1 0.000 0.994 1.00 0.00
#> 1772062115_D06 1 0.000 0.994 1.00 0.00
#> 1772063062_D12 1 0.000 0.994 1.00 0.00
#> 1772062113_D06 1 0.000 0.994 1.00 0.00
#> 1772063062_D06 1 0.000 0.994 1.00 0.00
#> 1772062114_F10 2 0.000 0.997 0.00 1.00
#> 1772063068_C12 1 0.000 0.994 1.00 0.00
#> 1772062115_E09 1 0.000 0.994 1.00 0.00
#> 1772062114_G07 1 0.000 0.994 1.00 0.00
#> 1772062113_G03 1 0.000 0.994 1.00 0.00
#> 1772062114_A02 1 0.000 0.994 1.00 0.00
#> 1772062109_D07 1 0.000 0.994 1.00 0.00
#> 1772062111_H03 2 0.000 0.997 0.00 1.00
#> 1772067073_D11 1 0.000 0.994 1.00 0.00
#> 1772062113_D03 1 0.000 0.994 1.00 0.00
#> 1772063070_D11 1 0.000 0.994 1.00 0.00
#> 1772063063_A07 1 0.000 0.994 1.00 0.00
#> 1772063065_D09 1 0.000 0.994 1.00 0.00
#> 1772063063_H04 1 0.000 0.994 1.00 0.00
#> 1772071040_G12 2 0.000 0.997 0.00 1.00
#> 1772063070_D09 1 0.000 0.994 1.00 0.00
#> 1772063070_F09 1 0.000 0.994 1.00 0.00
#> 1772062114_G09 1 0.000 0.994 1.00 0.00
#> 1772060224_C05 2 0.000 0.997 0.00 1.00
#> 1772062128_A11 1 0.000 0.994 1.00 0.00
#> 1772060240_E07 1 0.000 0.994 1.00 0.00
#> 1772063068_D02 2 0.634 0.809 0.16 0.84
#> 1772060240_A02 1 0.000 0.994 1.00 0.00
#> 1772060240_C06 1 0.000 0.994 1.00 0.00
#> 1772060240_B09 1 0.000 0.994 1.00 0.00
#> 1772060240_A05 1 0.000 0.994 1.00 0.00
#> 1772060240_G02 1 0.000 0.994 1.00 0.00
#> 1772063065_A06 1 0.000 0.994 1.00 0.00
#> 1772063077_B02 1 0.000 0.994 1.00 0.00
#> 1772063068_E02 1 0.000 0.994 1.00 0.00
#> 1772063068_C11 1 0.000 0.994 1.00 0.00
#> 1772063068_C06 1 0.000 0.994 1.00 0.00
#> 1772063077_A07 2 0.000 0.997 0.00 1.00
#> 1772066096_F09 1 0.000 0.994 1.00 0.00
#> 1772066089_F09 2 0.000 0.997 0.00 1.00
#> 1772066097_H03 1 0.000 0.994 1.00 0.00
#> 1772066099_A08 2 0.000 0.997 0.00 1.00
#> 1772066097_G05 1 0.000 0.994 1.00 0.00
#> 1772066070_G12 2 0.000 0.997 0.00 1.00
#> 1772058171_H07 2 0.000 0.997 0.00 1.00
#> 1772063061_A11 2 0.000 0.997 0.00 1.00
#> 1772063077_B07 2 0.000 0.997 0.00 1.00
#> 1772071040_A06 2 0.000 0.997 0.00 1.00
#> 1772062113_F02 2 0.000 0.997 0.00 1.00
#> 1772062113_C03 2 0.000 0.997 0.00 1.00
#> 1772063063_A01 2 0.000 0.997 0.00 1.00
#> 1772060240_C04 2 0.000 0.997 0.00 1.00
#> 1772062115_C04 2 0.000 0.997 0.00 1.00
#> 1772063078_F02 2 0.000 0.997 0.00 1.00
#> 1772062115_A02 2 0.000 0.997 0.00 1.00
#> 1772060225_H12 2 0.000 0.997 0.00 1.00
#> 1772062109_C11 2 0.000 0.997 0.00 1.00
#> 1772062109_D04 2 0.000 0.997 0.00 1.00
#> 1772063061_E12 2 0.000 0.997 0.00 1.00
#> 1772060240_D11 2 0.000 0.997 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> 1772062114_H03 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066074_A03 3 0.0000 0.986 0.00 0.00 1.00
#> 1772062114_E02 2 0.0000 1.000 0.00 1.00 0.00
#> 1772062115_A12 3 0.5216 0.652 0.00 0.26 0.74
#> 1772062113_F08 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066108_B02 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066102_G06 3 0.0000 0.986 0.00 0.00 1.00
#> 1772071035_G04 3 0.0000 0.986 0.00 0.00 1.00
#> 1772062115_G05 3 0.0000 0.986 0.00 0.00 1.00
#> 1772063064_G08 2 0.0000 1.000 0.00 1.00 0.00
#> 1772066099_C04 3 0.0000 0.986 0.00 0.00 1.00
#> 1772063078_F01 2 0.0000 1.000 0.00 1.00 0.00
#> 1772067083_B10 3 0.0000 0.986 0.00 0.00 1.00
#> 1772063078_B02 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066073_B03 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066097_H05 2 0.0000 1.000 0.00 1.00 0.00
#> 1772063063_F01 2 0.0000 1.000 0.00 1.00 0.00
#> 1772063061_B03 3 0.0000 0.986 0.00 0.00 1.00
#> 1772063061_B05 2 0.0000 1.000 0.00 1.00 0.00
#> 1772058177_G09 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066097_G12 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066097_G02 3 0.0000 0.986 0.00 0.00 1.00
#> 1772067076_A03 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066096_G01 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066102_H10 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066099_C12 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066089_B06 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066102_A04 3 0.0000 0.986 0.00 0.00 1.00
#> 1772063063_G11 1 0.0000 0.993 1.00 0.00 0.00
#> 1772067073_C04 2 0.0000 1.000 0.00 1.00 0.00
#> 1772063064_B11 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062116_G05 2 0.0000 1.000 0.00 1.00 0.00
#> 1772060224_H02 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062116_A06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063061_A05 1 0.0000 0.993 1.00 0.00 0.00
#> 1772066073_C01 3 0.0000 0.986 0.00 0.00 1.00
#> 1772067076_A05 3 0.0000 0.986 0.00 0.00 1.00
#> 1772067076_C01 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066098_B05 3 0.0000 0.986 0.00 0.00 1.00
#> 1772067074_C04 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063061_A03 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063074_E06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063068_A12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062109_H06 1 0.8749 0.368 0.56 0.30 0.14
#> 1772062109_D03 2 0.0000 1.000 0.00 1.00 0.00
#> 1772062128_D01 3 0.0000 0.986 0.00 0.00 1.00
#> 1772063061_H04 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062115_C09 2 0.0000 1.000 0.00 1.00 0.00
#> 1772063078_E02 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_G03 2 0.0000 1.000 0.00 1.00 0.00
#> 1772063068_E07 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063061_C11 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063061_D11 2 0.0000 1.000 0.00 1.00 0.00
#> 1772063061_E06 2 0.0000 1.000 0.00 1.00 0.00
#> 1772063071_A03 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063061_G12 3 0.2537 0.906 0.08 0.00 0.92
#> 1772063061_C06 2 0.0000 1.000 0.00 1.00 0.00
#> 1772063061_H01 3 0.0000 0.986 0.00 0.00 1.00
#> 1772063061_B06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063071_E12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772058177_C10 3 0.0892 0.969 0.00 0.02 0.98
#> 1772063061_F06 2 0.0000 1.000 0.00 1.00 0.00
#> 1772058171_E01 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063061_A02 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063061_B01 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063064_C02 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063068_B04 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063077_C06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063061_H08 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063063_E11 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063070_F01 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063078_F03 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062115_D06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063062_D12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062113_D06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063062_D06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062114_F10 2 0.0000 1.000 0.00 1.00 0.00
#> 1772063068_C12 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062115_E09 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062114_G07 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062113_G03 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062114_A02 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062109_D07 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062111_H03 2 0.0000 1.000 0.00 1.00 0.00
#> 1772067073_D11 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062113_D03 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063070_D11 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063063_A07 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063065_D09 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063063_H04 1 0.0000 0.993 1.00 0.00 0.00
#> 1772071040_G12 2 0.0000 1.000 0.00 1.00 0.00
#> 1772063070_D09 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063070_F09 1 0.0000 0.993 1.00 0.00 0.00
#> 1772062114_G09 3 0.0000 0.986 0.00 0.00 1.00
#> 1772060224_C05 2 0.0000 1.000 0.00 1.00 0.00
#> 1772062128_A11 3 0.0000 0.986 0.00 0.00 1.00
#> 1772060240_E07 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063068_D02 2 0.0000 1.000 0.00 1.00 0.00
#> 1772060240_A02 1 0.0000 0.993 1.00 0.00 0.00
#> 1772060240_C06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772060240_B09 1 0.0000 0.993 1.00 0.00 0.00
#> 1772060240_A05 1 0.0000 0.993 1.00 0.00 0.00
#> 1772060240_G02 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063065_A06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063077_B02 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063068_E02 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063068_C11 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063068_C06 1 0.0000 0.993 1.00 0.00 0.00
#> 1772063077_A07 2 0.0000 1.000 0.00 1.00 0.00
#> 1772066096_F09 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066089_F09 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066097_H03 3 0.0000 0.986 0.00 0.00 1.00
#> 1772066099_A08 2 0.0000 1.000 0.00 1.00 0.00
#> 1772066097_G05 3 0.2959 0.884 0.10 0.00 0.90
#> 1772066070_G12 2 0.0000 1.000 0.00 1.00 0.00
#> 1772058171_H07 2 0.0000 1.000 0.00 1.00 0.00
#> 1772063061_A11 2 0.0000 1.000 0.00 1.00 0.00
#> 1772063077_B07 2 0.0000 1.000 0.00 1.00 0.00
#> 1772071040_A06 2 0.0000 1.000 0.00 1.00 0.00
#> 1772062113_F02 2 0.0000 1.000 0.00 1.00 0.00
#> 1772062113_C03 2 0.0000 1.000 0.00 1.00 0.00
#> 1772063063_A01 2 0.0000 1.000 0.00 1.00 0.00
#> 1772060240_C04 2 0.0000 1.000 0.00 1.00 0.00
#> 1772062115_C04 2 0.0000 1.000 0.00 1.00 0.00
#> 1772063078_F02 2 0.0000 1.000 0.00 1.00 0.00
#> 1772062115_A02 2 0.0000 1.000 0.00 1.00 0.00
#> 1772060225_H12 2 0.0000 1.000 0.00 1.00 0.00
#> 1772062109_C11 2 0.0000 1.000 0.00 1.00 0.00
#> 1772062109_D04 2 0.0000 1.000 0.00 1.00 0.00
#> 1772063061_E12 2 0.0000 1.000 0.00 1.00 0.00
#> 1772060240_D11 2 0.0000 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
#> 1772062114_H03 3 0.0000 0.9429 0.00 0.00 1.00 0.00
#> 1772066074_A03 3 0.0000 0.9429 0.00 0.00 1.00 0.00
#> 1772062114_E02 3 0.3172 0.8153 0.00 0.16 0.84 0.00
#> 1772062115_A12 3 0.2921 0.8358 0.00 0.14 0.86 0.00
#> 1772062113_F08 3 0.0707 0.9305 0.00 0.00 0.98 0.02
#> 1772066108_B02 3 0.0000 0.9429 0.00 0.00 1.00 0.00
#> 1772066102_G06 3 0.0000 0.9429 0.00 0.00 1.00 0.00
#> 1772071035_G04 3 0.0000 0.9429 0.00 0.00 1.00 0.00
#> 1772062115_G05 3 0.2011 0.8761 0.08 0.00 0.92 0.00
#> 1772063064_G08 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772066099_C04 3 0.0000 0.9429 0.00 0.00 1.00 0.00
#> 1772063078_F01 3 0.4522 0.5819 0.00 0.32 0.68 0.00
#> 1772067083_B10 3 0.0000 0.9429 0.00 0.00 1.00 0.00
#> 1772063078_B02 3 0.0000 0.9429 0.00 0.00 1.00 0.00
#> 1772066073_B03 3 0.0000 0.9429 0.00 0.00 1.00 0.00
#> 1772066097_H05 3 0.4624 0.5397 0.00 0.34 0.66 0.00
#> 1772063063_F01 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772063061_B03 3 0.0000 0.9429 0.00 0.00 1.00 0.00
#> 1772063061_B05 3 0.3610 0.7684 0.00 0.20 0.80 0.00
#> 1772058177_G09 3 0.0000 0.9429 0.00 0.00 1.00 0.00
#> 1772066097_G12 3 0.0000 0.9429 0.00 0.00 1.00 0.00
#> 1772066097_G02 3 0.0000 0.9429 0.00 0.00 1.00 0.00
#> 1772067076_A03 3 0.0000 0.9429 0.00 0.00 1.00 0.00
#> 1772066096_G01 3 0.0000 0.9429 0.00 0.00 1.00 0.00
#> 1772066102_H10 3 0.0000 0.9429 0.00 0.00 1.00 0.00
#> 1772066099_C12 3 0.0000 0.9429 0.00 0.00 1.00 0.00
#> 1772066089_B06 3 0.0000 0.9429 0.00 0.00 1.00 0.00
#> 1772066102_A04 3 0.2647 0.8388 0.00 0.00 0.88 0.12
#> 1772063063_G11 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772067073_C04 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772063064_B11 4 0.0707 0.9325 0.02 0.00 0.00 0.98
#> 1772062116_G05 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772060224_H02 4 0.0000 0.9440 0.00 0.00 0.00 1.00
#> 1772062116_A06 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772063061_A05 4 0.0000 0.9440 0.00 0.00 0.00 1.00
#> 1772066073_C01 4 0.4855 0.3493 0.00 0.00 0.40 0.60
#> 1772067076_A05 4 0.1637 0.9074 0.00 0.00 0.06 0.94
#> 1772067076_C01 4 0.1637 0.9074 0.00 0.00 0.06 0.94
#> 1772066098_B05 4 0.0000 0.9440 0.00 0.00 0.00 1.00
#> 1772067074_C04 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772063061_A03 4 0.0000 0.9440 0.00 0.00 0.00 1.00
#> 1772063074_E06 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772063068_A12 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772062109_H06 1 0.0707 0.8694 0.98 0.00 0.02 0.00
#> 1772062109_D03 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772062128_D01 4 0.2345 0.8643 0.00 0.00 0.10 0.90
#> 1772063061_H04 4 0.0000 0.9440 0.00 0.00 0.00 1.00
#> 1772062115_C09 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772063078_E02 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772058177_G03 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772063068_E07 1 0.4994 0.1177 0.52 0.00 0.00 0.48
#> 1772063061_C11 4 0.0000 0.9440 0.00 0.00 0.00 1.00
#> 1772063061_D11 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772063061_E06 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772063071_A03 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772063061_G12 4 0.0707 0.9339 0.00 0.00 0.02 0.98
#> 1772063061_C06 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772063061_H01 1 0.5000 -0.0542 0.50 0.00 0.50 0.00
#> 1772063061_B06 4 0.0000 0.9440 0.00 0.00 0.00 1.00
#> 1772063071_E12 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772058177_C10 4 0.2411 0.8899 0.00 0.04 0.04 0.92
#> 1772063061_F06 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772058171_E01 4 0.0000 0.9440 0.00 0.00 0.00 1.00
#> 1772063061_A02 1 0.5000 0.0430 0.50 0.00 0.00 0.50
#> 1772063061_B01 4 0.2647 0.8428 0.12 0.00 0.00 0.88
#> 1772063064_C02 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772063068_B04 4 0.0000 0.9440 0.00 0.00 0.00 1.00
#> 1772063077_C06 4 0.2345 0.8641 0.10 0.00 0.00 0.90
#> 1772063061_H08 4 0.0000 0.9440 0.00 0.00 0.00 1.00
#> 1772063063_E11 4 0.0000 0.9440 0.00 0.00 0.00 1.00
#> 1772063070_F01 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772063078_F03 4 0.4624 0.4417 0.34 0.00 0.00 0.66
#> 1772062115_D06 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772063062_D12 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772062113_D06 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772063062_D06 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772062114_F10 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772063068_C12 4 0.0707 0.9325 0.02 0.00 0.00 0.98
#> 1772062115_E09 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772062114_G07 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772062113_G03 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772062114_A02 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772062109_D07 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772062111_H03 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772067073_D11 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772062113_D03 4 0.3172 0.7912 0.16 0.00 0.00 0.84
#> 1772063070_D11 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772063063_A07 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772063065_D09 1 0.4948 0.2434 0.56 0.00 0.00 0.44
#> 1772063063_H04 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772071040_G12 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772063070_D09 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772063070_F09 4 0.2921 0.8188 0.14 0.00 0.00 0.86
#> 1772062114_G09 4 0.0000 0.9440 0.00 0.00 0.00 1.00
#> 1772060224_C05 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772062128_A11 4 0.0000 0.9440 0.00 0.00 0.00 1.00
#> 1772060240_E07 1 0.4790 0.3873 0.62 0.00 0.00 0.38
#> 1772063068_D02 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772060240_A02 1 0.4948 0.2434 0.56 0.00 0.00 0.44
#> 1772060240_C06 1 0.4948 0.2434 0.56 0.00 0.00 0.44
#> 1772060240_B09 4 0.0000 0.9440 0.00 0.00 0.00 1.00
#> 1772060240_A05 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772060240_G02 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772063065_A06 4 0.0000 0.9440 0.00 0.00 0.00 1.00
#> 1772063077_B02 4 0.0000 0.9440 0.00 0.00 0.00 1.00
#> 1772063068_E02 4 0.0000 0.9440 0.00 0.00 0.00 1.00
#> 1772063068_C11 4 0.0000 0.9440 0.00 0.00 0.00 1.00
#> 1772063068_C06 1 0.0000 0.8867 1.00 0.00 0.00 0.00
#> 1772063077_A07 1 0.4855 0.2800 0.60 0.40 0.00 0.00
#> 1772066096_F09 3 0.1637 0.8992 0.00 0.00 0.94 0.06
#> 1772066089_F09 3 0.0000 0.9429 0.00 0.00 1.00 0.00
#> 1772066097_H03 4 0.0000 0.9440 0.00 0.00 0.00 1.00
#> 1772066099_A08 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772066097_G05 4 0.0000 0.9440 0.00 0.00 0.00 1.00
#> 1772066070_G12 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772058171_H07 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772063061_A11 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772063077_B07 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772071040_A06 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772062113_F02 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772062113_C03 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772063063_A01 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772060240_C04 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772062115_C04 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772063078_F02 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772062115_A02 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772060225_H12 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772062109_C11 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772062109_D04 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772063061_E12 2 0.0000 1.0000 0.00 1.00 0.00 0.00
#> 1772060240_D11 2 0.0000 1.0000 0.00 1.00 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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 131 2.02e-12 4.33e-06 2
#> ATC:skmeans 130 2.95e-23 1.11e-10 3
#> ATC:skmeans 121 1.32e-27 7.39e-11 4
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: Node022. Child nodes: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01121-leaf , Node01122-leaf , Node01131-leaf , Node01132-leaf , Node01133-leaf , Node01134-leaf , Node01221 , Node01222 , Node02111-leaf , Node02112-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02211-leaf , Node02212-leaf , Node02213-leaf , Node02221-leaf , Node02222-leaf , Node02223-leaf , Node02224-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02421-leaf , Node02422-leaf , Node02423-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0222"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 8468 rows and 130 columns.
#> Top rows (847) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 0.982 0.993 0.494 0.508 0.508
#> 3 3 1 0.996 0.998 0.341 0.813 0.638
#> 4 4 1 0.989 0.995 0.127 0.905 0.724
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
#> 1772071045_A01 1 0.000 1.000 1.00 0.00
#> 1772071017_E10 1 0.000 1.000 1.00 0.00
#> 1772071014_D03 1 0.000 1.000 1.00 0.00
#> 1772067066_H08 1 0.000 1.000 1.00 0.00
#> 1772067096_G11 1 0.000 1.000 1.00 0.00
#> 1772067096_A02 1 0.000 1.000 1.00 0.00
#> 1772067066_B07 1 0.000 1.000 1.00 0.00
#> 1772067065_G01 1 0.000 1.000 1.00 0.00
#> 1772071015_C10 1 0.000 1.000 1.00 0.00
#> 1772071014_F01 1 0.000 1.000 1.00 0.00
#> 1772071017_B09 1 0.000 1.000 1.00 0.00
#> 1772067065_A12 1 0.000 1.000 1.00 0.00
#> 1772058148_D08 1 0.000 1.000 1.00 0.00
#> 1772062128_G08 1 0.000 1.000 1.00 0.00
#> 1772063077_B03 1 0.000 1.000 1.00 0.00
#> 1772066097_G03 1 0.000 1.000 1.00 0.00
#> 1772071044_A03 1 0.000 1.000 1.00 0.00
#> 1772063064_G03 1 0.000 1.000 1.00 0.00
#> 1772071036_E09 1 0.000 1.000 1.00 0.00
#> 1772062128_D11 1 0.000 1.000 1.00 0.00
#> 1772066100_A12 1 0.000 1.000 1.00 0.00
#> 1772067065_A02 1 0.000 1.000 1.00 0.00
#> 1772066077_H12 1 0.000 1.000 1.00 0.00
#> 1772062128_G04 1 0.000 1.000 1.00 0.00
#> 1772062109_H03 1 0.000 1.000 1.00 0.00
#> 1772062128_B10 1 0.000 1.000 1.00 0.00
#> 1772066100_G07 1 0.000 1.000 1.00 0.00
#> 1772066097_H01 1 0.000 1.000 1.00 0.00
#> 1772067058_H12 1 0.000 1.000 1.00 0.00
#> 1772067083_D10 1 0.000 1.000 1.00 0.00
#> 1772066099_E04 1 0.000 1.000 1.00 0.00
#> 1772066100_D08 1 0.000 1.000 1.00 0.00
#> 1772066099_H02 1 0.000 1.000 1.00 0.00
#> 1772066089_H04 1 0.000 1.000 1.00 0.00
#> 1772066102_G08 1 0.000 1.000 1.00 0.00
#> 1772066100_A05 1 0.000 1.000 1.00 0.00
#> 1772063077_H05 1 0.000 1.000 1.00 0.00
#> 1772067065_G11 1 0.000 1.000 1.00 0.00
#> 1772067066_A11 1 0.000 1.000 1.00 0.00
#> 1772071017_A01 1 0.000 1.000 1.00 0.00
#> 1772071017_G05 1 0.000 1.000 1.00 0.00
#> 1772071017_D12 1 0.000 1.000 1.00 0.00
#> 1772071015_A01 1 0.000 1.000 1.00 0.00
#> 1772071017_H10 1 0.000 1.000 1.00 0.00
#> 1772063070_B10 1 0.000 1.000 1.00 0.00
#> 1772071015_F05 1 0.000 1.000 1.00 0.00
#> 1772071014_B10 1 0.000 1.000 1.00 0.00
#> 1772066100_D04 1 0.000 1.000 1.00 0.00
#> 1772071014_C04 1 0.000 1.000 1.00 0.00
#> 1772067082_D04 1 0.000 1.000 1.00 0.00
#> 1772067065_A08 1 0.000 1.000 1.00 0.00
#> 1772067082_B02 1 0.000 1.000 1.00 0.00
#> 1772071014_F12 1 0.000 1.000 1.00 0.00
#> 1772071014_E02 1 0.000 1.000 1.00 0.00
#> 1772067069_C12 2 0.000 0.987 0.00 1.00
#> 1772067069_D10 2 0.000 0.987 0.00 1.00
#> 1772067066_A06 2 0.000 0.987 0.00 1.00
#> 1772071041_E12 2 0.000 0.987 0.00 1.00
#> 1772071041_D09 2 0.000 0.987 0.00 1.00
#> 1772071041_E01 2 0.000 0.987 0.00 1.00
#> 1772071041_G07 2 0.000 0.987 0.00 1.00
#> 1772071041_H09 2 0.000 0.987 0.00 1.00
#> 1772071041_G08 2 0.000 0.987 0.00 1.00
#> 1772063070_F03 2 0.000 0.987 0.00 1.00
#> 1772063062_H11 2 0.000 0.987 0.00 1.00
#> 1772063064_D02 2 0.000 0.987 0.00 1.00
#> 1772067074_C05 2 0.000 0.987 0.00 1.00
#> 1772067066_B03 2 0.000 0.987 0.00 1.00
#> 1772067074_B09 2 0.000 0.987 0.00 1.00
#> 1772067074_F03 2 0.000 0.987 0.00 1.00
#> 1772071041_A02 2 0.000 0.987 0.00 1.00
#> 1772067063_B12 2 0.000 0.987 0.00 1.00
#> 1772063068_D04 2 0.000 0.987 0.00 1.00
#> 1772067069_F05 2 0.000 0.987 0.00 1.00
#> 1772063068_F07 2 0.000 0.987 0.00 1.00
#> 1772063065_F02 2 0.000 0.987 0.00 1.00
#> 1772067074_F12 2 0.000 0.987 0.00 1.00
#> 1772062109_E06 2 0.000 0.987 0.00 1.00
#> 1772071040_G09 2 0.000 0.987 0.00 1.00
#> 1772062128_D07 2 0.000 0.987 0.00 1.00
#> 1772062128_D10 2 0.000 0.987 0.00 1.00
#> 1772063068_D03 2 0.000 0.987 0.00 1.00
#> 1772063070_E01 2 0.000 0.987 0.00 1.00
#> 1772060240_H05 2 0.000 0.987 0.00 1.00
#> 1772063065_F04 2 0.000 0.987 0.00 1.00
#> 1772071040_B12 2 0.000 0.987 0.00 1.00
#> 1772063065_B02 2 0.000 0.987 0.00 1.00
#> 1772067074_F10 2 0.000 0.987 0.00 1.00
#> 1772060240_D06 2 0.000 0.987 0.00 1.00
#> 1772067069_C05 2 0.000 0.987 0.00 1.00
#> 1772067073_B04 2 0.000 0.987 0.00 1.00
#> 1772062113_E01 2 0.000 0.987 0.00 1.00
#> 1772067073_F10 2 0.000 0.987 0.00 1.00
#> 1772062109_F09 2 0.000 0.987 0.00 1.00
#> 1772067058_C12 2 0.958 0.402 0.38 0.62
#> 1772066100_D12 2 0.000 0.987 0.00 1.00
#> 1772067082_C10 2 0.881 0.582 0.30 0.70
#> 1772067082_G07 2 0.827 0.655 0.26 0.74
#> 1772066097_H07 2 0.000 0.987 0.00 1.00
#> 1772071040_D11 2 0.000 0.987 0.00 1.00
#> 1772062116_B02 2 0.000 0.987 0.00 1.00
#> 1772067074_A02 2 0.000 0.987 0.00 1.00
#> 1772067063_B09 2 0.000 0.987 0.00 1.00
#> 1772062118_B11 2 0.000 0.987 0.00 1.00
#> 1772071040_A01 2 0.000 0.987 0.00 1.00
#> 1772067066_G02 2 0.000 0.987 0.00 1.00
#> 1772067073_F02 2 0.000 0.987 0.00 1.00
#> 1772063061_A10 2 0.000 0.987 0.00 1.00
#> 1772062128_C12 1 0.000 1.000 1.00 0.00
#> 1772063064_H01 2 0.000 0.987 0.00 1.00
#> 1772062128_H06 2 0.000 0.987 0.00 1.00
#> 1772058177_H05 2 0.000 0.987 0.00 1.00
#> 1772063068_F09 2 0.000 0.987 0.00 1.00
#> 1772063078_C04 2 0.000 0.987 0.00 1.00
#> 1772063062_A03 2 0.000 0.987 0.00 1.00
#> 1772063071_E09 2 0.000 0.987 0.00 1.00
#> 1772062111_C10 2 0.000 0.987 0.00 1.00
#> 1772062111_E07 2 0.000 0.987 0.00 1.00
#> 1772067070_F11 2 0.000 0.987 0.00 1.00
#> 1772067073_D12 2 0.000 0.987 0.00 1.00
#> 1772062115_E10 2 0.000 0.987 0.00 1.00
#> 1772063068_E12 2 0.000 0.987 0.00 1.00
#> 1772063068_G01 2 0.000 0.987 0.00 1.00
#> 1772060224_F11 2 0.000 0.987 0.00 1.00
#> 1772071040_H08 2 0.000 0.987 0.00 1.00
#> 1772063077_B04 2 0.000 0.987 0.00 1.00
#> 1772062114_B06 2 0.000 0.987 0.00 1.00
#> 1772060240_F09 2 0.000 0.987 0.00 1.00
#> 1772063063_A02 2 0.000 0.987 0.00 1.00
#> 1772063068_E03 2 0.000 0.987 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> 1772071045_A01 1 0.0000 1.000 1 0.00 0.00
#> 1772071017_E10 1 0.0000 1.000 1 0.00 0.00
#> 1772071014_D03 1 0.0000 1.000 1 0.00 0.00
#> 1772067066_H08 1 0.0000 1.000 1 0.00 0.00
#> 1772067096_G11 1 0.0000 1.000 1 0.00 0.00
#> 1772067096_A02 1 0.0000 1.000 1 0.00 0.00
#> 1772067066_B07 1 0.0000 1.000 1 0.00 0.00
#> 1772067065_G01 1 0.0000 1.000 1 0.00 0.00
#> 1772071015_C10 1 0.0000 1.000 1 0.00 0.00
#> 1772071014_F01 1 0.0000 1.000 1 0.00 0.00
#> 1772071017_B09 1 0.0000 1.000 1 0.00 0.00
#> 1772067065_A12 1 0.0000 1.000 1 0.00 0.00
#> 1772058148_D08 1 0.0000 1.000 1 0.00 0.00
#> 1772062128_G08 1 0.0000 1.000 1 0.00 0.00
#> 1772063077_B03 1 0.0000 1.000 1 0.00 0.00
#> 1772066097_G03 1 0.0000 1.000 1 0.00 0.00
#> 1772071044_A03 1 0.0000 1.000 1 0.00 0.00
#> 1772063064_G03 1 0.0000 1.000 1 0.00 0.00
#> 1772071036_E09 1 0.0000 1.000 1 0.00 0.00
#> 1772062128_D11 1 0.0000 1.000 1 0.00 0.00
#> 1772066100_A12 1 0.0000 1.000 1 0.00 0.00
#> 1772067065_A02 1 0.0000 1.000 1 0.00 0.00
#> 1772066077_H12 3 0.0000 0.993 0 0.00 1.00
#> 1772062128_G04 1 0.0000 1.000 1 0.00 0.00
#> 1772062109_H03 1 0.0000 1.000 1 0.00 0.00
#> 1772062128_B10 1 0.0000 1.000 1 0.00 0.00
#> 1772066100_G07 1 0.0000 1.000 1 0.00 0.00
#> 1772066097_H01 1 0.0000 1.000 1 0.00 0.00
#> 1772067058_H12 1 0.0000 1.000 1 0.00 0.00
#> 1772067083_D10 1 0.0000 1.000 1 0.00 0.00
#> 1772066099_E04 1 0.0000 1.000 1 0.00 0.00
#> 1772066100_D08 1 0.0000 1.000 1 0.00 0.00
#> 1772066099_H02 1 0.0000 1.000 1 0.00 0.00
#> 1772066089_H04 1 0.0000 1.000 1 0.00 0.00
#> 1772066102_G08 1 0.0000 1.000 1 0.00 0.00
#> 1772066100_A05 1 0.0000 1.000 1 0.00 0.00
#> 1772063077_H05 1 0.0000 1.000 1 0.00 0.00
#> 1772067065_G11 1 0.0000 1.000 1 0.00 0.00
#> 1772067066_A11 1 0.0000 1.000 1 0.00 0.00
#> 1772071017_A01 1 0.0000 1.000 1 0.00 0.00
#> 1772071017_G05 1 0.0000 1.000 1 0.00 0.00
#> 1772071017_D12 1 0.0000 1.000 1 0.00 0.00
#> 1772071015_A01 1 0.0000 1.000 1 0.00 0.00
#> 1772071017_H10 1 0.0000 1.000 1 0.00 0.00
#> 1772063070_B10 1 0.0000 1.000 1 0.00 0.00
#> 1772071015_F05 1 0.0000 1.000 1 0.00 0.00
#> 1772071014_B10 1 0.0000 1.000 1 0.00 0.00
#> 1772066100_D04 1 0.0000 1.000 1 0.00 0.00
#> 1772071014_C04 1 0.0000 1.000 1 0.00 0.00
#> 1772067082_D04 1 0.0000 1.000 1 0.00 0.00
#> 1772067065_A08 1 0.0000 1.000 1 0.00 0.00
#> 1772067082_B02 1 0.0000 1.000 1 0.00 0.00
#> 1772071014_F12 1 0.0000 1.000 1 0.00 0.00
#> 1772071014_E02 1 0.0000 1.000 1 0.00 0.00
#> 1772067069_C12 2 0.0000 0.999 0 1.00 0.00
#> 1772067069_D10 2 0.0000 0.999 0 1.00 0.00
#> 1772067066_A06 2 0.0000 0.999 0 1.00 0.00
#> 1772071041_E12 2 0.0000 0.999 0 1.00 0.00
#> 1772071041_D09 2 0.0000 0.999 0 1.00 0.00
#> 1772071041_E01 2 0.0000 0.999 0 1.00 0.00
#> 1772071041_G07 2 0.0000 0.999 0 1.00 0.00
#> 1772071041_H09 2 0.0000 0.999 0 1.00 0.00
#> 1772071041_G08 2 0.0000 0.999 0 1.00 0.00
#> 1772063070_F03 3 0.0000 0.993 0 0.00 1.00
#> 1772063062_H11 3 0.0000 0.993 0 0.00 1.00
#> 1772063064_D02 2 0.0000 0.999 0 1.00 0.00
#> 1772067074_C05 2 0.0000 0.999 0 1.00 0.00
#> 1772067066_B03 2 0.0000 0.999 0 1.00 0.00
#> 1772067074_B09 2 0.0000 0.999 0 1.00 0.00
#> 1772067074_F03 2 0.0000 0.999 0 1.00 0.00
#> 1772071041_A02 2 0.0000 0.999 0 1.00 0.00
#> 1772067063_B12 2 0.0000 0.999 0 1.00 0.00
#> 1772063068_D04 3 0.0000 0.993 0 0.00 1.00
#> 1772067069_F05 2 0.0000 0.999 0 1.00 0.00
#> 1772063068_F07 3 0.0000 0.993 0 0.00 1.00
#> 1772063065_F02 3 0.0000 0.993 0 0.00 1.00
#> 1772067074_F12 2 0.0000 0.999 0 1.00 0.00
#> 1772062109_E06 3 0.0000 0.993 0 0.00 1.00
#> 1772071040_G09 2 0.0000 0.999 0 1.00 0.00
#> 1772062128_D07 3 0.0000 0.993 0 0.00 1.00
#> 1772062128_D10 3 0.0000 0.993 0 0.00 1.00
#> 1772063068_D03 3 0.0000 0.993 0 0.00 1.00
#> 1772063070_E01 3 0.0000 0.993 0 0.00 1.00
#> 1772060240_H05 2 0.0000 0.999 0 1.00 0.00
#> 1772063065_F04 3 0.0000 0.993 0 0.00 1.00
#> 1772071040_B12 2 0.0000 0.999 0 1.00 0.00
#> 1772063065_B02 3 0.0000 0.993 0 0.00 1.00
#> 1772067074_F10 2 0.0000 0.999 0 1.00 0.00
#> 1772060240_D06 3 0.0000 0.993 0 0.00 1.00
#> 1772067069_C05 2 0.0000 0.999 0 1.00 0.00
#> 1772067073_B04 2 0.0000 0.999 0 1.00 0.00
#> 1772062113_E01 3 0.0000 0.993 0 0.00 1.00
#> 1772067073_F10 2 0.0000 0.999 0 1.00 0.00
#> 1772062109_F09 2 0.0000 0.999 0 1.00 0.00
#> 1772067058_C12 2 0.0000 0.999 0 1.00 0.00
#> 1772066100_D12 2 0.0000 0.999 0 1.00 0.00
#> 1772067082_C10 2 0.0000 0.999 0 1.00 0.00
#> 1772067082_G07 2 0.0000 0.999 0 1.00 0.00
#> 1772066097_H07 2 0.0000 0.999 0 1.00 0.00
#> 1772071040_D11 2 0.0000 0.999 0 1.00 0.00
#> 1772062116_B02 2 0.0000 0.999 0 1.00 0.00
#> 1772067074_A02 2 0.0000 0.999 0 1.00 0.00
#> 1772067063_B09 2 0.0000 0.999 0 1.00 0.00
#> 1772062118_B11 3 0.0000 0.993 0 0.00 1.00
#> 1772071040_A01 3 0.2537 0.913 0 0.08 0.92
#> 1772067066_G02 2 0.0000 0.999 0 1.00 0.00
#> 1772067073_F02 2 0.0000 0.999 0 1.00 0.00
#> 1772063061_A10 3 0.0000 0.993 0 0.00 1.00
#> 1772062128_C12 3 0.0000 0.993 0 0.00 1.00
#> 1772063064_H01 3 0.0000 0.993 0 0.00 1.00
#> 1772062128_H06 3 0.0000 0.993 0 0.00 1.00
#> 1772058177_H05 3 0.0000 0.993 0 0.00 1.00
#> 1772063068_F09 3 0.0000 0.993 0 0.00 1.00
#> 1772063078_C04 3 0.0000 0.993 0 0.00 1.00
#> 1772063062_A03 3 0.0000 0.993 0 0.00 1.00
#> 1772063071_E09 3 0.0000 0.993 0 0.00 1.00
#> 1772062111_C10 3 0.0000 0.993 0 0.00 1.00
#> 1772062111_E07 3 0.0000 0.993 0 0.00 1.00
#> 1772067070_F11 2 0.0000 0.999 0 1.00 0.00
#> 1772067073_D12 2 0.0000 0.999 0 1.00 0.00
#> 1772062115_E10 3 0.0000 0.993 0 0.00 1.00
#> 1772063068_E12 3 0.0000 0.993 0 0.00 1.00
#> 1772063068_G01 3 0.0000 0.993 0 0.00 1.00
#> 1772060224_F11 2 0.0892 0.979 0 0.98 0.02
#> 1772071040_H08 2 0.0000 0.999 0 1.00 0.00
#> 1772063077_B04 3 0.4002 0.813 0 0.16 0.84
#> 1772062114_B06 3 0.0000 0.993 0 0.00 1.00
#> 1772060240_F09 3 0.0000 0.993 0 0.00 1.00
#> 1772063063_A02 3 0.0000 0.993 0 0.00 1.00
#> 1772063068_E03 3 0.0000 0.993 0 0.00 1.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> 1772071045_A01 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772071017_E10 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772071014_D03 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772067066_H08 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772067096_G11 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772067096_A02 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772067066_B07 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772067065_G01 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772071015_C10 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772071014_F01 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772071017_B09 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772067065_A12 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772058148_D08 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772062128_G08 4 0.0000 0.989 0.00 0.00 0.00 1.00
#> 1772063077_B03 4 0.0000 0.989 0.00 0.00 0.00 1.00
#> 1772066097_G03 4 0.0000 0.989 0.00 0.00 0.00 1.00
#> 1772071044_A03 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772063064_G03 4 0.0000 0.989 0.00 0.00 0.00 1.00
#> 1772071036_E09 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772062128_D11 4 0.0000 0.989 0.00 0.00 0.00 1.00
#> 1772066100_A12 4 0.0000 0.989 0.00 0.00 0.00 1.00
#> 1772067065_A02 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772066077_H12 4 0.2921 0.838 0.00 0.00 0.14 0.86
#> 1772062128_G04 4 0.0000 0.989 0.00 0.00 0.00 1.00
#> 1772062109_H03 4 0.0000 0.989 0.00 0.00 0.00 1.00
#> 1772062128_B10 4 0.0000 0.989 0.00 0.00 0.00 1.00
#> 1772066100_G07 4 0.0000 0.989 0.00 0.00 0.00 1.00
#> 1772066097_H01 4 0.0000 0.989 0.00 0.00 0.00 1.00
#> 1772067058_H12 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772067083_D10 4 0.0000 0.989 0.00 0.00 0.00 1.00
#> 1772066099_E04 4 0.0000 0.989 0.00 0.00 0.00 1.00
#> 1772066100_D08 4 0.0000 0.989 0.00 0.00 0.00 1.00
#> 1772066099_H02 4 0.0000 0.989 0.00 0.00 0.00 1.00
#> 1772066089_H04 4 0.0000 0.989 0.00 0.00 0.00 1.00
#> 1772066102_G08 4 0.2011 0.911 0.08 0.00 0.00 0.92
#> 1772066100_A05 4 0.0000 0.989 0.00 0.00 0.00 1.00
#> 1772063077_H05 4 0.0000 0.989 0.00 0.00 0.00 1.00
#> 1772067065_G11 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772067066_A11 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772071017_A01 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772071017_G05 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772071017_D12 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772071015_A01 4 0.0000 0.989 0.00 0.00 0.00 1.00
#> 1772071017_H10 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772063070_B10 4 0.0000 0.989 0.00 0.00 0.00 1.00
#> 1772071015_F05 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772071014_B10 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772066100_D04 4 0.0000 0.989 0.00 0.00 0.00 1.00
#> 1772071014_C04 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772067082_D04 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772067065_A08 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772067082_B02 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772071014_F12 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772071014_E02 1 0.0000 1.000 1.00 0.00 0.00 0.00
#> 1772067069_C12 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772067069_D10 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772067066_A06 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772071041_E12 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772071041_D09 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772071041_E01 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772071041_G07 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772071041_H09 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772071041_G08 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772063070_F03 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772063062_H11 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772063064_D02 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772067074_C05 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772067066_B03 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772067074_B09 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772067074_F03 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772071041_A02 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772067063_B12 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772063068_D04 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772067069_F05 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772063068_F07 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772063065_F02 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772067074_F12 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772062109_E06 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772071040_G09 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772062128_D07 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772062128_D10 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772063068_D03 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772063070_E01 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772060240_H05 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772063065_F04 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772071040_B12 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772063065_B02 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772067074_F10 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772060240_D06 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772067069_C05 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772067073_B04 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772062113_E01 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772067073_F10 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772062109_F09 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772067058_C12 2 0.2647 0.864 0.12 0.88 0.00 0.00
#> 1772066100_D12 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772067082_C10 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772067082_G07 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772066097_H07 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772071040_D11 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772062116_B02 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772067074_A02 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772067063_B09 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772062118_B11 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772071040_A01 3 0.3172 0.802 0.00 0.16 0.84 0.00
#> 1772067066_G02 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772067073_F02 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772063061_A10 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772062128_C12 4 0.0707 0.972 0.00 0.00 0.02 0.98
#> 1772063064_H01 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772062128_H06 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772058177_H05 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772063068_F09 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772063078_C04 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772063062_A03 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772063071_E09 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772062111_C10 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772062111_E07 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772067070_F11 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772067073_D12 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772062115_E10 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772063068_E12 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772063068_G01 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772060224_F11 2 0.2011 0.909 0.00 0.92 0.08 0.00
#> 1772071040_H08 2 0.0000 0.995 0.00 1.00 0.00 0.00
#> 1772063077_B04 3 0.1211 0.950 0.00 0.04 0.96 0.00
#> 1772062114_B06 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772060240_F09 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772063063_A02 3 0.0000 0.993 0.00 0.00 1.00 0.00
#> 1772063068_E03 3 0.0000 0.993 0.00 0.00 1.00 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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 129 7.30e-28 9.15e-16 2
#> ATC:skmeans 130 6.31e-28 3.42e-13 3
#> ATC:skmeans 130 2.08e-26 1.49e-14 4
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 , Node0112 , Node0113 , Node0121-leaf , Node0122 , Node0131-leaf , Node0132-leaf , Node0133-leaf , Node0134-leaf , Node0211 , Node0212 , Node0213 , Node0221 , Node0222 , Node0231 , Node0232 , Node0241-leaf , Node0242 , Node0311-leaf , Node0312-leaf , Node0313-leaf , Node0314-leaf , Node0321-leaf , Node0322-leaf , Node0323-leaf , Node0324-leaf , Node0331-leaf , Node0332-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 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 9755 rows and 167 columns.
#> Top rows (976) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 partitions by row resampling.
#> Best k for subgroups seems to be 2.
#>
#> Following methods can be applied to this 'ConsensusPartition' object:
#> [1] "cola_report" "collect_classes" "collect_plots"
#> [4] "collect_stats" "colnames" "compare_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 0.503 0.497 0.497
#> 3 3 0.776 0.908 0.922 0.273 0.815 0.642
#> 4 4 0.759 0.906 0.932 0.120 0.901 0.729
suggest_best_k() suggests the best \(k\) based on these statistics. The rules are as follows:
suggest_best_k(res)
#> [1] 2
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
#> 1772071015_C02 2 0 1 0 1
#> 1772071017_G12 2 0 1 0 1
#> 1772071017_A05 1 0 1 1 0
#> 1772071014_B06 1 0 1 1 0
#> 1772067065_H06 2 0 1 0 1
#> 1772071017_E02 2 0 1 0 1
#> 1772067065_B07 2 0 1 0 1
#> 1772067060_B09 2 0 1 0 1
#> 1772071014_E04 2 0 1 0 1
#> 1772071015_D04 2 0 1 0 1
#> 1772071015_C11 2 0 1 0 1
#> 1772071017_D04 1 0 1 1 0
#> 1772071017_D06 1 0 1 1 0
#> 1772067082_D07 2 0 1 0 1
#> 1772071017_F09 1 0 1 1 0
#> 1772071017_A09 1 0 1 1 0
#> 1772067094_C05 2 0 1 0 1
#> 1772067059_B06 1 0 1 1 0
#> 1772066089_C05 2 0 1 0 1
#> 1772067094_F04 2 0 1 0 1
#> 1772071015_C08 2 0 1 0 1
#> 1772071045_D06 2 0 1 0 1
#> 1772071017_F07 1 0 1 1 0
#> 1772071017_E06 1 0 1 1 0
#> 1772067066_C10 2 0 1 0 1
#> 1772071017_B05 2 0 1 0 1
#> 1772071014_E06 1 0 1 1 0
#> 1772071014_B04 2 0 1 0 1
#> 1772067066_B09 2 0 1 0 1
#> 1772071015_B08 1 0 1 1 0
#> 1772071014_C11 2 0 1 0 1
#> 1772067066_E10 2 0 1 0 1
#> 1772067065_F11 2 0 1 0 1
#> 1772071014_H11 1 0 1 1 0
#> 1772071017_B11 2 0 1 0 1
#> 1772071014_A07 1 0 1 1 0
#> 1772071017_B03 2 0 1 0 1
#> 1772071015_B04 2 0 1 0 1
#> 1772067065_D06 2 0 1 0 1
#> 1772071017_G11 1 0 1 1 0
#> 1772067054_E12 2 0 1 0 1
#> 1772067083_B12 2 0 1 0 1
#> 1772067083_B09 2 0 1 0 1
#> 1772071014_H12 1 0 1 1 0
#> 1772067082_H11 2 0 1 0 1
#> 1772071015_F03 1 0 1 1 0
#> 1772071015_B11 1 0 1 1 0
#> 1772071014_G10 1 0 1 1 0
#> 1772071015_F07 1 0 1 1 0
#> 1772067065_E07 1 0 1 1 0
#> 1772067063_E06 1 0 1 1 0
#> 1772067065_A11 1 0 1 1 0
#> 1772071015_G12 1 0 1 1 0
#> 1772067058_D07 2 0 1 0 1
#> 1772067065_D01 2 0 1 0 1
#> 1772071015_A02 2 0 1 0 1
#> 1772071015_D06 2 0 1 0 1
#> 1772071017_B02 1 0 1 1 0
#> 1772071017_D07 1 0 1 1 0
#> 1772071017_A11 2 0 1 0 1
#> 1772071017_B01 2 0 1 0 1
#> 1772071017_C07 1 0 1 1 0
#> 1772071015_H11 2 0 1 0 1
#> 1772071014_A05 2 0 1 0 1
#> 1772071017_A10 2 0 1 0 1
#> 1772071017_C08 2 0 1 0 1
#> 1772071015_G04 2 0 1 0 1
#> 1772067066_B02 2 0 1 0 1
#> 1772071015_E06 2 0 1 0 1
#> 1772067064_E04 1 0 1 1 0
#> 1772071015_C01 2 0 1 0 1
#> 1772071014_F06 2 0 1 0 1
#> 1772071017_D10 1 0 1 1 0
#> 1772071017_C05 2 0 1 0 1
#> 1772071014_E05 1 0 1 1 0
#> 1772071017_E04 1 0 1 1 0
#> 1772067065_F07 2 0 1 0 1
#> 1772066102_B02 1 0 1 1 0
#> 1772066102_C09 1 0 1 1 0
#> 1772067059_E03 1 0 1 1 0
#> 1772066102_C06 1 0 1 1 0
#> 1772067057_H02 1 0 1 1 0
#> 1772067082_B01 2 0 1 0 1
#> 1772071040_A12 1 0 1 1 0
#> 1772067082_F03 2 0 1 0 1
#> 1772067060_B04 1 0 1 1 0
#> 1772071045_C11 1 0 1 1 0
#> 1772066077_E08 1 0 1 1 0
#> 1772066099_C11 1 0 1 1 0
#> 1772067058_A12 1 0 1 1 0
#> 1772066108_E06 1 0 1 1 0
#> 1772066095_D02 1 0 1 1 0
#> 1772066101_F04 1 0 1 1 0
#> 1772067082_F02 1 0 1 1 0
#> 1772071035_B09 1 0 1 1 0
#> 1772071015_H07 1 0 1 1 0
#> 1772071036_C02 1 0 1 1 0
#> 1772066108_F04 1 0 1 1 0
#> 1772071035_H02 1 0 1 1 0
#> 1772062109_H07 1 0 1 1 0
#> 1772067076_E03 1 0 1 1 0
#> 1772067059_G10 1 0 1 1 0
#> 1772067076_D04 1 0 1 1 0
#> 1772066099_H06 1 0 1 1 0
#> 1772066102_G12 1 0 1 1 0
#> 1772071035_E07 1 0 1 1 0
#> 1772066102_B11 1 0 1 1 0
#> 1772066099_A01 1 0 1 1 0
#> 1772066102_C11 1 0 1 1 0
#> 1772071045_A10 2 0 1 0 1
#> 1772071044_H10 1 0 1 1 0
#> 1772067076_E04 1 0 1 1 0
#> 1772067057_D12 1 0 1 1 0
#> 1772071015_A11 2 0 1 0 1
#> 1772066100_H07 2 0 1 0 1
#> 1772067093_H07 2 0 1 0 1
#> 1772067069_H02 2 0 1 0 1
#> 1772067069_A03 2 0 1 0 1
#> 1772071041_F07 2 0 1 0 1
#> 1772071040_B04 2 0 1 0 1
#> 1772067070_D04 2 0 1 0 1
#> 1772071040_B01 2 0 1 0 1
#> 1772062109_B03 1 0 1 1 0
#> 1772067069_H10 2 0 1 0 1
#> 1772067073_A01 2 0 1 0 1
#> 1772062116_B04 1 0 1 1 0
#> 1772071017_C06 2 0 1 0 1
#> 1772071040_G08 2 0 1 0 1
#> 1772067070_F03 2 0 1 0 1
#> 1772067070_E11 2 0 1 0 1
#> 1772071040_F05 2 0 1 0 1
#> 1772067064_F02 2 0 1 0 1
#> 1772071041_A04 2 0 1 0 1
#> 1772067074_B01 2 0 1 0 1
#> 1772067073_G09 2 0 1 0 1
#> 1772067069_E04 2 0 1 0 1
#> 1772071041_A05 2 0 1 0 1
#> 1772067069_C08 2 0 1 0 1
#> 1772063063_D11 2 0 1 0 1
#> 1772071015_D07 1 0 1 1 0
#> 1772067064_A12 2 0 1 0 1
#> 1772067066_C03 2 0 1 0 1
#> 1772066095_D06 1 0 1 1 0
#> 1772067059_E04 1 0 1 1 0
#> 1772067059_A05 2 0 1 0 1
#> 1772066102_F02 1 0 1 1 0
#> 1772071040_F10 2 0 1 0 1
#> 1772071041_D08 2 0 1 0 1
#> 1772067064_G12 2 0 1 0 1
#> 1772071041_F02 2 0 1 0 1
#> 1772071040_A11 2 0 1 0 1
#> 1772071041_B12 2 0 1 0 1
#> 1772071014_C08 1 0 1 1 0
#> 1772067065_G07 1 0 1 1 0
#> 1772071014_H02 1 0 1 1 0
#> 1772063061_H12 1 0 1 1 0
#> 1772063061_E05 1 0 1 1 0
#> 1772062115_C08 1 0 1 1 0
#> 1772063061_C02 1 0 1 1 0
#> 1772067063_H06 1 0 1 1 0
#> 1772062113_E03 1 0 1 1 0
#> 1772067073_H12 1 0 1 1 0
#> 1772071041_E08 1 0 1 1 0
#> 1772067063_C06 2 0 1 0 1
#> 1772067057_A06 1 0 1 1 0
#> 1772067069_H05 2 0 1 0 1
#> 1772067094_G09 2 0 1 0 1
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> 1772071015_C02 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071017_G12 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071017_A05 1 0.4291 0.851 0.82 0.18 0.00
#> 1772071014_B06 1 0.4291 0.851 0.82 0.18 0.00
#> 1772067065_H06 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071017_E02 2 0.4291 0.933 0.00 0.82 0.18
#> 1772067065_B07 2 0.0000 0.788 0.00 1.00 0.00
#> 1772067060_B09 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071014_E04 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071015_D04 2 0.0000 0.788 0.00 1.00 0.00
#> 1772071015_C11 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071017_D04 1 0.0000 0.958 1.00 0.00 0.00
#> 1772071017_D06 2 0.6280 -0.182 0.46 0.54 0.00
#> 1772067082_D07 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071017_F09 2 0.6280 -0.182 0.46 0.54 0.00
#> 1772071017_A09 1 0.4291 0.851 0.82 0.18 0.00
#> 1772067094_C05 2 0.0892 0.805 0.00 0.98 0.02
#> 1772067059_B06 1 0.4291 0.851 0.82 0.18 0.00
#> 1772066089_C05 2 0.4796 0.890 0.00 0.78 0.22
#> 1772067094_F04 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071015_C08 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071045_D06 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071017_F07 1 0.4291 0.851 0.82 0.18 0.00
#> 1772071017_E06 1 0.4291 0.851 0.82 0.18 0.00
#> 1772067066_C10 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071017_B05 2 0.0000 0.788 0.00 1.00 0.00
#> 1772071014_E06 1 0.0000 0.958 1.00 0.00 0.00
#> 1772071014_B04 2 0.4291 0.933 0.00 0.82 0.18
#> 1772067066_B09 2 0.0892 0.805 0.00 0.98 0.02
#> 1772071015_B08 1 0.0000 0.958 1.00 0.00 0.00
#> 1772071014_C11 2 0.4291 0.933 0.00 0.82 0.18
#> 1772067066_E10 2 0.4291 0.933 0.00 0.82 0.18
#> 1772067065_F11 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071014_H11 2 0.0892 0.771 0.02 0.98 0.00
#> 1772071017_B11 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071014_A07 1 0.4291 0.851 0.82 0.18 0.00
#> 1772071017_B03 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071015_B04 2 0.4291 0.933 0.00 0.82 0.18
#> 1772067065_D06 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071017_G11 1 0.4002 0.864 0.84 0.16 0.00
#> 1772067054_E12 2 0.4291 0.933 0.00 0.82 0.18
#> 1772067083_B12 2 0.4291 0.933 0.00 0.82 0.18
#> 1772067083_B09 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071014_H12 1 0.0000 0.958 1.00 0.00 0.00
#> 1772067082_H11 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071015_F03 1 0.0000 0.958 1.00 0.00 0.00
#> 1772071015_B11 1 0.4291 0.851 0.82 0.18 0.00
#> 1772071014_G10 1 0.0000 0.958 1.00 0.00 0.00
#> 1772071015_F07 1 0.0000 0.958 1.00 0.00 0.00
#> 1772067065_E07 1 0.0000 0.958 1.00 0.00 0.00
#> 1772067063_E06 1 0.0000 0.958 1.00 0.00 0.00
#> 1772067065_A11 1 0.0000 0.958 1.00 0.00 0.00
#> 1772071015_G12 1 0.0000 0.958 1.00 0.00 0.00
#> 1772067058_D07 2 0.4291 0.933 0.00 0.82 0.18
#> 1772067065_D01 2 0.4862 0.913 0.02 0.82 0.16
#> 1772071015_A02 2 0.0000 0.788 0.00 1.00 0.00
#> 1772071015_D06 2 0.0000 0.788 0.00 1.00 0.00
#> 1772071017_B02 1 0.0000 0.958 1.00 0.00 0.00
#> 1772071017_D07 1 0.4291 0.851 0.82 0.18 0.00
#> 1772071017_A11 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071017_B01 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071017_C07 1 0.4291 0.851 0.82 0.18 0.00
#> 1772071015_H11 2 0.1529 0.822 0.00 0.96 0.04
#> 1772071014_A05 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071017_A10 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071017_C08 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071015_G04 2 0.4291 0.933 0.00 0.82 0.18
#> 1772067066_B02 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071015_E06 2 0.4291 0.933 0.00 0.82 0.18
#> 1772067064_E04 1 0.0000 0.958 1.00 0.00 0.00
#> 1772071015_C01 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071014_F06 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071017_D10 1 0.4291 0.851 0.82 0.18 0.00
#> 1772071017_C05 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071014_E05 1 0.2537 0.887 0.92 0.08 0.00
#> 1772071017_E04 1 0.4291 0.851 0.82 0.18 0.00
#> 1772067065_F07 2 0.4291 0.933 0.00 0.82 0.18
#> 1772066102_B02 1 0.0000 0.958 1.00 0.00 0.00
#> 1772066102_C09 1 0.0000 0.958 1.00 0.00 0.00
#> 1772067059_E03 1 0.0000 0.958 1.00 0.00 0.00
#> 1772066102_C06 1 0.0000 0.958 1.00 0.00 0.00
#> 1772067057_H02 1 0.0000 0.958 1.00 0.00 0.00
#> 1772067082_B01 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071040_A12 1 0.0892 0.943 0.98 0.00 0.02
#> 1772067082_F03 2 0.4291 0.933 0.00 0.82 0.18
#> 1772067060_B04 1 0.0000 0.958 1.00 0.00 0.00
#> 1772071045_C11 1 0.0892 0.947 0.98 0.02 0.00
#> 1772066077_E08 1 0.0000 0.958 1.00 0.00 0.00
#> 1772066099_C11 1 0.0000 0.958 1.00 0.00 0.00
#> 1772067058_A12 1 0.0000 0.958 1.00 0.00 0.00
#> 1772066108_E06 1 0.0000 0.958 1.00 0.00 0.00
#> 1772066095_D02 1 0.0000 0.958 1.00 0.00 0.00
#> 1772066101_F04 1 0.0000 0.958 1.00 0.00 0.00
#> 1772067082_F02 1 0.5397 0.745 0.72 0.28 0.00
#> 1772071035_B09 1 0.0000 0.958 1.00 0.00 0.00
#> 1772071015_H07 1 0.0000 0.958 1.00 0.00 0.00
#> 1772071036_C02 1 0.0000 0.958 1.00 0.00 0.00
#> 1772066108_F04 1 0.0000 0.958 1.00 0.00 0.00
#> 1772071035_H02 1 0.0000 0.958 1.00 0.00 0.00
#> 1772062109_H07 1 0.0000 0.958 1.00 0.00 0.00
#> 1772067076_E03 1 0.0000 0.958 1.00 0.00 0.00
#> 1772067059_G10 1 0.0000 0.958 1.00 0.00 0.00
#> 1772067076_D04 1 0.0000 0.958 1.00 0.00 0.00
#> 1772066099_H06 1 0.0000 0.958 1.00 0.00 0.00
#> 1772066102_G12 1 0.0000 0.958 1.00 0.00 0.00
#> 1772071035_E07 1 0.0000 0.958 1.00 0.00 0.00
#> 1772066102_B11 1 0.0000 0.958 1.00 0.00 0.00
#> 1772066099_A01 1 0.0000 0.958 1.00 0.00 0.00
#> 1772066102_C11 1 0.0000 0.958 1.00 0.00 0.00
#> 1772071045_A10 2 0.4291 0.933 0.00 0.82 0.18
#> 1772071044_H10 1 0.0000 0.958 1.00 0.00 0.00
#> 1772067076_E04 1 0.0000 0.958 1.00 0.00 0.00
#> 1772067057_D12 1 0.0000 0.958 1.00 0.00 0.00
#> 1772071015_A11 2 0.4291 0.933 0.00 0.82 0.18
#> 1772066100_H07 2 0.4291 0.933 0.00 0.82 0.18
#> 1772067093_H07 2 0.4291 0.933 0.00 0.82 0.18
#> 1772067069_H02 3 0.0000 0.962 0.00 0.00 1.00
#> 1772067069_A03 3 0.0000 0.962 0.00 0.00 1.00
#> 1772071041_F07 3 0.0000 0.962 0.00 0.00 1.00
#> 1772071040_B04 3 0.0000 0.962 0.00 0.00 1.00
#> 1772067070_D04 3 0.0000 0.962 0.00 0.00 1.00
#> 1772071040_B01 3 0.0000 0.962 0.00 0.00 1.00
#> 1772062109_B03 1 0.0000 0.958 1.00 0.00 0.00
#> 1772067069_H10 3 0.0000 0.962 0.00 0.00 1.00
#> 1772067073_A01 3 0.0000 0.962 0.00 0.00 1.00
#> 1772062116_B04 3 0.4291 0.756 0.18 0.00 0.82
#> 1772071017_C06 3 0.0000 0.962 0.00 0.00 1.00
#> 1772071040_G08 3 0.0000 0.962 0.00 0.00 1.00
#> 1772067070_F03 3 0.0000 0.962 0.00 0.00 1.00
#> 1772067070_E11 3 0.0000 0.962 0.00 0.00 1.00
#> 1772071040_F05 3 0.0000 0.962 0.00 0.00 1.00
#> 1772067064_F02 3 0.0000 0.962 0.00 0.00 1.00
#> 1772071041_A04 3 0.0000 0.962 0.00 0.00 1.00
#> 1772067074_B01 3 0.0000 0.962 0.00 0.00 1.00
#> 1772067073_G09 3 0.0000 0.962 0.00 0.00 1.00
#> 1772067069_E04 3 0.0000 0.962 0.00 0.00 1.00
#> 1772071041_A05 3 0.0000 0.962 0.00 0.00 1.00
#> 1772067069_C08 3 0.0000 0.962 0.00 0.00 1.00
#> 1772063063_D11 3 0.0000 0.962 0.00 0.00 1.00
#> 1772071015_D07 1 0.4291 0.851 0.82 0.18 0.00
#> 1772067064_A12 3 0.0000 0.962 0.00 0.00 1.00
#> 1772067066_C03 3 0.0892 0.939 0.00 0.02 0.98
#> 1772066095_D06 1 0.5706 0.506 0.68 0.00 0.32
#> 1772067059_E04 1 0.0000 0.958 1.00 0.00 0.00
#> 1772067059_A05 3 0.0000 0.962 0.00 0.00 1.00
#> 1772066102_F02 1 0.0892 0.943 0.98 0.00 0.02
#> 1772071040_F10 3 0.0000 0.962 0.00 0.00 1.00
#> 1772071041_D08 3 0.0000 0.962 0.00 0.00 1.00
#> 1772067064_G12 3 0.0000 0.962 0.00 0.00 1.00
#> 1772071041_F02 3 0.0000 0.962 0.00 0.00 1.00
#> 1772071040_A11 3 0.0000 0.962 0.00 0.00 1.00
#> 1772071041_B12 3 0.0000 0.962 0.00 0.00 1.00
#> 1772071014_C08 1 0.0000 0.958 1.00 0.00 0.00
#> 1772067065_G07 1 0.0000 0.958 1.00 0.00 0.00
#> 1772071014_H02 1 0.0000 0.958 1.00 0.00 0.00
#> 1772063061_H12 1 0.0000 0.958 1.00 0.00 0.00
#> 1772063061_E05 1 0.0000 0.958 1.00 0.00 0.00
#> 1772062115_C08 1 0.0000 0.958 1.00 0.00 0.00
#> 1772063061_C02 1 0.0000 0.958 1.00 0.00 0.00
#> 1772067063_H06 3 0.4291 0.756 0.18 0.00 0.82
#> 1772062113_E03 1 0.0000 0.958 1.00 0.00 0.00
#> 1772067073_H12 3 0.4291 0.756 0.18 0.00 0.82
#> 1772071041_E08 3 0.6126 0.353 0.40 0.00 0.60
#> 1772067063_C06 3 0.0000 0.962 0.00 0.00 1.00
#> 1772067057_A06 1 0.0000 0.958 1.00 0.00 0.00
#> 1772067069_H05 3 0.0000 0.962 0.00 0.00 1.00
#> 1772067094_G09 3 0.0000 0.962 0.00 0.00 1.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> 1772071015_C02 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071017_G12 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071017_A05 4 0.2647 0.898 0.12 0.00 0.00 0.88
#> 1772071014_B06 4 0.2647 0.898 0.12 0.00 0.00 0.88
#> 1772067065_H06 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071017_E02 2 0.0707 0.955 0.00 0.98 0.00 0.02
#> 1772067065_B07 4 0.2647 0.775 0.00 0.12 0.00 0.88
#> 1772067060_B09 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071014_E04 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071015_D04 4 0.4948 0.190 0.00 0.44 0.00 0.56
#> 1772071015_C11 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071017_D04 1 0.1637 0.890 0.94 0.00 0.00 0.06
#> 1772071017_D06 4 0.2647 0.898 0.12 0.00 0.00 0.88
#> 1772067082_D07 2 0.2345 0.865 0.00 0.90 0.00 0.10
#> 1772071017_F09 4 0.2647 0.898 0.12 0.00 0.00 0.88
#> 1772071017_A09 4 0.3801 0.832 0.22 0.00 0.00 0.78
#> 1772067094_C05 2 0.2345 0.865 0.00 0.90 0.00 0.10
#> 1772067059_B06 4 0.3801 0.832 0.22 0.00 0.00 0.78
#> 1772066089_C05 2 0.0707 0.953 0.00 0.98 0.02 0.00
#> 1772067094_F04 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071015_C08 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071045_D06 2 0.0707 0.955 0.00 0.98 0.02 0.00
#> 1772071017_F07 4 0.3801 0.832 0.22 0.00 0.00 0.78
#> 1772071017_E06 4 0.2647 0.898 0.12 0.00 0.00 0.88
#> 1772067066_C10 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071017_B05 4 0.4948 0.183 0.00 0.44 0.00 0.56
#> 1772071014_E06 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772071014_B04 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772067066_B09 2 0.2345 0.865 0.00 0.90 0.00 0.10
#> 1772071015_B08 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772071014_C11 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772067066_E10 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772067065_F11 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071014_H11 4 0.3037 0.799 0.02 0.10 0.00 0.88
#> 1772071017_B11 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071014_A07 4 0.3801 0.832 0.22 0.00 0.00 0.78
#> 1772071017_B03 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071015_B04 2 0.0707 0.955 0.00 0.98 0.00 0.02
#> 1772067065_D06 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071017_G11 4 0.4277 0.749 0.28 0.00 0.00 0.72
#> 1772067054_E12 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772067083_B12 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772067083_B09 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071014_H12 1 0.0707 0.928 0.98 0.00 0.00 0.02
#> 1772067082_H11 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071015_F03 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772071015_B11 4 0.2647 0.898 0.12 0.00 0.00 0.88
#> 1772071014_G10 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772071015_F07 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772067065_E07 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772067063_E06 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772067065_A11 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772071015_G12 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772067058_D07 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772067065_D01 2 0.0707 0.951 0.02 0.98 0.00 0.00
#> 1772071015_A02 2 0.4134 0.641 0.00 0.74 0.00 0.26
#> 1772071015_D06 2 0.4977 0.129 0.00 0.54 0.00 0.46
#> 1772071017_B02 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772071017_D07 4 0.2647 0.898 0.12 0.00 0.00 0.88
#> 1772071017_A11 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071017_B01 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071017_C07 4 0.2647 0.898 0.12 0.00 0.00 0.88
#> 1772071015_H11 2 0.1637 0.913 0.00 0.94 0.00 0.06
#> 1772071014_A05 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071017_A10 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071017_C08 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071015_G04 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772067066_B02 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071015_E06 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772067064_E04 1 0.2011 0.868 0.92 0.00 0.00 0.08
#> 1772071015_C01 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071014_F06 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071017_D10 4 0.2647 0.898 0.12 0.00 0.00 0.88
#> 1772071017_C05 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071014_E05 1 0.3935 0.837 0.86 0.06 0.02 0.06
#> 1772071017_E04 4 0.2647 0.898 0.12 0.00 0.00 0.88
#> 1772067065_F07 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772066102_B02 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772066102_C09 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772067059_E03 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772066102_C06 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772067057_H02 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772067082_B01 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071040_A12 1 0.4894 0.774 0.78 0.00 0.10 0.12
#> 1772067082_F03 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772067060_B04 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772071045_C11 1 0.3400 0.729 0.82 0.00 0.00 0.18
#> 1772066077_E08 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772066099_C11 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772067058_A12 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772066108_E06 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772066095_D02 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772066101_F04 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772067082_F02 4 0.2647 0.898 0.12 0.00 0.00 0.88
#> 1772071035_B09 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772071015_H07 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772071036_C02 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772066108_F04 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772071035_H02 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772062109_H07 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772067076_E03 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772067059_G10 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772067076_D04 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772066099_H06 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772066102_G12 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772071035_E07 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772066102_B11 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772066099_A01 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772066102_C11 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772071045_A10 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772071044_H10 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772067076_E04 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772067057_D12 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772071015_A11 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772066100_H07 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772067093_H07 2 0.0000 0.973 0.00 1.00 0.00 0.00
#> 1772067069_H02 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772067069_A03 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772071041_F07 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772071040_B04 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772067070_D04 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772071040_B01 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772062109_B03 1 0.4894 0.774 0.78 0.00 0.10 0.12
#> 1772067069_H10 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772067073_A01 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772062116_B04 3 0.2647 0.789 0.00 0.00 0.88 0.12
#> 1772071017_C06 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772071040_G08 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772067070_F03 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772067070_E11 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772071040_F05 3 0.0000 0.872 0.00 0.00 1.00 0.00
#> 1772067064_F02 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772071041_A04 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772067074_B01 3 0.2647 0.789 0.00 0.00 0.88 0.12
#> 1772067073_G09 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772067069_E04 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772071041_A05 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772067069_C08 3 0.0000 0.872 0.00 0.00 1.00 0.00
#> 1772063063_D11 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772071015_D07 4 0.2647 0.898 0.12 0.00 0.00 0.88
#> 1772067064_A12 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772067066_C03 3 0.3801 0.816 0.00 0.22 0.78 0.00
#> 1772066095_D06 1 0.5428 0.731 0.74 0.00 0.14 0.12
#> 1772067059_E04 1 0.2647 0.853 0.88 0.00 0.00 0.12
#> 1772067059_A05 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772066102_F02 1 0.4894 0.774 0.78 0.00 0.10 0.12
#> 1772071040_F10 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772071041_D08 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772067064_G12 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772071041_F02 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772071040_A11 3 0.2011 0.943 0.00 0.08 0.92 0.00
#> 1772071041_B12 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772071014_C08 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772067065_G07 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772071014_H02 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772063061_H12 1 0.4894 0.774 0.78 0.00 0.10 0.12
#> 1772063061_E05 1 0.4894 0.774 0.78 0.00 0.10 0.12
#> 1772062115_C08 1 0.4894 0.774 0.78 0.00 0.10 0.12
#> 1772063061_C02 1 0.4894 0.774 0.78 0.00 0.10 0.12
#> 1772067063_H06 3 0.2647 0.789 0.00 0.00 0.88 0.12
#> 1772062113_E03 1 0.4894 0.774 0.78 0.00 0.10 0.12
#> 1772067073_H12 3 0.2647 0.789 0.00 0.00 0.88 0.12
#> 1772071041_E08 1 0.6366 0.593 0.64 0.00 0.24 0.12
#> 1772067063_C06 3 0.2345 0.958 0.00 0.10 0.90 0.00
#> 1772067057_A06 1 0.0000 0.944 1.00 0.00 0.00 0.00
#> 1772067069_H05 3 0.0000 0.872 0.00 0.00 1.00 0.00
#> 1772067094_G09 3 0.2647 0.938 0.00 0.12 0.88 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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 167 3.51e-02 6.45e-07 2
#> ATC:skmeans 164 1.78e-22 4.30e-20 3
#> ATC:skmeans 164 3.95e-20 8.87e-18 4
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: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01121-leaf , Node01122-leaf , Node01131-leaf , Node01132-leaf , Node01133-leaf , Node01134-leaf , Node01221 , Node01222 , Node02111-leaf , Node02112-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02211-leaf , Node02212-leaf , Node02213-leaf , Node02221-leaf , Node02222-leaf , Node02223-leaf , Node02224-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02421-leaf , Node02422-leaf , Node02423-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.
#> On a matrix with 9234 rows and 81 columns.
#> Top rows (923) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 0.998 0.999 0.506 0.494 0.494
#> 3 3 1 0.975 0.984 0.287 0.831 0.665
#> 4 4 1 0.992 0.992 0.160 0.871 0.642
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
#> 1772071017_A05 1 0.000 1.000 1.00 0.00
#> 1772071014_B06 1 0.000 1.000 1.00 0.00
#> 1772071017_D04 1 0.000 1.000 1.00 0.00
#> 1772071017_D06 1 0.000 1.000 1.00 0.00
#> 1772071017_F09 1 0.000 1.000 1.00 0.00
#> 1772071017_A09 1 0.000 1.000 1.00 0.00
#> 1772067059_B06 1 0.000 1.000 1.00 0.00
#> 1772071017_F07 1 0.000 1.000 1.00 0.00
#> 1772071017_E06 1 0.000 1.000 1.00 0.00
#> 1772071014_E06 1 0.000 1.000 1.00 0.00
#> 1772071015_B08 1 0.000 1.000 1.00 0.00
#> 1772071014_H11 1 0.000 1.000 1.00 0.00
#> 1772071014_A07 1 0.000 1.000 1.00 0.00
#> 1772071017_G11 1 0.000 1.000 1.00 0.00
#> 1772071014_H12 1 0.000 1.000 1.00 0.00
#> 1772071015_F03 2 0.000 0.999 0.00 1.00
#> 1772071015_B11 1 0.000 1.000 1.00 0.00
#> 1772071014_G10 2 0.000 0.999 0.00 1.00
#> 1772071015_F07 1 0.000 1.000 1.00 0.00
#> 1772067065_E07 2 0.242 0.958 0.04 0.96
#> 1772067063_E06 2 0.000 0.999 0.00 1.00
#> 1772067065_A11 1 0.000 1.000 1.00 0.00
#> 1772071015_G12 1 0.000 1.000 1.00 0.00
#> 1772071017_B02 1 0.000 1.000 1.00 0.00
#> 1772071017_D07 1 0.000 1.000 1.00 0.00
#> 1772071017_C07 1 0.000 1.000 1.00 0.00
#> 1772067064_E04 1 0.000 1.000 1.00 0.00
#> 1772071017_D10 1 0.000 1.000 1.00 0.00
#> 1772071014_E05 2 0.000 0.999 0.00 1.00
#> 1772071017_E04 1 0.000 1.000 1.00 0.00
#> 1772066102_B02 2 0.000 0.999 0.00 1.00
#> 1772066102_C09 2 0.000 0.999 0.00 1.00
#> 1772067059_E03 1 0.000 1.000 1.00 0.00
#> 1772066102_C06 2 0.000 0.999 0.00 1.00
#> 1772067057_H02 1 0.000 1.000 1.00 0.00
#> 1772071040_A12 2 0.000 0.999 0.00 1.00
#> 1772067060_B04 1 0.000 1.000 1.00 0.00
#> 1772071045_C11 1 0.000 1.000 1.00 0.00
#> 1772066077_E08 2 0.000 0.999 0.00 1.00
#> 1772066099_C11 2 0.000 0.999 0.00 1.00
#> 1772067058_A12 2 0.000 0.999 0.00 1.00
#> 1772066108_E06 2 0.000 0.999 0.00 1.00
#> 1772066095_D02 2 0.000 0.999 0.00 1.00
#> 1772066101_F04 2 0.000 0.999 0.00 1.00
#> 1772067082_F02 1 0.000 1.000 1.00 0.00
#> 1772071035_B09 1 0.000 1.000 1.00 0.00
#> 1772071015_H07 1 0.000 1.000 1.00 0.00
#> 1772071036_C02 1 0.000 1.000 1.00 0.00
#> 1772066108_F04 2 0.000 0.999 0.00 1.00
#> 1772071035_H02 2 0.000 0.999 0.00 1.00
#> 1772062109_H07 2 0.000 0.999 0.00 1.00
#> 1772067076_E03 2 0.000 0.999 0.00 1.00
#> 1772067059_G10 1 0.000 1.000 1.00 0.00
#> 1772067076_D04 2 0.000 0.999 0.00 1.00
#> 1772066099_H06 2 0.000 0.999 0.00 1.00
#> 1772066102_G12 2 0.000 0.999 0.00 1.00
#> 1772071035_E07 1 0.000 1.000 1.00 0.00
#> 1772066102_B11 1 0.000 1.000 1.00 0.00
#> 1772066099_A01 2 0.000 0.999 0.00 1.00
#> 1772066102_C11 1 0.000 1.000 1.00 0.00
#> 1772071044_H10 1 0.000 1.000 1.00 0.00
#> 1772067076_E04 2 0.000 0.999 0.00 1.00
#> 1772067057_D12 2 0.000 0.999 0.00 1.00
#> 1772062109_B03 2 0.000 0.999 0.00 1.00
#> 1772062116_B04 2 0.000 0.999 0.00 1.00
#> 1772071015_D07 1 0.000 1.000 1.00 0.00
#> 1772066095_D06 2 0.000 0.999 0.00 1.00
#> 1772067059_E04 2 0.000 0.999 0.00 1.00
#> 1772066102_F02 2 0.000 0.999 0.00 1.00
#> 1772071014_C08 1 0.000 1.000 1.00 0.00
#> 1772067065_G07 1 0.141 0.980 0.98 0.02
#> 1772071014_H02 1 0.000 1.000 1.00 0.00
#> 1772063061_H12 2 0.000 0.999 0.00 1.00
#> 1772063061_E05 2 0.000 0.999 0.00 1.00
#> 1772062115_C08 2 0.000 0.999 0.00 1.00
#> 1772063061_C02 2 0.000 0.999 0.00 1.00
#> 1772067063_H06 2 0.000 0.999 0.00 1.00
#> 1772062113_E03 2 0.000 0.999 0.00 1.00
#> 1772067073_H12 2 0.000 0.999 0.00 1.00
#> 1772071041_E08 2 0.000 0.999 0.00 1.00
#> 1772067057_A06 2 0.000 0.999 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> 1772071017_A05 1 0.0000 1.000 1.00 0.00 0.00
#> 1772071014_B06 1 0.0000 1.000 1.00 0.00 0.00
#> 1772071017_D04 1 0.0000 1.000 1.00 0.00 0.00
#> 1772071017_D06 1 0.0000 1.000 1.00 0.00 0.00
#> 1772071017_F09 1 0.0000 1.000 1.00 0.00 0.00
#> 1772071017_A09 1 0.0000 1.000 1.00 0.00 0.00
#> 1772067059_B06 1 0.0000 1.000 1.00 0.00 0.00
#> 1772071017_F07 1 0.0000 1.000 1.00 0.00 0.00
#> 1772071017_E06 1 0.0000 1.000 1.00 0.00 0.00
#> 1772071014_E06 3 0.0892 0.973 0.02 0.00 0.98
#> 1772071015_B08 1 0.0000 1.000 1.00 0.00 0.00
#> 1772071014_H11 1 0.0000 1.000 1.00 0.00 0.00
#> 1772071014_A07 1 0.0000 1.000 1.00 0.00 0.00
#> 1772071017_G11 1 0.0000 1.000 1.00 0.00 0.00
#> 1772071014_H12 1 0.0000 1.000 1.00 0.00 0.00
#> 1772071015_F03 2 0.0000 0.985 0.00 1.00 0.00
#> 1772071015_B11 1 0.0000 1.000 1.00 0.00 0.00
#> 1772071014_G10 2 0.0000 0.985 0.00 1.00 0.00
#> 1772071015_F07 3 0.0892 0.973 0.02 0.00 0.98
#> 1772067065_E07 2 0.5643 0.682 0.02 0.76 0.22
#> 1772067063_E06 2 0.0000 0.985 0.00 1.00 0.00
#> 1772067065_A11 3 0.0892 0.973 0.02 0.00 0.98
#> 1772071015_G12 3 0.0892 0.973 0.02 0.00 0.98
#> 1772071017_B02 3 0.0892 0.973 0.02 0.00 0.98
#> 1772071017_D07 1 0.0000 1.000 1.00 0.00 0.00
#> 1772071017_C07 1 0.0000 1.000 1.00 0.00 0.00
#> 1772067064_E04 1 0.0000 1.000 1.00 0.00 0.00
#> 1772071017_D10 1 0.0000 1.000 1.00 0.00 0.00
#> 1772071014_E05 2 0.0892 0.984 0.00 0.98 0.02
#> 1772071017_E04 1 0.0000 1.000 1.00 0.00 0.00
#> 1772066102_B02 2 0.0000 0.985 0.00 1.00 0.00
#> 1772066102_C09 2 0.0000 0.985 0.00 1.00 0.00
#> 1772067059_E03 3 0.0892 0.962 0.00 0.02 0.98
#> 1772066102_C06 2 0.0000 0.985 0.00 1.00 0.00
#> 1772067057_H02 3 0.0892 0.973 0.02 0.00 0.98
#> 1772071040_A12 2 0.0892 0.984 0.00 0.98 0.02
#> 1772067060_B04 3 0.0892 0.973 0.02 0.00 0.98
#> 1772071045_C11 1 0.0000 1.000 1.00 0.00 0.00
#> 1772066077_E08 2 0.0892 0.984 0.00 0.98 0.02
#> 1772066099_C11 2 0.0000 0.985 0.00 1.00 0.00
#> 1772067058_A12 2 0.0000 0.985 0.00 1.00 0.00
#> 1772066108_E06 2 0.0000 0.985 0.00 1.00 0.00
#> 1772066095_D02 2 0.0000 0.985 0.00 1.00 0.00
#> 1772066101_F04 3 0.5835 0.496 0.00 0.34 0.66
#> 1772067082_F02 1 0.0000 1.000 1.00 0.00 0.00
#> 1772071035_B09 3 0.0892 0.973 0.02 0.00 0.98
#> 1772071015_H07 3 0.0892 0.973 0.02 0.00 0.98
#> 1772071036_C02 3 0.0892 0.973 0.02 0.00 0.98
#> 1772066108_F04 2 0.0000 0.985 0.00 1.00 0.00
#> 1772071035_H02 2 0.0000 0.985 0.00 1.00 0.00
#> 1772062109_H07 2 0.0000 0.985 0.00 1.00 0.00
#> 1772067076_E03 2 0.0000 0.985 0.00 1.00 0.00
#> 1772067059_G10 3 0.0892 0.973 0.02 0.00 0.98
#> 1772067076_D04 2 0.0000 0.985 0.00 1.00 0.00
#> 1772066099_H06 2 0.0000 0.985 0.00 1.00 0.00
#> 1772066102_G12 3 0.0892 0.962 0.00 0.02 0.98
#> 1772071035_E07 3 0.0892 0.973 0.02 0.00 0.98
#> 1772066102_B11 3 0.0892 0.962 0.00 0.02 0.98
#> 1772066099_A01 2 0.0000 0.985 0.00 1.00 0.00
#> 1772066102_C11 3 0.0892 0.962 0.00 0.02 0.98
#> 1772071044_H10 3 0.0892 0.973 0.02 0.00 0.98
#> 1772067076_E04 2 0.0000 0.985 0.00 1.00 0.00
#> 1772067057_D12 2 0.0000 0.985 0.00 1.00 0.00
#> 1772062109_B03 2 0.0892 0.984 0.00 0.98 0.02
#> 1772062116_B04 2 0.0892 0.984 0.00 0.98 0.02
#> 1772071015_D07 1 0.0000 1.000 1.00 0.00 0.00
#> 1772066095_D06 2 0.0892 0.984 0.00 0.98 0.02
#> 1772067059_E04 2 0.0892 0.984 0.00 0.98 0.02
#> 1772066102_F02 2 0.0892 0.984 0.00 0.98 0.02
#> 1772071014_C08 3 0.0000 0.961 0.00 0.00 1.00
#> 1772067065_G07 3 0.0000 0.961 0.00 0.00 1.00
#> 1772071014_H02 3 0.0892 0.973 0.02 0.00 0.98
#> 1772063061_H12 2 0.0892 0.984 0.00 0.98 0.02
#> 1772063061_E05 2 0.0892 0.984 0.00 0.98 0.02
#> 1772062115_C08 2 0.0892 0.984 0.00 0.98 0.02
#> 1772063061_C02 2 0.0892 0.984 0.00 0.98 0.02
#> 1772067063_H06 2 0.0892 0.984 0.00 0.98 0.02
#> 1772062113_E03 2 0.0892 0.984 0.00 0.98 0.02
#> 1772067073_H12 2 0.0892 0.984 0.00 0.98 0.02
#> 1772071041_E08 2 0.0892 0.984 0.00 0.98 0.02
#> 1772067057_A06 2 0.0892 0.984 0.00 0.98 0.02
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> 1772071017_A05 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> 1772071014_B06 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> 1772071017_D04 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> 1772071017_D06 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> 1772071017_F09 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> 1772071017_A09 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> 1772067059_B06 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> 1772071017_F07 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> 1772071017_E06 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> 1772071014_E06 3 0.0707 0.992 0.02 0.00 0.98 0.00
#> 1772071015_B08 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> 1772071014_H11 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> 1772071014_A07 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> 1772071017_G11 1 0.0707 0.980 0.98 0.00 0.02 0.00
#> 1772071014_H12 1 0.0707 0.980 0.98 0.00 0.02 0.00
#> 1772071015_F03 2 0.0707 0.984 0.00 0.98 0.02 0.00
#> 1772071015_B11 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> 1772071014_G10 2 0.0707 0.984 0.00 0.98 0.02 0.00
#> 1772071015_F07 3 0.0707 0.992 0.02 0.00 0.98 0.00
#> 1772067065_E07 2 0.0707 0.984 0.00 0.98 0.02 0.00
#> 1772067063_E06 2 0.0707 0.984 0.00 0.98 0.02 0.00
#> 1772067065_A11 3 0.0707 0.992 0.02 0.00 0.98 0.00
#> 1772071015_G12 3 0.0707 0.992 0.02 0.00 0.98 0.00
#> 1772071017_B02 3 0.0707 0.992 0.02 0.00 0.98 0.00
#> 1772071017_D07 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> 1772071017_C07 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> 1772067064_E04 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> 1772071017_D10 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> 1772071014_E05 4 0.0000 1.000 0.00 0.00 0.00 1.00
#> 1772071017_E04 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> 1772066102_B02 2 0.0707 0.981 0.00 0.98 0.00 0.02
#> 1772066102_C09 2 0.0000 0.990 0.00 1.00 0.00 0.00
#> 1772067059_E03 3 0.0707 0.980 0.00 0.02 0.98 0.00
#> 1772066102_C06 2 0.0707 0.981 0.00 0.98 0.00 0.02
#> 1772067057_H02 3 0.0707 0.992 0.02 0.00 0.98 0.00
#> 1772071040_A12 4 0.0000 1.000 0.00 0.00 0.00 1.00
#> 1772067060_B04 3 0.0707 0.992 0.02 0.00 0.98 0.00
#> 1772071045_C11 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> 1772066077_E08 4 0.0000 1.000 0.00 0.00 0.00 1.00
#> 1772066099_C11 2 0.0000 0.990 0.00 1.00 0.00 0.00
#> 1772067058_A12 2 0.1211 0.961 0.00 0.96 0.00 0.04
#> 1772066108_E06 2 0.0707 0.981 0.00 0.98 0.00 0.02
#> 1772066095_D02 2 0.0000 0.990 0.00 1.00 0.00 0.00
#> 1772066101_F04 2 0.0000 0.990 0.00 1.00 0.00 0.00
#> 1772067082_F02 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> 1772071035_B09 3 0.0707 0.992 0.02 0.00 0.98 0.00
#> 1772071015_H07 3 0.0707 0.992 0.02 0.00 0.98 0.00
#> 1772071036_C02 3 0.0707 0.992 0.02 0.00 0.98 0.00
#> 1772066108_F04 2 0.0000 0.990 0.00 1.00 0.00 0.00
#> 1772071035_H02 2 0.0000 0.990 0.00 1.00 0.00 0.00
#> 1772062109_H07 2 0.0000 0.990 0.00 1.00 0.00 0.00
#> 1772067076_E03 2 0.0000 0.990 0.00 1.00 0.00 0.00
#> 1772067059_G10 3 0.0707 0.980 0.00 0.02 0.98 0.00
#> 1772067076_D04 2 0.0000 0.990 0.00 1.00 0.00 0.00
#> 1772066099_H06 2 0.0000 0.990 0.00 1.00 0.00 0.00
#> 1772066102_G12 2 0.0000 0.990 0.00 1.00 0.00 0.00
#> 1772071035_E07 3 0.0707 0.992 0.02 0.00 0.98 0.00
#> 1772066102_B11 3 0.0707 0.980 0.00 0.02 0.98 0.00
#> 1772066099_A01 2 0.0000 0.990 0.00 1.00 0.00 0.00
#> 1772066102_C11 3 0.0707 0.980 0.00 0.02 0.98 0.00
#> 1772071044_H10 3 0.0707 0.992 0.02 0.00 0.98 0.00
#> 1772067076_E04 2 0.0707 0.981 0.00 0.98 0.00 0.02
#> 1772067057_D12 2 0.0707 0.984 0.00 0.98 0.02 0.00
#> 1772062109_B03 4 0.0000 1.000 0.00 0.00 0.00 1.00
#> 1772062116_B04 4 0.0000 1.000 0.00 0.00 0.00 1.00
#> 1772071015_D07 1 0.0000 0.998 1.00 0.00 0.00 0.00
#> 1772066095_D06 4 0.0000 1.000 0.00 0.00 0.00 1.00
#> 1772067059_E04 4 0.0000 1.000 0.00 0.00 0.00 1.00
#> 1772066102_F02 4 0.0000 1.000 0.00 0.00 0.00 1.00
#> 1772071014_C08 3 0.0707 0.977 0.00 0.00 0.98 0.02
#> 1772067065_G07 3 0.0707 0.977 0.00 0.00 0.98 0.02
#> 1772071014_H02 3 0.0707 0.992 0.02 0.00 0.98 0.00
#> 1772063061_H12 4 0.0000 1.000 0.00 0.00 0.00 1.00
#> 1772063061_E05 4 0.0000 1.000 0.00 0.00 0.00 1.00
#> 1772062115_C08 4 0.0000 1.000 0.00 0.00 0.00 1.00
#> 1772063061_C02 4 0.0000 1.000 0.00 0.00 0.00 1.00
#> 1772067063_H06 4 0.0000 1.000 0.00 0.00 0.00 1.00
#> 1772062113_E03 4 0.0000 1.000 0.00 0.00 0.00 1.00
#> 1772067073_H12 4 0.0000 1.000 0.00 0.00 0.00 1.00
#> 1772071041_E08 4 0.0000 1.000 0.00 0.00 0.00 1.00
#> 1772067057_A06 4 0.0000 1.000 0.00 0.00 0.00 1.00
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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 81 1.03e-02 1.61e-02 2
#> ATC:skmeans 80 2.48e-02 1.05e-02 3
#> ATC:skmeans 81 9.69e-09 5.20e-06 4
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: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01121-leaf , Node01122-leaf , Node01131-leaf , Node01132-leaf , Node01133-leaf , Node01134-leaf , Node01221 , Node01222 , Node02111-leaf , Node02112-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02211-leaf , Node02212-leaf , Node02213-leaf , Node02221-leaf , Node02222-leaf , Node02223-leaf , Node02224-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02421-leaf , Node02422-leaf , Node02423-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.
#> On a matrix with 8420 rows and 86 columns.
#> Top rows (842) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 0.994 0.997 0.478 0.521 0.521
#> 3 3 0.956 0.965 0.981 0.403 0.793 0.609
#> 4 4 0.835 0.896 0.930 0.063 0.960 0.880
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
#> 1772071015_C02 1 0.00 1.000 1.00 0.00
#> 1772071017_G12 1 0.00 1.000 1.00 0.00
#> 1772067065_H06 1 0.00 1.000 1.00 0.00
#> 1772071017_E02 1 0.00 1.000 1.00 0.00
#> 1772067065_B07 1 0.00 1.000 1.00 0.00
#> 1772067060_B09 1 0.00 1.000 1.00 0.00
#> 1772071014_E04 1 0.00 1.000 1.00 0.00
#> 1772071015_D04 1 0.00 1.000 1.00 0.00
#> 1772071015_C11 1 0.00 1.000 1.00 0.00
#> 1772067082_D07 1 0.00 1.000 1.00 0.00
#> 1772067094_C05 1 0.00 1.000 1.00 0.00
#> 1772066089_C05 1 0.00 1.000 1.00 0.00
#> 1772067094_F04 1 0.00 1.000 1.00 0.00
#> 1772071015_C08 1 0.00 1.000 1.00 0.00
#> 1772071045_D06 1 0.00 1.000 1.00 0.00
#> 1772067066_C10 1 0.00 1.000 1.00 0.00
#> 1772071017_B05 1 0.00 1.000 1.00 0.00
#> 1772071014_B04 1 0.00 1.000 1.00 0.00
#> 1772067066_B09 1 0.00 1.000 1.00 0.00
#> 1772071014_C11 1 0.00 1.000 1.00 0.00
#> 1772067066_E10 1 0.00 1.000 1.00 0.00
#> 1772067065_F11 1 0.00 1.000 1.00 0.00
#> 1772071017_B11 1 0.00 1.000 1.00 0.00
#> 1772071017_B03 1 0.00 1.000 1.00 0.00
#> 1772071015_B04 1 0.00 1.000 1.00 0.00
#> 1772067065_D06 1 0.00 1.000 1.00 0.00
#> 1772067054_E12 1 0.00 1.000 1.00 0.00
#> 1772067083_B12 1 0.00 1.000 1.00 0.00
#> 1772067083_B09 1 0.00 1.000 1.00 0.00
#> 1772067082_H11 1 0.00 1.000 1.00 0.00
#> 1772067058_D07 1 0.00 1.000 1.00 0.00
#> 1772067065_D01 1 0.00 1.000 1.00 0.00
#> 1772071015_A02 1 0.00 1.000 1.00 0.00
#> 1772071015_D06 1 0.00 1.000 1.00 0.00
#> 1772071017_A11 1 0.00 1.000 1.00 0.00
#> 1772071017_B01 1 0.00 1.000 1.00 0.00
#> 1772071015_H11 1 0.00 1.000 1.00 0.00
#> 1772071014_A05 1 0.00 1.000 1.00 0.00
#> 1772071017_A10 1 0.00 1.000 1.00 0.00
#> 1772071017_C08 1 0.00 1.000 1.00 0.00
#> 1772071015_G04 1 0.00 1.000 1.00 0.00
#> 1772067066_B02 1 0.00 1.000 1.00 0.00
#> 1772071015_E06 1 0.00 1.000 1.00 0.00
#> 1772071015_C01 1 0.00 1.000 1.00 0.00
#> 1772071014_F06 1 0.00 1.000 1.00 0.00
#> 1772071017_C05 1 0.00 1.000 1.00 0.00
#> 1772067065_F07 1 0.00 1.000 1.00 0.00
#> 1772067082_B01 1 0.00 1.000 1.00 0.00
#> 1772067082_F03 1 0.00 1.000 1.00 0.00
#> 1772071045_A10 1 0.00 1.000 1.00 0.00
#> 1772071015_A11 1 0.00 1.000 1.00 0.00
#> 1772066100_H07 1 0.00 1.000 1.00 0.00
#> 1772067093_H07 1 0.00 1.000 1.00 0.00
#> 1772067069_H02 2 0.00 0.993 0.00 1.00
#> 1772067069_A03 2 0.00 0.993 0.00 1.00
#> 1772071041_F07 2 0.00 0.993 0.00 1.00
#> 1772071040_B04 2 0.00 0.993 0.00 1.00
#> 1772067070_D04 2 0.00 0.993 0.00 1.00
#> 1772071040_B01 2 0.00 0.993 0.00 1.00
#> 1772067069_H10 2 0.00 0.993 0.00 1.00
#> 1772067073_A01 2 0.00 0.993 0.00 1.00
#> 1772071017_C06 2 0.00 0.993 0.00 1.00
#> 1772071040_G08 2 0.00 0.993 0.00 1.00
#> 1772067070_F03 2 0.00 0.993 0.00 1.00
#> 1772067070_E11 2 0.00 0.993 0.00 1.00
#> 1772071040_F05 2 0.00 0.993 0.00 1.00
#> 1772067064_F02 2 0.00 0.993 0.00 1.00
#> 1772071041_A04 2 0.00 0.993 0.00 1.00
#> 1772067074_B01 2 0.00 0.993 0.00 1.00
#> 1772067073_G09 2 0.00 0.993 0.00 1.00
#> 1772067069_E04 2 0.00 0.993 0.00 1.00
#> 1772071041_A05 2 0.00 0.993 0.00 1.00
#> 1772067069_C08 2 0.00 0.993 0.00 1.00
#> 1772063063_D11 2 0.00 0.993 0.00 1.00
#> 1772067064_A12 2 0.00 0.993 0.00 1.00
#> 1772067066_C03 2 0.00 0.993 0.00 1.00
#> 1772067059_A05 2 0.00 0.993 0.00 1.00
#> 1772071040_F10 2 0.00 0.993 0.00 1.00
#> 1772071041_D08 2 0.00 0.993 0.00 1.00
#> 1772067064_G12 2 0.00 0.993 0.00 1.00
#> 1772071041_F02 2 0.00 0.993 0.00 1.00
#> 1772071040_A11 2 0.00 0.993 0.00 1.00
#> 1772071041_B12 2 0.00 0.993 0.00 1.00
#> 1772067063_C06 2 0.00 0.993 0.00 1.00
#> 1772067069_H05 2 0.00 0.993 0.00 1.00
#> 1772067094_G09 2 0.76 0.718 0.22 0.78
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> 1772071015_C02 1 0.429 0.816 0.82 0.00 0.18
#> 1772071017_G12 3 0.000 0.997 0.00 0.00 1.00
#> 1772067065_H06 1 0.502 0.742 0.76 0.00 0.24
#> 1772071017_E02 1 0.000 0.947 1.00 0.00 0.00
#> 1772067065_B07 1 0.000 0.947 1.00 0.00 0.00
#> 1772067060_B09 1 0.000 0.947 1.00 0.00 0.00
#> 1772071014_E04 1 0.296 0.891 0.90 0.00 0.10
#> 1772071015_D04 1 0.000 0.947 1.00 0.00 0.00
#> 1772071015_C11 3 0.000 0.997 0.00 0.00 1.00
#> 1772067082_D07 3 0.000 0.997 0.00 0.00 1.00
#> 1772067094_C05 3 0.000 0.997 0.00 0.00 1.00
#> 1772066089_C05 3 0.000 0.997 0.00 0.00 1.00
#> 1772067094_F04 3 0.000 0.997 0.00 0.00 1.00
#> 1772071015_C08 1 0.522 0.704 0.74 0.00 0.26
#> 1772071045_D06 3 0.000 0.997 0.00 0.00 1.00
#> 1772067066_C10 3 0.000 0.997 0.00 0.00 1.00
#> 1772071017_B05 1 0.000 0.947 1.00 0.00 0.00
#> 1772071014_B04 1 0.000 0.947 1.00 0.00 0.00
#> 1772067066_B09 1 0.000 0.947 1.00 0.00 0.00
#> 1772071014_C11 1 0.000 0.947 1.00 0.00 0.00
#> 1772067066_E10 3 0.000 0.997 0.00 0.00 1.00
#> 1772067065_F11 3 0.000 0.997 0.00 0.00 1.00
#> 1772071017_B11 1 0.000 0.947 1.00 0.00 0.00
#> 1772071017_B03 1 0.254 0.906 0.92 0.00 0.08
#> 1772071015_B04 1 0.000 0.947 1.00 0.00 0.00
#> 1772067065_D06 1 0.296 0.891 0.90 0.00 0.10
#> 1772067054_E12 3 0.000 0.997 0.00 0.00 1.00
#> 1772067083_B12 3 0.000 0.997 0.00 0.00 1.00
#> 1772067083_B09 3 0.000 0.997 0.00 0.00 1.00
#> 1772067082_H11 3 0.000 0.997 0.00 0.00 1.00
#> 1772067058_D07 3 0.000 0.997 0.00 0.00 1.00
#> 1772067065_D01 3 0.000 0.997 0.00 0.00 1.00
#> 1772071015_A02 1 0.000 0.947 1.00 0.00 0.00
#> 1772071015_D06 1 0.000 0.947 1.00 0.00 0.00
#> 1772071017_A11 1 0.000 0.947 1.00 0.00 0.00
#> 1772071017_B01 1 0.000 0.947 1.00 0.00 0.00
#> 1772071015_H11 1 0.000 0.947 1.00 0.00 0.00
#> 1772071014_A05 3 0.000 0.997 0.00 0.00 1.00
#> 1772071017_A10 1 0.000 0.947 1.00 0.00 0.00
#> 1772071017_C08 1 0.000 0.947 1.00 0.00 0.00
#> 1772071015_G04 1 0.296 0.890 0.90 0.00 0.10
#> 1772067066_B02 1 0.369 0.858 0.86 0.00 0.14
#> 1772071015_E06 1 0.000 0.947 1.00 0.00 0.00
#> 1772071015_C01 1 0.000 0.947 1.00 0.00 0.00
#> 1772071014_F06 1 0.571 0.608 0.68 0.00 0.32
#> 1772071017_C05 1 0.000 0.947 1.00 0.00 0.00
#> 1772067065_F07 3 0.207 0.931 0.06 0.00 0.94
#> 1772067082_B01 3 0.000 0.997 0.00 0.00 1.00
#> 1772067082_F03 3 0.000 0.997 0.00 0.00 1.00
#> 1772071045_A10 3 0.000 0.997 0.00 0.00 1.00
#> 1772071015_A11 3 0.000 0.997 0.00 0.00 1.00
#> 1772066100_H07 3 0.000 0.997 0.00 0.00 1.00
#> 1772067093_H07 3 0.000 0.997 0.00 0.00 1.00
#> 1772067069_H02 2 0.000 1.000 0.00 1.00 0.00
#> 1772067069_A03 2 0.000 1.000 0.00 1.00 0.00
#> 1772071041_F07 2 0.000 1.000 0.00 1.00 0.00
#> 1772071040_B04 2 0.000 1.000 0.00 1.00 0.00
#> 1772067070_D04 2 0.000 1.000 0.00 1.00 0.00
#> 1772071040_B01 2 0.000 1.000 0.00 1.00 0.00
#> 1772067069_H10 2 0.000 1.000 0.00 1.00 0.00
#> 1772067073_A01 2 0.000 1.000 0.00 1.00 0.00
#> 1772071017_C06 2 0.000 1.000 0.00 1.00 0.00
#> 1772071040_G08 2 0.000 1.000 0.00 1.00 0.00
#> 1772067070_F03 2 0.000 1.000 0.00 1.00 0.00
#> 1772067070_E11 2 0.000 1.000 0.00 1.00 0.00
#> 1772071040_F05 2 0.000 1.000 0.00 1.00 0.00
#> 1772067064_F02 2 0.000 1.000 0.00 1.00 0.00
#> 1772071041_A04 2 0.000 1.000 0.00 1.00 0.00
#> 1772067074_B01 2 0.000 1.000 0.00 1.00 0.00
#> 1772067073_G09 2 0.000 1.000 0.00 1.00 0.00
#> 1772067069_E04 2 0.000 1.000 0.00 1.00 0.00
#> 1772071041_A05 2 0.000 1.000 0.00 1.00 0.00
#> 1772067069_C08 2 0.000 1.000 0.00 1.00 0.00
#> 1772063063_D11 2 0.000 1.000 0.00 1.00 0.00
#> 1772067064_A12 2 0.000 1.000 0.00 1.00 0.00
#> 1772067066_C03 2 0.000 1.000 0.00 1.00 0.00
#> 1772067059_A05 2 0.000 1.000 0.00 1.00 0.00
#> 1772071040_F10 2 0.000 1.000 0.00 1.00 0.00
#> 1772071041_D08 2 0.000 1.000 0.00 1.00 0.00
#> 1772067064_G12 2 0.000 1.000 0.00 1.00 0.00
#> 1772071041_F02 2 0.000 1.000 0.00 1.00 0.00
#> 1772071040_A11 2 0.000 1.000 0.00 1.00 0.00
#> 1772071041_B12 2 0.000 1.000 0.00 1.00 0.00
#> 1772067063_C06 2 0.000 1.000 0.00 1.00 0.00
#> 1772067069_H05 2 0.000 1.000 0.00 1.00 0.00
#> 1772067094_G09 1 0.153 0.919 0.96 0.04 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> 1772071015_C02 1 0.5062 0.632 0.68 0.00 0.30 0.02
#> 1772071017_G12 3 0.0000 0.942 0.00 0.00 1.00 0.00
#> 1772067065_H06 1 0.5793 0.528 0.60 0.00 0.36 0.04
#> 1772071017_E02 1 0.2411 0.852 0.92 0.00 0.04 0.04
#> 1772067065_B07 1 0.1211 0.860 0.96 0.00 0.00 0.04
#> 1772067060_B09 1 0.1211 0.860 0.96 0.00 0.00 0.04
#> 1772071014_E04 1 0.4755 0.741 0.76 0.00 0.20 0.04
#> 1772071015_D04 1 0.2830 0.844 0.90 0.00 0.06 0.04
#> 1772071015_C11 3 0.0000 0.942 0.00 0.00 1.00 0.00
#> 1772067082_D07 3 0.0000 0.942 0.00 0.00 1.00 0.00
#> 1772067094_C05 3 0.0000 0.942 0.00 0.00 1.00 0.00
#> 1772066089_C05 3 0.2921 0.874 0.00 0.00 0.86 0.14
#> 1772067094_F04 3 0.2921 0.875 0.00 0.00 0.86 0.14
#> 1772071015_C08 1 0.6656 0.606 0.62 0.00 0.22 0.16
#> 1772071045_D06 3 0.3853 0.845 0.02 0.00 0.82 0.16
#> 1772067066_C10 3 0.3172 0.862 0.00 0.00 0.84 0.16
#> 1772071017_B05 1 0.2345 0.856 0.90 0.00 0.00 0.10
#> 1772071014_B04 1 0.2345 0.856 0.90 0.00 0.00 0.10
#> 1772067066_B09 1 0.2345 0.856 0.90 0.00 0.00 0.10
#> 1772071014_C11 1 0.2345 0.856 0.90 0.00 0.00 0.10
#> 1772067066_E10 3 0.3172 0.862 0.00 0.00 0.84 0.16
#> 1772067065_F11 3 0.3172 0.862 0.00 0.00 0.84 0.16
#> 1772071017_B11 1 0.1211 0.864 0.96 0.00 0.00 0.04
#> 1772071017_B03 1 0.4292 0.804 0.82 0.00 0.10 0.08
#> 1772071015_B04 1 0.0707 0.866 0.98 0.00 0.00 0.02
#> 1772067065_D06 1 0.4581 0.789 0.80 0.00 0.12 0.08
#> 1772067054_E12 3 0.0000 0.942 0.00 0.00 1.00 0.00
#> 1772067083_B12 3 0.0000 0.942 0.00 0.00 1.00 0.00
#> 1772067083_B09 3 0.0000 0.942 0.00 0.00 1.00 0.00
#> 1772067082_H11 3 0.0000 0.942 0.00 0.00 1.00 0.00
#> 1772067058_D07 3 0.0000 0.942 0.00 0.00 1.00 0.00
#> 1772067065_D01 3 0.0000 0.942 0.00 0.00 1.00 0.00
#> 1772071015_A02 1 0.1211 0.860 0.96 0.00 0.00 0.04
#> 1772071015_D06 1 0.1211 0.860 0.96 0.00 0.00 0.04
#> 1772071017_A11 1 0.0000 0.866 1.00 0.00 0.00 0.00
#> 1772071017_B01 1 0.0000 0.866 1.00 0.00 0.00 0.00
#> 1772071015_H11 1 0.0000 0.866 1.00 0.00 0.00 0.00
#> 1772071014_A05 3 0.0000 0.942 0.00 0.00 1.00 0.00
#> 1772071017_A10 1 0.1211 0.860 0.96 0.00 0.00 0.04
#> 1772071017_C08 1 0.0707 0.866 0.98 0.00 0.00 0.02
#> 1772071015_G04 1 0.4491 0.774 0.80 0.00 0.14 0.06
#> 1772067066_B02 1 0.5657 0.721 0.72 0.00 0.16 0.12
#> 1772071015_E06 1 0.0000 0.866 1.00 0.00 0.00 0.00
#> 1772071015_C01 1 0.0000 0.866 1.00 0.00 0.00 0.00
#> 1772071014_F06 1 0.6836 0.523 0.58 0.00 0.28 0.14
#> 1772071017_C05 1 0.1637 0.862 0.94 0.00 0.00 0.06
#> 1772067065_F07 3 0.6497 0.588 0.20 0.00 0.64 0.16
#> 1772067082_B01 3 0.0000 0.942 0.00 0.00 1.00 0.00
#> 1772067082_F03 3 0.0000 0.942 0.00 0.00 1.00 0.00
#> 1772071045_A10 3 0.0000 0.942 0.00 0.00 1.00 0.00
#> 1772071015_A11 3 0.0000 0.942 0.00 0.00 1.00 0.00
#> 1772066100_H07 3 0.0000 0.942 0.00 0.00 1.00 0.00
#> 1772067093_H07 3 0.1211 0.925 0.00 0.00 0.96 0.04
#> 1772067069_H02 2 0.0000 0.992 0.00 1.00 0.00 0.00
#> 1772067069_A03 2 0.0000 0.992 0.00 1.00 0.00 0.00
#> 1772071041_F07 2 0.0000 0.992 0.00 1.00 0.00 0.00
#> 1772071040_B04 4 0.3610 0.924 0.00 0.20 0.00 0.80
#> 1772067070_D04 2 0.0000 0.992 0.00 1.00 0.00 0.00
#> 1772071040_B01 2 0.0000 0.992 0.00 1.00 0.00 0.00
#> 1772067069_H10 2 0.0000 0.992 0.00 1.00 0.00 0.00
#> 1772067073_A01 2 0.0000 0.992 0.00 1.00 0.00 0.00
#> 1772071017_C06 2 0.0000 0.992 0.00 1.00 0.00 0.00
#> 1772071040_G08 2 0.0000 0.992 0.00 1.00 0.00 0.00
#> 1772067070_F03 2 0.0000 0.992 0.00 1.00 0.00 0.00
#> 1772067070_E11 2 0.0000 0.992 0.00 1.00 0.00 0.00
#> 1772071040_F05 2 0.0000 0.992 0.00 1.00 0.00 0.00
#> 1772067064_F02 2 0.0000 0.992 0.00 1.00 0.00 0.00
#> 1772071041_A04 2 0.0000 0.992 0.00 1.00 0.00 0.00
#> 1772067074_B01 2 0.0000 0.992 0.00 1.00 0.00 0.00
#> 1772067073_G09 2 0.0000 0.992 0.00 1.00 0.00 0.00
#> 1772067069_E04 2 0.0000 0.992 0.00 1.00 0.00 0.00
#> 1772071041_A05 2 0.0000 0.992 0.00 1.00 0.00 0.00
#> 1772067069_C08 4 0.3610 0.924 0.00 0.20 0.00 0.80
#> 1772063063_D11 2 0.0000 0.992 0.00 1.00 0.00 0.00
#> 1772067064_A12 2 0.0707 0.979 0.00 0.98 0.00 0.02
#> 1772067066_C03 2 0.0707 0.979 0.00 0.98 0.00 0.02
#> 1772067059_A05 2 0.0707 0.979 0.00 0.98 0.00 0.02
#> 1772071040_F10 2 0.1637 0.933 0.00 0.94 0.00 0.06
#> 1772071041_D08 2 0.0707 0.979 0.00 0.98 0.00 0.02
#> 1772067064_G12 2 0.0707 0.979 0.00 0.98 0.00 0.02
#> 1772071041_F02 2 0.0707 0.979 0.00 0.98 0.00 0.02
#> 1772071040_A11 4 0.3610 0.924 0.00 0.20 0.00 0.80
#> 1772071041_B12 2 0.0000 0.992 0.00 1.00 0.00 0.00
#> 1772067063_C06 2 0.0000 0.992 0.00 1.00 0.00 0.00
#> 1772067069_H05 4 0.3610 0.924 0.00 0.20 0.00 0.80
#> 1772067094_G09 4 0.3400 0.677 0.18 0.00 0.00 0.82
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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 86 9.31e-18 3.30e-09 2
#> ATC:skmeans 86 1.64e-15 5.24e-10 3
#> ATC:skmeans 86 2.16e-19 7.94e-10 4
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 , Node0112 , Node0113 , Node0121-leaf , Node0122 , Node0131-leaf , Node0132-leaf , Node0133-leaf , Node0134-leaf , Node0211 , Node0212 , Node0213 , Node0221 , Node0222 , Node0231 , Node0232 , Node0241-leaf , Node0242 , Node0311-leaf , Node0312-leaf , Node0313-leaf , Node0314-leaf , Node0321-leaf , Node0322-leaf , Node0323-leaf , Node0324-leaf , Node0331-leaf , Node0332-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.
#> On a matrix with 9881 rows and 269 columns.
#> Top rows (988) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 0.976 0.990 0.5018 0.499 0.499
#> 3 3 0.944 0.933 0.973 0.3047 0.785 0.595
#> 4 4 0.781 0.738 0.869 0.0947 0.902 0.733
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
#> 1772066089_A01 1 0.000 0.991 1.00 0.00
#> 1772066097_B06 1 0.000 0.991 1.00 0.00
#> 1772066097_C06 1 0.000 0.991 1.00 0.00
#> 1772067076_A12 2 0.000 0.988 0.00 1.00
#> 1772067069_G03 2 0.000 0.988 0.00 1.00
#> 1772063063_E04 1 0.000 0.991 1.00 0.00
#> 1772062115_C11 1 0.000 0.991 1.00 0.00
#> 1772063062_F07 1 0.000 0.991 1.00 0.00
#> 1772067074_D06 1 0.000 0.991 1.00 0.00
#> 1772067058_A05 2 0.000 0.988 0.00 1.00
#> 1772067094_F06 2 0.000 0.988 0.00 1.00
#> 1772066102_C12 2 0.000 0.988 0.00 1.00
#> 1772066097_G06 2 0.000 0.988 0.00 1.00
#> 1772067096_H05 2 0.000 0.988 0.00 1.00
#> 1772066102_H06 2 0.000 0.988 0.00 1.00
#> 1772067082_G01 2 0.000 0.988 0.00 1.00
#> 1772067076_D08 2 0.000 0.988 0.00 1.00
#> 1772067094_D09 2 0.000 0.988 0.00 1.00
#> 1772067096_A04 2 0.000 0.988 0.00 1.00
#> 1772066102_G02 2 0.000 0.988 0.00 1.00
#> 1772071044_G10 2 0.000 0.988 0.00 1.00
#> 1772071045_G12 1 0.000 0.991 1.00 0.00
#> 1772067054_D04 2 0.000 0.988 0.00 1.00
#> 1772067054_G10 2 0.000 0.988 0.00 1.00
#> 1772067058_G10 2 0.000 0.988 0.00 1.00
#> 1772067096_A09 2 0.000 0.988 0.00 1.00
#> 1772067082_G02 2 0.000 0.988 0.00 1.00
#> 1772067058_H10 2 0.000 0.988 0.00 1.00
#> 1772067058_A07 2 0.000 0.988 0.00 1.00
#> 1772071044_E11 2 0.000 0.988 0.00 1.00
#> 1772067058_C05 2 0.000 0.988 0.00 1.00
#> 1772066101_B04 2 0.000 0.988 0.00 1.00
#> 1772071045_G05 2 0.000 0.988 0.00 1.00
#> 1772067076_F05 2 0.000 0.988 0.00 1.00
#> 1772066096_B12 2 0.000 0.988 0.00 1.00
#> 1772067059_E06 2 0.000 0.988 0.00 1.00
#> 1772067060_E04 2 0.000 0.988 0.00 1.00
#> 1772066100_B03 2 0.000 0.988 0.00 1.00
#> 1772066095_C04 2 0.000 0.988 0.00 1.00
#> 1772066080_A04 2 0.000 0.988 0.00 1.00
#> 1772066103_D05 2 0.000 0.988 0.00 1.00
#> 1772066073_G07 2 0.000 0.988 0.00 1.00
#> 1772066101_D06 2 0.000 0.988 0.00 1.00
#> 1772066070_A11 2 0.000 0.988 0.00 1.00
#> 1772066080_A06 2 0.000 0.988 0.00 1.00
#> 1772066107_G02 1 0.000 0.991 1.00 0.00
#> 1772066101_C06 2 0.000 0.988 0.00 1.00
#> 1772067060_E02 2 0.000 0.988 0.00 1.00
#> 1772066089_A05 1 0.000 0.991 1.00 0.00
#> 1772066089_A06 2 0.000 0.988 0.00 1.00
#> 1772071035_D05 2 0.000 0.988 0.00 1.00
#> 1772071035_B10 2 0.000 0.988 0.00 1.00
#> 1772066108_E04 1 0.000 0.991 1.00 0.00
#> 1772066070_B11 2 0.000 0.988 0.00 1.00
#> 1772066098_G02 2 0.000 0.988 0.00 1.00
#> 1772066096_D12 1 0.000 0.991 1.00 0.00
#> 1772071035_G05 2 0.000 0.988 0.00 1.00
#> 1772066107_C06 2 0.000 0.988 0.00 1.00
#> 1772066107_B06 1 0.000 0.991 1.00 0.00
#> 1772066096_D09 2 0.000 0.988 0.00 1.00
#> 1772066095_G06 2 0.000 0.988 0.00 1.00
#> 1772067059_C02 2 0.000 0.988 0.00 1.00
#> 1772066076_F12 1 0.000 0.991 1.00 0.00
#> 1772066099_C06 2 0.000 0.988 0.00 1.00
#> 1772067057_C05 2 0.881 0.575 0.30 0.70
#> 1772066102_F09 2 0.000 0.988 0.00 1.00
#> 1772071035_D11 2 0.000 0.988 0.00 1.00
#> 1772066076_D11 1 0.000 0.991 1.00 0.00
#> 1772066073_D07 2 0.000 0.988 0.00 1.00
#> 1772066077_C12 1 0.981 0.269 0.58 0.42
#> 1772066107_H01 2 0.000 0.988 0.00 1.00
#> 1772066070_B12 2 0.000 0.988 0.00 1.00
#> 1772066076_B11 2 0.242 0.950 0.04 0.96
#> 1772066080_G10 2 0.000 0.988 0.00 1.00
#> 1772066076_F09 2 0.925 0.491 0.34 0.66
#> 1772066080_C06 2 0.760 0.719 0.22 0.78
#> 1772066108_G07 1 0.000 0.991 1.00 0.00
#> 1772066096_E04 2 0.000 0.988 0.00 1.00
#> 1772066070_F10 2 0.000 0.988 0.00 1.00
#> 1772067057_H10 2 0.000 0.988 0.00 1.00
#> 1772066070_A10 2 0.000 0.988 0.00 1.00
#> 1772066095_E05 2 0.000 0.988 0.00 1.00
#> 1772066101_C09 2 0.000 0.988 0.00 1.00
#> 1772066101_G12 2 0.000 0.988 0.00 1.00
#> 1772066108_G09 2 0.000 0.988 0.00 1.00
#> 1772066089_A12 1 0.000 0.991 1.00 0.00
#> 1772066099_G06 1 0.000 0.991 1.00 0.00
#> 1772066070_H10 2 0.000 0.988 0.00 1.00
#> 1772071036_A06 2 0.000 0.988 0.00 1.00
#> 1772066089_E11 1 0.000 0.991 1.00 0.00
#> 1772066089_H05 2 0.000 0.988 0.00 1.00
#> 1772066089_F04 2 0.000 0.988 0.00 1.00
#> 1772066098_E11 2 0.000 0.988 0.00 1.00
#> 1772066096_C06 2 0.000 0.988 0.00 1.00
#> 1772066076_G10 2 0.000 0.988 0.00 1.00
#> 1772066080_A01 2 0.000 0.988 0.00 1.00
#> 1772066096_A12 1 0.000 0.991 1.00 0.00
#> 1772066101_E11 2 0.000 0.988 0.00 1.00
#> 1772066097_F11 1 0.000 0.991 1.00 0.00
#> 1772066095_G01 2 0.000 0.988 0.00 1.00
#> 1772071036_E12 2 0.000 0.988 0.00 1.00
#> 1772066096_C10 2 0.000 0.988 0.00 1.00
#> 1772066077_A01 1 0.000 0.991 1.00 0.00
#> 1772067076_C11 1 0.000 0.991 1.00 0.00
#> 1772066073_E01 1 0.000 0.991 1.00 0.00
#> 1772066099_E12 2 0.000 0.988 0.00 1.00
#> 1772067059_H11 2 0.000 0.988 0.00 1.00
#> 1772066099_E02 1 0.000 0.991 1.00 0.00
#> 1772066107_F04 1 0.000 0.991 1.00 0.00
#> 1772066089_G06 1 0.000 0.991 1.00 0.00
#> 1772066103_D07 2 0.000 0.988 0.00 1.00
#> 1772066076_A12 1 0.000 0.991 1.00 0.00
#> 1772066077_G07 1 0.000 0.991 1.00 0.00
#> 1772066089_H02 1 0.000 0.991 1.00 0.00
#> 1772067057_H06 1 0.000 0.991 1.00 0.00
#> 1772066089_H06 1 0.000 0.991 1.00 0.00
#> 1772067057_G10 1 0.000 0.991 1.00 0.00
#> 1772066099_F01 1 0.000 0.991 1.00 0.00
#> 1772066080_G11 1 0.000 0.991 1.00 0.00
#> 1772066080_B05 1 0.000 0.991 1.00 0.00
#> 1772066089_D04 1 0.000 0.991 1.00 0.00
#> 1772066076_A09 1 0.000 0.991 1.00 0.00
#> 1772066080_H06 1 0.000 0.991 1.00 0.00
#> 1772066097_G11 1 0.000 0.991 1.00 0.00
#> 1772066070_F04 1 0.000 0.991 1.00 0.00
#> 1772066070_G07 1 0.000 0.991 1.00 0.00
#> 1772071035_E12 2 0.000 0.988 0.00 1.00
#> 1772066099_F06 1 0.000 0.991 1.00 0.00
#> 1772066076_D01 1 0.000 0.991 1.00 0.00
#> 1772067057_A03 1 0.000 0.991 1.00 0.00
#> 1772066077_B11 1 0.000 0.991 1.00 0.00
#> 1772066089_C06 1 0.000 0.991 1.00 0.00
#> 1772067059_A09 1 0.529 0.864 0.88 0.12
#> 1772067076_E07 1 0.000 0.991 1.00 0.00
#> 1772067076_D09 1 0.000 0.991 1.00 0.00
#> 1772066099_G11 1 0.000 0.991 1.00 0.00
#> 1772066089_A03 1 0.000 0.991 1.00 0.00
#> 1772066099_B02 1 0.000 0.991 1.00 0.00
#> 1772066073_C09 1 0.000 0.991 1.00 0.00
#> 1772066076_B03 1 0.000 0.991 1.00 0.00
#> 1772066080_A12 1 0.000 0.991 1.00 0.00
#> 1772066073_B04 1 0.000 0.991 1.00 0.00
#> 1772066076_E08 2 0.000 0.988 0.00 1.00
#> 1772066097_D11 2 0.242 0.949 0.04 0.96
#> 1772066080_F10 2 0.000 0.988 0.00 1.00
#> 1772066101_A08 2 0.990 0.216 0.44 0.56
#> 1772066073_E12 1 0.000 0.991 1.00 0.00
#> 1772066096_F07 1 0.000 0.991 1.00 0.00
#> 1772066073_A01 2 0.000 0.988 0.00 1.00
#> 1772066073_C03 1 0.000 0.991 1.00 0.00
#> 1772066102_F08 1 0.000 0.991 1.00 0.00
#> 1772066102_B01 1 0.000 0.991 1.00 0.00
#> 1772066097_F04 1 0.000 0.991 1.00 0.00
#> 1772066099_D01 1 0.000 0.991 1.00 0.00
#> 1772066107_F10 2 0.000 0.988 0.00 1.00
#> 1772066099_E01 1 0.000 0.991 1.00 0.00
#> 1772066097_D12 1 0.000 0.991 1.00 0.00
#> 1772066073_D11 1 0.000 0.991 1.00 0.00
#> 1772066101_A09 1 0.584 0.838 0.86 0.14
#> 1772071044_D06 2 0.000 0.988 0.00 1.00
#> 1772067058_A06 2 0.000 0.988 0.00 1.00
#> 1772067076_C10 1 0.000 0.991 1.00 0.00
#> 1772066097_A03 1 0.000 0.991 1.00 0.00
#> 1772066107_A05 1 0.000 0.991 1.00 0.00
#> 1772066097_A04 1 0.000 0.991 1.00 0.00
#> 1772066070_C02 1 0.000 0.991 1.00 0.00
#> 1772066076_F07 1 0.000 0.991 1.00 0.00
#> 1772066102_B04 1 0.000 0.991 1.00 0.00
#> 1772066073_G12 1 0.000 0.991 1.00 0.00
#> 1772066099_G05 1 0.000 0.991 1.00 0.00
#> 1772066073_C07 1 0.000 0.991 1.00 0.00
#> 1772066089_E04 1 0.000 0.991 1.00 0.00
#> 1772066073_B12 1 0.000 0.991 1.00 0.00
#> 1772066102_F10 1 0.000 0.991 1.00 0.00
#> 1772066077_G11 1 0.000 0.991 1.00 0.00
#> 1772066102_D02 1 0.000 0.991 1.00 0.00
#> 1772066108_D05 1 0.000 0.991 1.00 0.00
#> 1772066102_D08 1 0.000 0.991 1.00 0.00
#> 1772066110_D05 1 0.000 0.991 1.00 0.00
#> 1772067058_A09 2 0.000 0.988 0.00 1.00
#> 1772066099_B03 1 0.000 0.991 1.00 0.00
#> 1772066073_B05 1 0.000 0.991 1.00 0.00
#> 1772066099_A03 1 0.000 0.991 1.00 0.00
#> 1772066089_D02 1 0.000 0.991 1.00 0.00
#> 1772066073_B01 1 0.000 0.991 1.00 0.00
#> 1772066108_B05 1 0.000 0.991 1.00 0.00
#> 1772066102_F11 1 0.000 0.991 1.00 0.00
#> 1772066089_B03 1 0.000 0.991 1.00 0.00
#> 1772066076_B04 1 0.000 0.991 1.00 0.00
#> 1772066107_E12 1 0.000 0.991 1.00 0.00
#> 1772067057_F10 2 0.000 0.988 0.00 1.00
#> 1772066095_H08 2 0.000 0.988 0.00 1.00
#> 1772066096_D04 2 0.000 0.988 0.00 1.00
#> 1772067076_G09 2 0.760 0.718 0.22 0.78
#> 1772066070_F01 1 0.000 0.991 1.00 0.00
#> 1772066098_D02 2 0.000 0.988 0.00 1.00
#> 1772066102_E05 1 0.584 0.838 0.86 0.14
#> 1772071035_F05 2 0.000 0.988 0.00 1.00
#> 1772066095_F06 1 0.000 0.991 1.00 0.00
#> 1772066101_C01 2 0.000 0.988 0.00 1.00
#> 1772066097_H11 1 0.000 0.991 1.00 0.00
#> 1772066090_F11 2 0.000 0.988 0.00 1.00
#> 1772066102_F06 2 0.000 0.988 0.00 1.00
#> 1772066097_A05 2 0.000 0.988 0.00 1.00
#> 1772066073_D10 2 0.000 0.988 0.00 1.00
#> 1772066098_E09 2 0.000 0.988 0.00 1.00
#> 1772066097_D06 2 0.000 0.988 0.00 1.00
#> 1772066101_D02 2 0.000 0.988 0.00 1.00
#> 1772066089_B02 2 0.000 0.988 0.00 1.00
#> 1772067076_A09 1 0.529 0.864 0.88 0.12
#> 1772066096_G02 2 0.000 0.988 0.00 1.00
#> 1772066097_F12 1 0.000 0.991 1.00 0.00
#> 1772066080_E06 1 0.242 0.953 0.96 0.04
#> 1772066073_F04 2 0.000 0.988 0.00 1.00
#> 1772066089_G12 2 0.000 0.988 0.00 1.00
#> 1772066099_H03 2 0.000 0.988 0.00 1.00
#> 1772066097_E12 2 0.000 0.988 0.00 1.00
#> 1772066097_C11 2 0.000 0.988 0.00 1.00
#> 1772066073_C10 2 0.000 0.988 0.00 1.00
#> 1772066108_G05 2 0.000 0.988 0.00 1.00
#> 1772066097_C05 2 0.000 0.988 0.00 1.00
#> 1772066099_F05 1 0.000 0.991 1.00 0.00
#> 1772066090_B10 1 0.000 0.991 1.00 0.00
#> 1772066095_C01 1 0.000 0.991 1.00 0.00
#> 1772066096_E12 1 0.141 0.973 0.98 0.02
#> 1772066098_E05 1 0.141 0.973 0.98 0.02
#> 1772066076_A03 2 0.000 0.988 0.00 1.00
#> 1772066097_A11 2 0.000 0.988 0.00 1.00
#> 1772066100_E09 2 0.000 0.988 0.00 1.00
#> 1772066070_H05 2 0.000 0.988 0.00 1.00
#> 1772067076_H04 2 0.000 0.988 0.00 1.00
#> 1772066095_C03 2 0.000 0.988 0.00 1.00
#> 1772066089_F11 1 0.000 0.991 1.00 0.00
#> 1772066073_A10 1 0.000 0.991 1.00 0.00
#> 1772066098_C09 2 0.000 0.988 0.00 1.00
#> 1772066096_A01 1 0.000 0.991 1.00 0.00
#> 1772067057_D10 2 0.000 0.988 0.00 1.00
#> 1772066096_F01 2 0.000 0.988 0.00 1.00
#> 1772066097_A06 1 0.000 0.991 1.00 0.00
#> 1772066102_A10 2 0.000 0.988 0.00 1.00
#> 1772066089_A09 2 0.000 0.988 0.00 1.00
#> 1772066097_C02 2 0.000 0.988 0.00 1.00
#> 1772066102_A02 1 0.000 0.991 1.00 0.00
#> 1772066074_D07 2 0.000 0.988 0.00 1.00
#> 1772067057_C12 1 0.000 0.991 1.00 0.00
#> 1772066073_C11 1 0.000 0.991 1.00 0.00
#> 1772066074_F07 2 0.000 0.988 0.00 1.00
#> 1772066096_G10 2 0.000 0.988 0.00 1.00
#> 1772066097_B05 1 0.000 0.991 1.00 0.00
#> 1772066095_H12 1 0.000 0.991 1.00 0.00
#> 1772066076_A04 2 0.000 0.988 0.00 1.00
#> 1772066080_H03 2 0.000 0.988 0.00 1.00
#> 1772066102_G05 1 0.000 0.991 1.00 0.00
#> 1772066080_G03 1 0.529 0.865 0.88 0.12
#> 1772066073_F06 1 0.000 0.991 1.00 0.00
#> 1772067057_C06 2 0.000 0.988 0.00 1.00
#> 1772067076_A07 1 0.000 0.991 1.00 0.00
#> 1772066098_C08 2 0.000 0.988 0.00 1.00
#> 1772066097_B04 1 0.000 0.991 1.00 0.00
#> 1772066107_G04 2 0.000 0.988 0.00 1.00
#> 1772066099_G10 1 0.000 0.991 1.00 0.00
#> 1772066089_G11 2 0.000 0.988 0.00 1.00
#> 1772066096_F12 1 0.000 0.991 1.00 0.00
#> 1772066073_C04 1 0.000 0.991 1.00 0.00
#> 1772066089_D10 2 0.000 0.988 0.00 1.00
#> 1772066099_G12 1 0.000 0.991 1.00 0.00
#> 1772066097_A01 1 0.000 0.991 1.00 0.00
#> 1772066099_A06 1 0.000 0.991 1.00 0.00
#> 1772066099_B12 1 0.000 0.991 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> 1772066089_A01 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066097_B06 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066097_C06 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772067076_A12 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067069_G03 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772063063_E04 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772062115_C11 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772063062_F07 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772067074_D06 1 0.3686 0.8292 0.86 0.14 0.00
#> 1772067058_A05 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067094_F06 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066102_C12 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066097_G06 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067096_H05 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066102_H06 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067082_G01 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067076_D08 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067094_D09 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067096_A04 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066102_G02 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772071044_G10 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772071045_G12 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772067054_D04 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067054_G10 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067058_G10 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067096_A09 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067082_G02 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067058_H10 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067058_A07 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772071044_E11 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067058_C05 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066101_B04 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772071045_G05 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067076_F05 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066096_B12 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067059_E06 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067060_E04 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066100_B03 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066095_C04 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066080_A04 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066103_D05 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066073_G07 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066101_D06 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066070_A11 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066080_A06 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066107_G02 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066101_C06 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067060_E02 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066089_A05 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066089_A06 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772071035_D05 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772071035_B10 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066108_E04 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066070_B11 3 0.5216 0.6585 0.00 0.26 0.74
#> 1772066098_G02 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066096_D12 1 0.4555 0.7500 0.80 0.00 0.20
#> 1772071035_G05 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066107_C06 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066107_B06 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066096_D09 3 0.4002 0.8104 0.00 0.16 0.84
#> 1772066095_G06 2 0.6244 0.1997 0.00 0.56 0.44
#> 1772067059_C02 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066076_F12 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066099_C06 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067057_C05 2 0.3686 0.8051 0.14 0.86 0.00
#> 1772066102_F09 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772071035_D11 2 0.6244 0.2065 0.00 0.56 0.44
#> 1772066076_D11 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066073_D07 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066077_C12 2 0.6244 0.2189 0.44 0.56 0.00
#> 1772066107_H01 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066070_B12 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066076_B11 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066080_G10 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066076_F09 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066080_C06 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066108_G07 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066096_E04 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066070_F10 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067057_H10 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066070_A10 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066095_E05 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066101_C09 3 0.4555 0.7564 0.00 0.20 0.80
#> 1772066101_G12 3 0.1529 0.9388 0.00 0.04 0.96
#> 1772066108_G09 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066089_A12 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066099_G06 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066070_H10 3 0.4555 0.7569 0.00 0.20 0.80
#> 1772071036_A06 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066089_E11 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066089_H05 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066089_F04 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066098_E11 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066096_C06 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066076_G10 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066080_A01 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066096_A12 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066101_E11 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066097_F11 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066095_G01 2 0.2537 0.8804 0.00 0.92 0.08
#> 1772071036_E12 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066096_C10 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066077_A01 2 0.6045 0.3880 0.38 0.62 0.00
#> 1772067076_C11 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066073_E01 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066099_E12 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067059_H11 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066099_E02 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066107_F04 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066089_G06 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066103_D07 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066076_A12 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066077_G07 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066089_H02 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772067057_H06 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066089_H06 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772067057_G10 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066099_F01 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066080_G11 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066080_B05 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066089_D04 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066076_A09 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066080_H06 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066097_G11 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066070_F04 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066070_G07 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772071035_E12 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066099_F06 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066076_D01 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772067057_A03 2 0.5706 0.5276 0.32 0.68 0.00
#> 1772066077_B11 1 0.4002 0.8033 0.84 0.16 0.00
#> 1772066089_C06 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772067059_A09 1 0.6309 -0.0160 0.50 0.50 0.00
#> 1772067076_E07 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772067076_D09 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066099_G11 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066089_A03 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066099_B02 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066073_C09 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066076_B03 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066080_A12 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066073_B04 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066076_E08 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066097_D11 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066080_F10 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066101_A08 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066073_E12 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066096_F07 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066073_A01 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066073_C03 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066102_F08 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066102_B01 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066097_F04 1 0.0892 0.9652 0.98 0.00 0.02
#> 1772066099_D01 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066107_F10 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066099_E01 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066097_D12 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066073_D11 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066101_A09 3 0.2537 0.8965 0.08 0.00 0.92
#> 1772071044_D06 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067058_A06 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067076_C10 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066097_A03 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066107_A05 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066097_A04 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066070_C02 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066076_F07 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066102_B04 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066073_G12 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066099_G05 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066073_C07 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066089_E04 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066073_B12 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066102_F10 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066077_G11 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066102_D02 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066108_D05 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066102_D08 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066110_D05 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772067058_A09 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066099_B03 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066073_B05 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066099_A03 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066089_D02 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066073_B01 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066108_B05 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066102_F11 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066089_B03 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066076_B04 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066107_E12 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772067057_F10 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066095_H08 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066096_D04 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772067076_G09 2 0.2947 0.8850 0.06 0.92 0.02
#> 1772066070_F01 1 0.0892 0.9652 0.98 0.00 0.02
#> 1772066098_D02 2 0.6045 0.3786 0.00 0.62 0.38
#> 1772066102_E05 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772071035_F05 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066095_F06 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066101_C01 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066097_H11 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066090_F11 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066102_F06 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066097_A05 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066073_D10 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066098_E09 2 0.6302 0.0701 0.00 0.52 0.48
#> 1772066097_D06 3 0.5560 0.5827 0.00 0.30 0.70
#> 1772066101_D02 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066089_B02 3 0.2066 0.9212 0.00 0.06 0.94
#> 1772067076_A09 3 0.3340 0.8537 0.12 0.00 0.88
#> 1772066096_G02 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066097_F12 1 0.3686 0.8329 0.86 0.00 0.14
#> 1772066080_E06 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066073_F04 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066089_G12 2 0.5216 0.6368 0.00 0.74 0.26
#> 1772066099_H03 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066097_E12 2 0.5560 0.5630 0.00 0.70 0.30
#> 1772066097_C11 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066073_C10 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066108_G05 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066097_C05 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066099_F05 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066090_B10 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066095_C01 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066096_E12 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066098_E05 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066076_A03 3 0.2959 0.8831 0.00 0.10 0.90
#> 1772066097_A11 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066100_E09 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066070_H05 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067076_H04 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066095_C03 3 0.1529 0.9388 0.00 0.04 0.96
#> 1772066089_F11 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066073_A10 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066098_C09 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066096_A01 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772067057_D10 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066096_F01 3 0.1529 0.9390 0.00 0.04 0.96
#> 1772066097_A06 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066102_A10 2 0.0892 0.9400 0.00 0.98 0.02
#> 1772066089_A09 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066097_C02 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066102_A02 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066074_D07 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772067057_C12 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066073_C11 1 0.5016 0.6832 0.76 0.00 0.24
#> 1772066074_F07 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066096_G10 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066097_B05 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066095_H12 3 0.5216 0.6428 0.26 0.00 0.74
#> 1772066076_A04 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066080_H03 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066102_G05 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066080_G03 1 0.5016 0.6800 0.76 0.24 0.00
#> 1772066073_F06 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772067057_C06 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772067076_A07 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066098_C08 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066097_B04 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066107_G04 2 0.0000 0.9578 0.00 1.00 0.00
#> 1772066099_G10 1 0.0892 0.9635 0.98 0.02 0.00
#> 1772066089_G11 3 0.0892 0.9539 0.00 0.02 0.98
#> 1772066096_F12 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066073_C04 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066089_D10 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066099_G12 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066097_A01 3 0.0000 0.9680 0.00 0.00 1.00
#> 1772066099_A06 1 0.0000 0.9832 1.00 0.00 0.00
#> 1772066099_B12 1 0.0000 0.9832 1.00 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> 1772066089_A01 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066097_B06 4 0.3610 0.4665 0.00 0.00 0.20 0.80
#> 1772066097_C06 4 0.3610 0.4665 0.00 0.00 0.20 0.80
#> 1772067076_A12 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772067069_G03 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772063063_E04 4 0.4713 0.4242 0.36 0.00 0.00 0.64
#> 1772062115_C11 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772063062_F07 1 0.4977 0.0860 0.54 0.00 0.00 0.46
#> 1772067074_D06 1 0.6617 0.3209 0.60 0.12 0.00 0.28
#> 1772067058_A05 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772067094_F06 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066102_C12 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066097_G06 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772067096_H05 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066102_H06 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772067082_G01 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772067076_D08 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772067094_D09 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772067096_A04 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066102_G02 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772071044_G10 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772071045_G12 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772067054_D04 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772067054_G10 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772067058_G10 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772067096_A09 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772067082_G02 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772067058_H10 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772067058_A07 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772071044_E11 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772067058_C05 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066101_B04 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772071045_G05 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772067076_F05 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066096_B12 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772067059_E06 2 0.2706 0.8510 0.00 0.90 0.08 0.02
#> 1772067060_E04 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066100_B03 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066095_C04 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066080_A04 2 0.5327 0.6540 0.00 0.72 0.06 0.22
#> 1772066103_D05 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066073_G07 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066101_D06 2 0.3975 0.6263 0.00 0.76 0.24 0.00
#> 1772066070_A11 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066080_A06 2 0.2706 0.8510 0.00 0.90 0.08 0.02
#> 1772066107_G02 1 0.6005 0.0248 0.50 0.00 0.04 0.46
#> 1772066101_C06 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772067060_E02 2 0.1411 0.9030 0.00 0.96 0.02 0.02
#> 1772066089_A05 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066089_A06 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772071035_D05 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772071035_B10 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066108_E04 1 0.3972 0.7791 0.84 0.00 0.08 0.08
#> 1772066070_B11 3 0.6286 0.5773 0.00 0.20 0.66 0.14
#> 1772066098_G02 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066096_D12 4 0.3400 0.5853 0.18 0.00 0.00 0.82
#> 1772071035_G05 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066107_C06 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066107_B06 1 0.2706 0.8349 0.90 0.00 0.08 0.02
#> 1772066096_D09 3 0.6074 0.6153 0.00 0.06 0.60 0.34
#> 1772066095_G06 3 0.7139 0.4176 0.00 0.36 0.50 0.14
#> 1772067059_C02 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066076_F12 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066099_C06 2 0.2706 0.8540 0.00 0.90 0.08 0.02
#> 1772067057_C05 2 0.6317 0.5502 0.22 0.68 0.08 0.02
#> 1772066102_F09 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772071035_D11 3 0.6766 0.3893 0.00 0.38 0.52 0.10
#> 1772066076_D11 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066073_D07 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066077_C12 3 0.9641 -0.1155 0.22 0.24 0.38 0.16
#> 1772066107_H01 2 0.5594 0.2946 0.00 0.52 0.46 0.02
#> 1772066070_B12 3 0.4624 0.6489 0.00 0.00 0.66 0.34
#> 1772066076_B11 3 0.4522 0.6375 0.00 0.00 0.68 0.32
#> 1772066080_G10 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066076_F09 3 0.3172 0.4071 0.00 0.00 0.84 0.16
#> 1772066080_C06 3 0.2345 0.4352 0.00 0.00 0.90 0.10
#> 1772066108_G07 1 0.4292 0.7557 0.82 0.00 0.08 0.10
#> 1772066096_E04 3 0.4713 0.6357 0.00 0.00 0.64 0.36
#> 1772066070_F10 2 0.4406 0.5071 0.00 0.70 0.30 0.00
#> 1772067057_H10 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066070_A10 3 0.4713 0.6357 0.00 0.00 0.64 0.36
#> 1772066095_E05 3 0.4713 0.6357 0.00 0.00 0.64 0.36
#> 1772066101_C09 3 0.6320 0.6047 0.00 0.16 0.66 0.18
#> 1772066101_G12 3 0.6320 0.6047 0.00 0.16 0.66 0.18
#> 1772066108_G09 3 0.2345 0.4351 0.00 0.00 0.90 0.10
#> 1772066089_A12 1 0.2706 0.8349 0.90 0.00 0.08 0.02
#> 1772066099_G06 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066070_H10 3 0.6320 0.5921 0.00 0.18 0.66 0.16
#> 1772071036_A06 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066089_E11 3 0.4713 0.6357 0.00 0.00 0.64 0.36
#> 1772066089_H05 3 0.0000 0.5259 0.00 0.00 1.00 0.00
#> 1772066089_F04 3 0.3400 0.6218 0.00 0.00 0.82 0.18
#> 1772066098_E11 3 0.4713 0.6357 0.00 0.00 0.64 0.36
#> 1772066096_C06 3 0.4624 0.6489 0.00 0.00 0.66 0.34
#> 1772066076_G10 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066080_A01 2 0.5428 0.4653 0.00 0.60 0.38 0.02
#> 1772066096_A12 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066101_E11 3 0.4713 0.6357 0.00 0.00 0.64 0.36
#> 1772066097_F11 4 0.3610 0.4665 0.00 0.00 0.20 0.80
#> 1772066095_G01 2 0.5489 0.5156 0.00 0.70 0.24 0.06
#> 1772071036_E12 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066096_C10 2 0.1637 0.8798 0.00 0.94 0.06 0.00
#> 1772066077_A01 1 0.8870 0.0109 0.40 0.36 0.16 0.08
#> 1772067076_C11 1 0.2335 0.8548 0.92 0.00 0.06 0.02
#> 1772066073_E01 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066099_E12 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772067059_H11 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066099_E02 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066107_F04 1 0.2706 0.8371 0.90 0.00 0.08 0.02
#> 1772066089_G06 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066103_D07 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066076_A12 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066077_G07 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066089_H02 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772067057_H06 1 0.0707 0.9089 0.98 0.00 0.00 0.02
#> 1772066089_H06 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772067057_G10 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066099_F01 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066080_G11 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066080_B05 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066089_D04 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066076_A09 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066080_H06 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066097_G11 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066070_F04 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066070_G07 1 0.1211 0.8892 0.96 0.00 0.00 0.04
#> 1772071035_E12 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066099_F06 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066076_D01 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772067057_A03 2 0.7867 0.1852 0.34 0.48 0.16 0.02
#> 1772066077_B11 3 0.9260 -0.2373 0.32 0.08 0.34 0.26
#> 1772066089_C06 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772067059_A09 1 0.7633 0.2594 0.52 0.14 0.32 0.02
#> 1772067076_E07 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772067076_D09 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066099_G11 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066089_A03 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066099_B02 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066073_C09 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066076_B03 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066080_A12 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066073_B04 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066076_E08 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066097_D11 4 0.4522 0.1582 0.00 0.00 0.32 0.68
#> 1772066080_F10 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066101_A08 3 0.3801 0.6100 0.00 0.00 0.78 0.22
#> 1772066073_E12 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066096_F07 1 0.0707 0.9079 0.98 0.00 0.00 0.02
#> 1772066073_A01 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066073_C03 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066102_F08 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066102_B01 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066097_F04 4 0.4948 0.2994 0.44 0.00 0.00 0.56
#> 1772066099_D01 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066107_F10 2 0.3400 0.7649 0.00 0.82 0.18 0.00
#> 1772066099_E01 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066097_D12 4 0.3610 0.4665 0.00 0.00 0.20 0.80
#> 1772066073_D11 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066101_A09 4 0.7274 0.3349 0.24 0.00 0.22 0.54
#> 1772071044_D06 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772067058_A06 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772067076_C10 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066097_A03 1 0.4522 0.4360 0.68 0.00 0.00 0.32
#> 1772066107_A05 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066097_A04 1 0.4406 0.4813 0.70 0.00 0.00 0.30
#> 1772066070_C02 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066076_F07 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066102_B04 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066073_G12 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066099_G05 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066073_C07 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066089_E04 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066073_B12 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066102_F10 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066077_G11 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066102_D02 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066108_D05 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066102_D08 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066110_D05 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772067058_A09 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066099_B03 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066073_B05 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066099_A03 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066089_D02 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066073_B01 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066108_B05 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066102_F11 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066089_B03 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066076_B04 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066107_E12 4 0.6723 0.4908 0.14 0.00 0.26 0.60
#> 1772067057_F10 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066095_H08 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066096_D04 4 0.0707 0.5714 0.00 0.00 0.02 0.98
#> 1772067076_G09 2 0.7832 -0.0370 0.00 0.38 0.36 0.26
#> 1772066070_F01 4 0.4624 0.4952 0.34 0.00 0.00 0.66
#> 1772066098_D02 3 0.6617 0.5048 0.00 0.28 0.60 0.12
#> 1772066102_E05 4 0.4522 0.4756 0.00 0.00 0.32 0.68
#> 1772071035_F05 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066095_F06 4 0.3610 0.4665 0.00 0.00 0.20 0.80
#> 1772066101_C01 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066097_H11 4 0.4713 0.4242 0.36 0.00 0.00 0.64
#> 1772066090_F11 3 0.2345 0.5767 0.00 0.00 0.90 0.10
#> 1772066102_F06 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066097_A05 3 0.4624 0.6489 0.00 0.00 0.66 0.34
#> 1772066073_D10 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066098_E09 2 0.7382 0.0163 0.00 0.52 0.26 0.22
#> 1772066097_D06 3 0.6497 0.5750 0.00 0.20 0.64 0.16
#> 1772066101_D02 3 0.5173 0.6519 0.00 0.02 0.66 0.32
#> 1772066089_B02 3 0.0000 0.5259 0.00 0.00 1.00 0.00
#> 1772067076_A09 3 0.5993 -0.1072 0.02 0.02 0.60 0.36
#> 1772066096_G02 3 0.4624 0.6489 0.00 0.00 0.66 0.34
#> 1772066097_F12 4 0.3610 0.5789 0.20 0.00 0.00 0.80
#> 1772066080_E06 4 0.4406 0.4700 0.00 0.00 0.30 0.70
#> 1772066073_F04 2 0.3801 0.7190 0.00 0.78 0.22 0.00
#> 1772066089_G12 3 0.4553 0.3525 0.00 0.18 0.78 0.04
#> 1772066099_H03 2 0.0707 0.9170 0.00 0.98 0.02 0.00
#> 1772066097_E12 3 0.6453 0.4307 0.00 0.36 0.56 0.08
#> 1772066097_C11 3 0.4713 0.6357 0.00 0.00 0.64 0.36
#> 1772066073_C10 3 0.0000 0.5259 0.00 0.00 1.00 0.00
#> 1772066108_G05 2 0.4406 0.6068 0.00 0.70 0.30 0.00
#> 1772066097_C05 3 0.4624 0.6489 0.00 0.00 0.66 0.34
#> 1772066099_F05 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066090_B10 4 0.6122 0.5442 0.16 0.00 0.16 0.68
#> 1772066095_C01 4 0.3610 0.4665 0.00 0.00 0.20 0.80
#> 1772066096_E12 4 0.2647 0.5270 0.00 0.00 0.12 0.88
#> 1772066098_E05 4 0.3610 0.4665 0.00 0.00 0.20 0.80
#> 1772066076_A03 3 0.3610 0.3105 0.00 0.00 0.80 0.20
#> 1772066097_A11 3 0.4624 0.6489 0.00 0.00 0.66 0.34
#> 1772066100_E09 2 0.1637 0.8813 0.00 0.94 0.06 0.00
#> 1772066070_H05 2 0.2011 0.8599 0.00 0.92 0.08 0.00
#> 1772067076_H04 2 0.0707 0.9170 0.00 0.98 0.02 0.00
#> 1772066095_C03 3 0.6110 0.6333 0.00 0.10 0.66 0.24
#> 1772066089_F11 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066073_A10 4 0.5619 0.4757 0.04 0.00 0.32 0.64
#> 1772066098_C09 3 0.4624 0.6489 0.00 0.00 0.66 0.34
#> 1772066096_A01 4 0.6110 0.5071 0.10 0.00 0.24 0.66
#> 1772067057_D10 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772066096_F01 3 0.5767 0.6461 0.00 0.06 0.66 0.28
#> 1772066097_A06 4 0.0707 0.5714 0.00 0.00 0.02 0.98
#> 1772066102_A10 3 0.4855 0.1865 0.00 0.40 0.60 0.00
#> 1772066089_A09 3 0.2647 0.5886 0.00 0.00 0.88 0.12
#> 1772066097_C02 3 0.4624 0.6489 0.00 0.00 0.66 0.34
#> 1772066102_A02 1 0.4134 0.6113 0.74 0.00 0.26 0.00
#> 1772066074_D07 3 0.4713 0.6357 0.00 0.00 0.64 0.36
#> 1772067057_C12 1 0.0707 0.9088 0.98 0.00 0.00 0.02
#> 1772066073_C11 1 0.6831 0.1491 0.48 0.00 0.42 0.10
#> 1772066074_F07 3 0.4624 0.6489 0.00 0.00 0.66 0.34
#> 1772066096_G10 3 0.4277 0.6465 0.00 0.00 0.72 0.28
#> 1772066097_B05 4 0.0707 0.5714 0.00 0.00 0.02 0.98
#> 1772066095_H12 4 0.5863 0.5314 0.18 0.00 0.12 0.70
#> 1772066076_A04 3 0.2345 0.5759 0.00 0.00 0.90 0.10
#> 1772066080_H03 2 0.3975 0.6905 0.00 0.76 0.24 0.00
#> 1772066102_G05 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066080_G03 1 0.7553 0.2139 0.50 0.12 0.36 0.02
#> 1772066073_F06 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772067057_C06 2 0.0000 0.9321 0.00 1.00 0.00 0.00
#> 1772067076_A07 1 0.4522 0.4880 0.68 0.00 0.00 0.32
#> 1772066098_C08 3 0.4624 0.6489 0.00 0.00 0.66 0.34
#> 1772066097_B04 4 0.3610 0.4665 0.00 0.00 0.20 0.80
#> 1772066107_G04 3 0.4977 0.0244 0.00 0.46 0.54 0.00
#> 1772066099_G10 1 0.5355 0.4355 0.62 0.00 0.36 0.02
#> 1772066089_G11 3 0.0000 0.5259 0.00 0.00 1.00 0.00
#> 1772066096_F12 4 0.4994 0.1483 0.48 0.00 0.00 0.52
#> 1772066073_C04 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066089_D10 3 0.4624 0.6489 0.00 0.00 0.66 0.34
#> 1772066099_G12 1 0.0000 0.9253 1.00 0.00 0.00 0.00
#> 1772066097_A01 4 0.0707 0.5714 0.00 0.00 0.02 0.98
#> 1772066099_A06 1 0.5271 0.4712 0.64 0.00 0.34 0.02
#> 1772066099_B12 4 0.4624 0.4462 0.00 0.00 0.34 0.66
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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 266 0.228 1.83e-04 2
#> ATC:skmeans 262 0.380 5.41e-06 3
#> ATC:skmeans 219 0.977 2.72e-04 4
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: Node01111-leaf , Node01112-leaf , Node01113-leaf , Node01121-leaf , Node01122-leaf , Node01131-leaf , Node01132-leaf , Node01133-leaf , Node01134-leaf , Node01221 , Node01222 , Node02111-leaf , Node02112-leaf , Node02121-leaf , Node02122-leaf , Node02123-leaf , Node02131-leaf , Node02132-leaf , Node02133-leaf , Node02211-leaf , Node02212-leaf , Node02213-leaf , Node02221-leaf , Node02222-leaf , Node02223-leaf , Node02224-leaf , Node02311-leaf , Node02312-leaf , Node02313-leaf , Node02314-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02421-leaf , Node02422-leaf , Node02423-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["0242"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 9241 rows and 139 columns.
#> Top rows (924) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 0.969 0.950 0.980 0.504 0.497 0.497
#> 3 3 1.000 0.954 0.982 0.320 0.742 0.527
#> 4 4 0.806 0.832 0.920 0.131 0.832 0.552
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
#> 1772067076_A12 2 0.000 0.969 0.00 1.00
#> 1772067069_G03 2 0.000 0.969 0.00 1.00
#> 1772067058_A05 2 0.000 0.969 0.00 1.00
#> 1772067094_F06 2 0.000 0.969 0.00 1.00
#> 1772066102_C12 2 0.000 0.969 0.00 1.00
#> 1772066097_G06 2 0.000 0.969 0.00 1.00
#> 1772067096_H05 2 0.000 0.969 0.00 1.00
#> 1772066102_H06 2 0.000 0.969 0.00 1.00
#> 1772067082_G01 2 0.000 0.969 0.00 1.00
#> 1772067076_D08 2 0.000 0.969 0.00 1.00
#> 1772067094_D09 2 0.000 0.969 0.00 1.00
#> 1772067096_A04 2 0.000 0.969 0.00 1.00
#> 1772066102_G02 2 0.000 0.969 0.00 1.00
#> 1772071044_G10 2 0.000 0.969 0.00 1.00
#> 1772067054_D04 2 0.000 0.969 0.00 1.00
#> 1772067054_G10 2 0.000 0.969 0.00 1.00
#> 1772067058_G10 2 0.000 0.969 0.00 1.00
#> 1772067096_A09 2 0.000 0.969 0.00 1.00
#> 1772067082_G02 2 0.000 0.969 0.00 1.00
#> 1772067058_H10 2 0.000 0.969 0.00 1.00
#> 1772067058_A07 2 0.000 0.969 0.00 1.00
#> 1772071044_E11 2 0.000 0.969 0.00 1.00
#> 1772067058_C05 2 0.000 0.969 0.00 1.00
#> 1772066101_B04 2 0.000 0.969 0.00 1.00
#> 1772071045_G05 2 0.000 0.969 0.00 1.00
#> 1772067076_F05 2 0.000 0.969 0.00 1.00
#> 1772066096_B12 2 0.000 0.969 0.00 1.00
#> 1772067059_E06 2 0.000 0.969 0.00 1.00
#> 1772067060_E04 2 0.000 0.969 0.00 1.00
#> 1772066100_B03 2 0.000 0.969 0.00 1.00
#> 1772066095_C04 2 0.000 0.969 0.00 1.00
#> 1772066080_A04 2 0.000 0.969 0.00 1.00
#> 1772066103_D05 2 0.000 0.969 0.00 1.00
#> 1772066073_G07 2 0.000 0.969 0.00 1.00
#> 1772066101_D06 1 0.402 0.906 0.92 0.08
#> 1772066070_A11 2 0.000 0.969 0.00 1.00
#> 1772066080_A06 2 0.000 0.969 0.00 1.00
#> 1772066101_C06 2 0.000 0.969 0.00 1.00
#> 1772067060_E02 2 0.000 0.969 0.00 1.00
#> 1772066089_A06 2 0.000 0.969 0.00 1.00
#> 1772071035_D05 2 0.000 0.969 0.00 1.00
#> 1772071035_B10 2 0.000 0.969 0.00 1.00
#> 1772066070_B11 1 0.000 0.989 1.00 0.00
#> 1772066098_G02 2 0.000 0.969 0.00 1.00
#> 1772071035_G05 2 0.000 0.969 0.00 1.00
#> 1772066107_C06 2 0.141 0.952 0.02 0.98
#> 1772066096_D09 2 0.000 0.969 0.00 1.00
#> 1772066095_G06 2 0.990 0.233 0.44 0.56
#> 1772067059_C02 2 0.000 0.969 0.00 1.00
#> 1772066099_C06 2 0.327 0.916 0.06 0.94
#> 1772067057_C05 2 0.000 0.969 0.00 1.00
#> 1772066102_F09 1 0.000 0.989 1.00 0.00
#> 1772071035_D11 1 0.680 0.772 0.82 0.18
#> 1772066073_D07 2 0.000 0.969 0.00 1.00
#> 1772066107_H01 1 0.000 0.989 1.00 0.00
#> 1772066070_B12 1 0.000 0.989 1.00 0.00
#> 1772066076_B11 1 0.000 0.989 1.00 0.00
#> 1772066080_G10 1 0.141 0.970 0.98 0.02
#> 1772066076_F09 1 0.000 0.989 1.00 0.00
#> 1772066080_C06 1 0.000 0.989 1.00 0.00
#> 1772066096_E04 1 0.000 0.989 1.00 0.00
#> 1772066070_F10 2 0.000 0.969 0.00 1.00
#> 1772067057_H10 1 0.000 0.989 1.00 0.00
#> 1772066070_A10 1 0.000 0.989 1.00 0.00
#> 1772066095_E05 1 0.000 0.989 1.00 0.00
#> 1772066101_C09 1 0.000 0.989 1.00 0.00
#> 1772066101_G12 1 0.000 0.989 1.00 0.00
#> 1772066108_G09 1 0.000 0.989 1.00 0.00
#> 1772066070_H10 1 0.000 0.989 1.00 0.00
#> 1772071036_A06 2 0.000 0.969 0.00 1.00
#> 1772066089_H05 1 0.000 0.989 1.00 0.00
#> 1772066089_F04 1 0.000 0.989 1.00 0.00
#> 1772066098_E11 1 0.000 0.989 1.00 0.00
#> 1772066096_C06 1 0.000 0.989 1.00 0.00
#> 1772066076_G10 1 0.000 0.989 1.00 0.00
#> 1772066080_A01 1 0.000 0.989 1.00 0.00
#> 1772066101_E11 1 0.000 0.989 1.00 0.00
#> 1772066095_G01 2 0.760 0.721 0.22 0.78
#> 1772071036_E12 2 0.000 0.969 0.00 1.00
#> 1772066096_C10 2 0.000 0.969 0.00 1.00
#> 1772066099_E12 1 0.000 0.989 1.00 0.00
#> 1772067059_H11 2 0.000 0.969 0.00 1.00
#> 1772066103_D07 2 0.000 0.969 0.00 1.00
#> 1772071035_E12 2 0.000 0.969 0.00 1.00
#> 1772066076_E08 2 0.881 0.587 0.30 0.70
#> 1772066097_D11 2 0.529 0.854 0.12 0.88
#> 1772066080_F10 2 0.242 0.935 0.04 0.96
#> 1772066101_A08 1 0.000 0.989 1.00 0.00
#> 1772066073_A01 2 0.000 0.969 0.00 1.00
#> 1772066107_F10 1 0.000 0.989 1.00 0.00
#> 1772071044_D06 2 0.000 0.969 0.00 1.00
#> 1772067058_A06 2 0.000 0.969 0.00 1.00
#> 1772067058_A09 2 0.000 0.969 0.00 1.00
#> 1772067057_F10 1 0.943 0.408 0.64 0.36
#> 1772066095_H08 2 0.000 0.969 0.00 1.00
#> 1772066096_D04 1 0.000 0.989 1.00 0.00
#> 1772067076_G09 1 0.000 0.989 1.00 0.00
#> 1772066098_D02 1 0.000 0.989 1.00 0.00
#> 1772071035_F05 2 0.000 0.969 0.00 1.00
#> 1772066101_C01 2 0.999 0.107 0.48 0.52
#> 1772066090_F11 1 0.000 0.989 1.00 0.00
#> 1772066102_F06 1 0.242 0.950 0.96 0.04
#> 1772066097_A05 1 0.000 0.989 1.00 0.00
#> 1772066073_D10 2 0.000 0.969 0.00 1.00
#> 1772066098_E09 2 0.943 0.457 0.36 0.64
#> 1772066097_D06 1 0.000 0.989 1.00 0.00
#> 1772066101_D02 1 0.000 0.989 1.00 0.00
#> 1772066089_B02 1 0.000 0.989 1.00 0.00
#> 1772066096_G02 1 0.000 0.989 1.00 0.00
#> 1772066073_F04 1 0.000 0.989 1.00 0.00
#> 1772066089_G12 1 0.000 0.989 1.00 0.00
#> 1772066099_H03 1 0.000 0.989 1.00 0.00
#> 1772066097_E12 1 0.000 0.989 1.00 0.00
#> 1772066097_C11 1 0.000 0.989 1.00 0.00
#> 1772066073_C10 1 0.000 0.989 1.00 0.00
#> 1772066108_G05 1 0.000 0.989 1.00 0.00
#> 1772066097_C05 1 0.000 0.989 1.00 0.00
#> 1772066076_A03 1 0.000 0.989 1.00 0.00
#> 1772066097_A11 1 0.000 0.989 1.00 0.00
#> 1772066100_E09 1 0.000 0.989 1.00 0.00
#> 1772066070_H05 2 0.529 0.854 0.12 0.88
#> 1772067076_H04 1 0.000 0.989 1.00 0.00
#> 1772066095_C03 1 0.000 0.989 1.00 0.00
#> 1772066098_C09 1 0.000 0.989 1.00 0.00
#> 1772067057_D10 1 0.000 0.989 1.00 0.00
#> 1772066096_F01 1 0.000 0.989 1.00 0.00
#> 1772066102_A10 1 0.000 0.989 1.00 0.00
#> 1772066089_A09 1 0.000 0.989 1.00 0.00
#> 1772066097_C02 1 0.000 0.989 1.00 0.00
#> 1772066074_D07 1 0.000 0.989 1.00 0.00
#> 1772066074_F07 1 0.000 0.989 1.00 0.00
#> 1772066096_G10 1 0.000 0.989 1.00 0.00
#> 1772066076_A04 1 0.000 0.989 1.00 0.00
#> 1772066080_H03 1 0.000 0.989 1.00 0.00
#> 1772067057_C06 1 0.000 0.989 1.00 0.00
#> 1772066098_C08 1 0.000 0.989 1.00 0.00
#> 1772066107_G04 1 0.000 0.989 1.00 0.00
#> 1772066089_G11 1 0.000 0.989 1.00 0.00
#> 1772066089_D10 1 0.000 0.989 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> 1772067076_A12 2 0.0000 0.983 0.00 1.00 0.00
#> 1772067069_G03 2 0.0000 0.983 0.00 1.00 0.00
#> 1772067058_A05 2 0.0000 0.983 0.00 1.00 0.00
#> 1772067094_F06 2 0.0000 0.983 0.00 1.00 0.00
#> 1772066102_C12 2 0.0000 0.983 0.00 1.00 0.00
#> 1772066097_G06 2 0.0000 0.983 0.00 1.00 0.00
#> 1772067096_H05 2 0.0000 0.983 0.00 1.00 0.00
#> 1772066102_H06 3 0.0892 0.958 0.00 0.02 0.98
#> 1772067082_G01 2 0.0000 0.983 0.00 1.00 0.00
#> 1772067076_D08 2 0.0000 0.983 0.00 1.00 0.00
#> 1772067094_D09 2 0.0000 0.983 0.00 1.00 0.00
#> 1772067096_A04 2 0.0000 0.983 0.00 1.00 0.00
#> 1772066102_G02 2 0.0000 0.983 0.00 1.00 0.00
#> 1772071044_G10 2 0.0000 0.983 0.00 1.00 0.00
#> 1772067054_D04 2 0.0000 0.983 0.00 1.00 0.00
#> 1772067054_G10 2 0.0000 0.983 0.00 1.00 0.00
#> 1772067058_G10 2 0.0000 0.983 0.00 1.00 0.00
#> 1772067096_A09 2 0.0000 0.983 0.00 1.00 0.00
#> 1772067082_G02 2 0.0000 0.983 0.00 1.00 0.00
#> 1772067058_H10 3 0.0000 0.976 0.00 0.00 1.00
#> 1772067058_A07 3 0.0000 0.976 0.00 0.00 1.00
#> 1772071044_E11 3 0.0000 0.976 0.00 0.00 1.00
#> 1772067058_C05 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066101_B04 3 0.0000 0.976 0.00 0.00 1.00
#> 1772071045_G05 3 0.0000 0.976 0.00 0.00 1.00
#> 1772067076_F05 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066096_B12 3 0.0000 0.976 0.00 0.00 1.00
#> 1772067059_E06 3 0.0000 0.976 0.00 0.00 1.00
#> 1772067060_E04 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066100_B03 2 0.2066 0.930 0.00 0.94 0.06
#> 1772066095_C04 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066080_A04 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066103_D05 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066073_G07 2 0.1529 0.949 0.00 0.96 0.04
#> 1772066101_D06 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066070_A11 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066080_A06 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066101_C06 3 0.0000 0.976 0.00 0.00 1.00
#> 1772067060_E02 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066089_A06 3 0.0000 0.976 0.00 0.00 1.00
#> 1772071035_D05 3 0.0000 0.976 0.00 0.00 1.00
#> 1772071035_B10 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066070_B11 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066098_G02 2 0.0000 0.983 0.00 1.00 0.00
#> 1772071035_G05 2 0.0000 0.983 0.00 1.00 0.00
#> 1772066107_C06 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066096_D09 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066095_G06 3 0.0000 0.976 0.00 0.00 1.00
#> 1772067059_C02 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066099_C06 3 0.0000 0.976 0.00 0.00 1.00
#> 1772067057_C05 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066102_F09 3 0.6280 0.152 0.46 0.00 0.54
#> 1772071035_D11 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066073_D07 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066107_H01 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066070_B12 1 0.5016 0.681 0.76 0.00 0.24
#> 1772066076_B11 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066080_G10 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066076_F09 1 0.2066 0.928 0.94 0.00 0.06
#> 1772066080_C06 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066096_E04 1 0.3340 0.857 0.88 0.00 0.12
#> 1772066070_F10 3 0.1529 0.938 0.00 0.04 0.96
#> 1772067057_H10 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066070_A10 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066095_E05 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066101_C09 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066101_G12 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066108_G09 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066070_H10 1 0.0000 0.982 1.00 0.00 0.00
#> 1772071036_A06 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066089_H05 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066089_F04 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066098_E11 3 0.6192 0.271 0.42 0.00 0.58
#> 1772066096_C06 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066076_G10 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066080_A01 1 0.0892 0.965 0.98 0.00 0.02
#> 1772066101_E11 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066095_G01 3 0.0000 0.976 0.00 0.00 1.00
#> 1772071036_E12 2 0.5397 0.616 0.00 0.72 0.28
#> 1772066096_C10 3 0.0892 0.958 0.00 0.02 0.98
#> 1772066099_E12 1 0.0892 0.965 0.98 0.00 0.02
#> 1772067059_H11 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066103_D07 3 0.0000 0.976 0.00 0.00 1.00
#> 1772071035_E12 2 0.0000 0.983 0.00 1.00 0.00
#> 1772066076_E08 2 0.0000 0.983 0.00 1.00 0.00
#> 1772066097_D11 3 0.0000 0.976 0.00 0.00 1.00
#> 1772066080_F10 2 0.0892 0.966 0.02 0.98 0.00
#> 1772066101_A08 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066073_A01 2 0.0000 0.983 0.00 1.00 0.00
#> 1772066107_F10 1 0.0000 0.982 1.00 0.00 0.00
#> 1772071044_D06 2 0.0000 0.983 0.00 1.00 0.00
#> 1772067058_A06 2 0.0000 0.983 0.00 1.00 0.00
#> 1772067058_A09 2 0.0000 0.983 0.00 1.00 0.00
#> 1772067057_F10 2 0.0000 0.983 0.00 1.00 0.00
#> 1772066095_H08 2 0.0000 0.983 0.00 1.00 0.00
#> 1772066096_D04 1 0.1529 0.947 0.96 0.00 0.04
#> 1772067076_G09 2 0.2066 0.929 0.06 0.94 0.00
#> 1772066098_D02 1 0.0000 0.982 1.00 0.00 0.00
#> 1772071035_F05 2 0.0000 0.983 0.00 1.00 0.00
#> 1772066101_C01 2 0.0000 0.983 0.00 1.00 0.00
#> 1772066090_F11 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066102_F06 1 0.6244 0.214 0.56 0.44 0.00
#> 1772066097_A05 2 0.4002 0.810 0.16 0.84 0.00
#> 1772066073_D10 2 0.0000 0.983 0.00 1.00 0.00
#> 1772066098_E09 2 0.0000 0.983 0.00 1.00 0.00
#> 1772066097_D06 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066101_D02 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066089_B02 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066096_G02 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066073_F04 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066089_G12 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066099_H03 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066097_E12 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066097_C11 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066073_C10 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066108_G05 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066097_C05 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066076_A03 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066097_A11 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066100_E09 2 0.1529 0.949 0.04 0.96 0.00
#> 1772066070_H05 2 0.0000 0.983 0.00 1.00 0.00
#> 1772067076_H04 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066095_C03 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066098_C09 1 0.0000 0.982 1.00 0.00 0.00
#> 1772067057_D10 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066096_F01 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066102_A10 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066089_A09 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066097_C02 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066074_D07 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066074_F07 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066096_G10 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066076_A04 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066080_H03 1 0.0000 0.982 1.00 0.00 0.00
#> 1772067057_C06 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066098_C08 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066107_G04 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066089_G11 1 0.0000 0.982 1.00 0.00 0.00
#> 1772066089_D10 1 0.0000 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
#> 1772067076_A12 2 0.0707 0.9172 0.00 0.98 0.00 0.02
#> 1772067069_G03 2 0.0000 0.9269 0.00 1.00 0.00 0.00
#> 1772067058_A05 2 0.0000 0.9269 0.00 1.00 0.00 0.00
#> 1772067094_F06 2 0.0000 0.9269 0.00 1.00 0.00 0.00
#> 1772066102_C12 2 0.5355 0.4544 0.00 0.62 0.36 0.02
#> 1772066097_G06 2 0.4284 0.7392 0.00 0.78 0.20 0.02
#> 1772067096_H05 2 0.0000 0.9269 0.00 1.00 0.00 0.00
#> 1772066102_H06 3 0.0707 0.9017 0.00 0.00 0.98 0.02
#> 1772067082_G01 2 0.0000 0.9269 0.00 1.00 0.00 0.00
#> 1772067076_D08 2 0.0000 0.9269 0.00 1.00 0.00 0.00
#> 1772067094_D09 2 0.0000 0.9269 0.00 1.00 0.00 0.00
#> 1772067096_A04 2 0.0000 0.9269 0.00 1.00 0.00 0.00
#> 1772066102_G02 2 0.0000 0.9269 0.00 1.00 0.00 0.00
#> 1772071044_G10 2 0.0000 0.9269 0.00 1.00 0.00 0.00
#> 1772067054_D04 2 0.0000 0.9269 0.00 1.00 0.00 0.00
#> 1772067054_G10 2 0.0000 0.9269 0.00 1.00 0.00 0.00
#> 1772067058_G10 2 0.2706 0.8636 0.00 0.90 0.08 0.02
#> 1772067096_A09 2 0.0000 0.9269 0.00 1.00 0.00 0.00
#> 1772067082_G02 2 0.0000 0.9269 0.00 1.00 0.00 0.00
#> 1772067058_H10 3 0.0707 0.9017 0.00 0.00 0.98 0.02
#> 1772067058_A07 3 0.0707 0.9017 0.00 0.00 0.98 0.02
#> 1772071044_E11 3 0.0000 0.9077 0.00 0.00 1.00 0.00
#> 1772067058_C05 3 0.0000 0.9077 0.00 0.00 1.00 0.00
#> 1772066101_B04 3 0.0000 0.9077 0.00 0.00 1.00 0.00
#> 1772071045_G05 3 0.0000 0.9077 0.00 0.00 1.00 0.00
#> 1772067076_F05 3 0.0000 0.9077 0.00 0.00 1.00 0.00
#> 1772066096_B12 3 0.0000 0.9077 0.00 0.00 1.00 0.00
#> 1772067059_E06 3 0.0000 0.9077 0.00 0.00 1.00 0.00
#> 1772067060_E04 3 0.0000 0.9077 0.00 0.00 1.00 0.00
#> 1772066100_B03 2 0.4994 0.1202 0.00 0.52 0.48 0.00
#> 1772066095_C04 3 0.0000 0.9077 0.00 0.00 1.00 0.00
#> 1772066080_A04 3 0.0000 0.9077 0.00 0.00 1.00 0.00
#> 1772066103_D05 3 0.0000 0.9077 0.00 0.00 1.00 0.00
#> 1772066073_G07 2 0.4907 0.3102 0.00 0.58 0.42 0.00
#> 1772066101_D06 4 0.2011 0.8547 0.00 0.00 0.08 0.92
#> 1772066070_A11 3 0.0000 0.9077 0.00 0.00 1.00 0.00
#> 1772066080_A06 3 0.0000 0.9077 0.00 0.00 1.00 0.00
#> 1772066101_C06 3 0.3975 0.6918 0.00 0.00 0.76 0.24
#> 1772067060_E02 3 0.0000 0.9077 0.00 0.00 1.00 0.00
#> 1772066089_A06 3 0.0000 0.9077 0.00 0.00 1.00 0.00
#> 1772071035_D05 3 0.1637 0.8797 0.00 0.00 0.94 0.06
#> 1772071035_B10 3 0.1637 0.8797 0.00 0.00 0.94 0.06
#> 1772066070_B11 4 0.1211 0.8758 0.00 0.00 0.04 0.96
#> 1772066098_G02 2 0.0000 0.9269 0.00 1.00 0.00 0.00
#> 1772071035_G05 2 0.0000 0.9269 0.00 1.00 0.00 0.00
#> 1772066107_C06 3 0.3610 0.7403 0.00 0.00 0.80 0.20
#> 1772066096_D09 3 0.3172 0.7935 0.00 0.00 0.84 0.16
#> 1772066095_G06 4 0.3400 0.7617 0.00 0.00 0.18 0.82
#> 1772067059_C02 3 0.0707 0.9017 0.00 0.00 0.98 0.02
#> 1772066099_C06 3 0.4134 0.6542 0.00 0.00 0.74 0.26
#> 1772067057_C05 3 0.1211 0.8897 0.00 0.00 0.96 0.04
#> 1772066102_F09 4 0.1913 0.8826 0.04 0.00 0.02 0.94
#> 1772071035_D11 4 0.3400 0.7595 0.00 0.00 0.18 0.82
#> 1772066073_D07 3 0.2647 0.8307 0.00 0.00 0.88 0.12
#> 1772066107_H01 4 0.0707 0.8896 0.02 0.00 0.00 0.98
#> 1772066070_B12 4 0.0707 0.8896 0.02 0.00 0.00 0.98
#> 1772066076_B11 4 0.1211 0.8747 0.00 0.00 0.04 0.96
#> 1772066080_G10 4 0.2011 0.8561 0.00 0.00 0.08 0.92
#> 1772066076_F09 4 0.0707 0.8896 0.02 0.00 0.00 0.98
#> 1772066080_C06 4 0.1211 0.8867 0.04 0.00 0.00 0.96
#> 1772066096_E04 4 0.0707 0.8896 0.02 0.00 0.00 0.98
#> 1772066070_F10 3 0.4491 0.7906 0.00 0.06 0.80 0.14
#> 1772067057_H10 4 0.4522 0.5786 0.32 0.00 0.00 0.68
#> 1772066070_A10 4 0.1211 0.8880 0.04 0.00 0.00 0.96
#> 1772066095_E05 4 0.0707 0.8896 0.02 0.00 0.00 0.98
#> 1772066101_C09 4 0.2011 0.8742 0.08 0.00 0.00 0.92
#> 1772066101_G12 4 0.1211 0.8880 0.04 0.00 0.00 0.96
#> 1772066108_G09 4 0.1637 0.8805 0.06 0.00 0.00 0.94
#> 1772066070_H10 4 0.4855 0.4068 0.40 0.00 0.00 0.60
#> 1772071036_A06 3 0.2345 0.8489 0.00 0.00 0.90 0.10
#> 1772066089_H05 4 0.4134 0.6781 0.26 0.00 0.00 0.74
#> 1772066089_F04 4 0.0707 0.8896 0.02 0.00 0.00 0.98
#> 1772066098_E11 4 0.1211 0.8880 0.04 0.00 0.00 0.96
#> 1772066096_C06 4 0.1211 0.8880 0.04 0.00 0.00 0.96
#> 1772066076_G10 4 0.3400 0.7608 0.00 0.00 0.18 0.82
#> 1772066080_A01 4 0.1637 0.8807 0.06 0.00 0.00 0.94
#> 1772066101_E11 4 0.1211 0.8747 0.00 0.00 0.04 0.96
#> 1772066095_G01 4 0.4277 0.5975 0.00 0.00 0.28 0.72
#> 1772071036_E12 3 0.5173 0.4822 0.00 0.32 0.66 0.02
#> 1772066096_C10 3 0.3247 0.8470 0.00 0.06 0.88 0.06
#> 1772066099_E12 4 0.4406 0.6212 0.30 0.00 0.00 0.70
#> 1772067059_H11 3 0.0707 0.9017 0.00 0.00 0.98 0.02
#> 1772066103_D07 3 0.0707 0.9017 0.00 0.00 0.98 0.02
#> 1772071035_E12 3 0.5606 -0.0727 0.00 0.48 0.50 0.02
#> 1772066076_E08 2 0.4491 0.7783 0.14 0.80 0.00 0.06
#> 1772066097_D11 3 0.4907 0.3300 0.00 0.00 0.58 0.42
#> 1772066080_F10 2 0.5744 0.7365 0.16 0.74 0.08 0.02
#> 1772066101_A08 1 0.0000 0.9277 1.00 0.00 0.00 0.00
#> 1772066073_A01 2 0.3606 0.8059 0.00 0.84 0.14 0.02
#> 1772066107_F10 1 0.0707 0.9180 0.98 0.00 0.00 0.02
#> 1772071044_D06 2 0.0000 0.9269 0.00 1.00 0.00 0.00
#> 1772067058_A06 2 0.0000 0.9269 0.00 1.00 0.00 0.00
#> 1772067058_A09 2 0.0000 0.9269 0.00 1.00 0.00 0.00
#> 1772067057_F10 2 0.2011 0.8709 0.08 0.92 0.00 0.00
#> 1772066095_H08 2 0.0000 0.9269 0.00 1.00 0.00 0.00
#> 1772066096_D04 4 0.0707 0.8896 0.02 0.00 0.00 0.98
#> 1772067076_G09 1 0.4134 0.6525 0.74 0.26 0.00 0.00
#> 1772066098_D02 1 0.1211 0.9015 0.96 0.00 0.00 0.04
#> 1772071035_F05 2 0.0000 0.9269 0.00 1.00 0.00 0.00
#> 1772066101_C01 2 0.1637 0.8873 0.06 0.94 0.00 0.00
#> 1772066090_F11 1 0.0000 0.9277 1.00 0.00 0.00 0.00
#> 1772066102_F06 1 0.3853 0.7801 0.82 0.16 0.00 0.02
#> 1772066097_A05 1 0.4277 0.6186 0.72 0.28 0.00 0.00
#> 1772066073_D10 2 0.0000 0.9269 0.00 1.00 0.00 0.00
#> 1772066098_E09 2 0.1211 0.9025 0.04 0.96 0.00 0.00
#> 1772066097_D06 1 0.4406 0.5421 0.70 0.00 0.00 0.30
#> 1772066101_D02 1 0.0000 0.9277 1.00 0.00 0.00 0.00
#> 1772066089_B02 1 0.0000 0.9277 1.00 0.00 0.00 0.00
#> 1772066096_G02 1 0.0000 0.9277 1.00 0.00 0.00 0.00
#> 1772066073_F04 1 0.0000 0.9277 1.00 0.00 0.00 0.00
#> 1772066089_G12 1 0.4994 -0.0341 0.52 0.00 0.00 0.48
#> 1772066099_H03 1 0.0000 0.9277 1.00 0.00 0.00 0.00
#> 1772066097_E12 4 0.4713 0.4992 0.36 0.00 0.00 0.64
#> 1772066097_C11 1 0.0707 0.9159 0.98 0.00 0.00 0.02
#> 1772066073_C10 1 0.1211 0.9064 0.96 0.00 0.00 0.04
#> 1772066108_G05 1 0.0707 0.9180 0.98 0.00 0.00 0.02
#> 1772066097_C05 1 0.0000 0.9277 1.00 0.00 0.00 0.00
#> 1772066076_A03 1 0.1637 0.8898 0.94 0.00 0.00 0.06
#> 1772066097_A11 1 0.0000 0.9277 1.00 0.00 0.00 0.00
#> 1772066100_E09 1 0.4522 0.5454 0.68 0.32 0.00 0.00
#> 1772066070_H05 2 0.1411 0.9101 0.02 0.96 0.00 0.02
#> 1772067076_H04 1 0.0000 0.9277 1.00 0.00 0.00 0.00
#> 1772066095_C03 1 0.0000 0.9277 1.00 0.00 0.00 0.00
#> 1772066098_C09 1 0.0000 0.9277 1.00 0.00 0.00 0.00
#> 1772067057_D10 1 0.0000 0.9277 1.00 0.00 0.00 0.00
#> 1772066096_F01 1 0.0000 0.9277 1.00 0.00 0.00 0.00
#> 1772066102_A10 1 0.0000 0.9277 1.00 0.00 0.00 0.00
#> 1772066089_A09 1 0.0000 0.9277 1.00 0.00 0.00 0.00
#> 1772066097_C02 1 0.0000 0.9277 1.00 0.00 0.00 0.00
#> 1772066074_D07 1 0.0000 0.9277 1.00 0.00 0.00 0.00
#> 1772066074_F07 1 0.0000 0.9277 1.00 0.00 0.00 0.00
#> 1772066096_G10 1 0.0000 0.9277 1.00 0.00 0.00 0.00
#> 1772066076_A04 1 0.0000 0.9277 1.00 0.00 0.00 0.00
#> 1772066080_H03 1 0.0707 0.9180 0.98 0.00 0.00 0.02
#> 1772067057_C06 1 0.3172 0.7848 0.84 0.00 0.00 0.16
#> 1772066098_C08 1 0.0000 0.9277 1.00 0.00 0.00 0.00
#> 1772066107_G04 1 0.3801 0.6905 0.78 0.00 0.00 0.22
#> 1772066089_G11 1 0.0707 0.9180 0.98 0.00 0.00 0.02
#> 1772066089_D10 1 0.0000 0.9277 1.00 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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 135 0.368 1.28e-04 2
#> ATC:skmeans 136 0.301 6.12e-06 3
#> ATC:skmeans 130 0.399 1.37e-04 4
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-leaf , Node021 , Node022 , Node023 , Node024 , Node031 , Node032 , Node033 .
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 'DownSamplingConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 10825 rows and 500 columns, randomly sampled from 616 columns.
#> Top rows (1008) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 1.000 0.975 0.990 0.4907 0.510 0.510
#> 3 3 1.000 0.975 0.986 0.3530 0.781 0.589
#> 4 4 0.836 0.805 0.903 0.0934 0.915 0.756
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.
get_classes(res, k = 2)
#> class p
#> 1772067054_G01 1 0.000
#> 1772067093_H05 1 0.000
#> 1772067066_A09 1 0.000
#> 1772063078_F12 1 0.000
#> 1772063061_H03 1 0.000
#> 1772071045_H03 1 0.000
#> 1772067083_F08 1 0.000
#> 1772067083_H01 1 0.000
#> 1772071015_C09 1 0.000
#> 1772067065_G10 1 0.000
#> 1772067065_B10 1 0.000
#> 1772071017_H06 1 1.000
#> 1772071014_A12 1 0.000
#> 1772067065_F08 1 0.000
#> 1772066102_B06 1 0.000
#> 1772067066_A10 1 0.000
#> 1772067066_E02 1 0.249
#> 1772067065_B09 1 0.000
#> 1772067065_F10 1 0.000
#> 1772063063_H03 1 0.000
#> 1772067066_D04 1 0.000
#> 1772071015_E10 1 0.000
#> 1772067082_B09 1 0.000
#> 1772062115_H01 1 0.000
#> 1772066090_C05 2 0.000
#> 1772067096_F07 1 0.000
#> 1772067083_G04 1 0.000
#> 1772071015_G09 1 0.000
#> 1772066095_F07 1 0.000
#> 1772071017_G02 1 0.000
#> 1772062111_C11 1 0.000
#> 1772058148_H03 1 0.000
#> 1772071017_C10 1 0.000
#> 1772063068_F12 1 0.000
#> 1772066100_F03 1 0.000
#> 1772067093_D01 1 0.000
#> 1772067073_C01 1 0.000
#> 1772067054_F12 1 0.000
#> 1772058177_D04 1 1.000
#> 1772067082_H03 1 0.000
#> 1772071017_D01 1 1.000
#> 1772067096_A01 1 0.000
#> 1772058148_H08 1 0.000
#> 1772067093_F03 1 0.000
#> 1772071015_E08 1 0.000
#> 1772067096_G05 1 0.000
#> 1772071017_A08 1 1.000
#> 1772067094_A09 1 0.000
#> 1772066100_F08 1 0.000
#> 1772067082_C02 1 0.000
#> 1772071017_A06 2 0.000
#> 1772071017_G01 1 0.000
#> 1772067070_C01 1 0.000
#> 1772067070_A03 1 0.000
#> 1772071041_F09 1 0.000
#> 1772071041_H12 2 0.498
#> 1772067070_G08 1 0.000
#> 1772063063_H02 1 0.000
#> 1772063068_A01 1 0.000
#> 1772063068_B01 1 0.000
#> 1772063077_D06 1 0.000
#> 1772071041_H10 1 0.249
#> 1772067070_D06 2 0.502
#> 1772063077_D12 1 0.000
#> 1772071041_C05 1 0.000
#> 1772067070_G12 1 0.000
#> 1772062115_G01 1 0.000
#> 1772063071_H01 1 0.000
#> 1772063065_A10 1 0.000
#> 1772063068_A02 1 0.000
#> 1772067064_A01 1 0.249
#> 1772063065_F03 1 0.000
#> 1772060224_B06 1 0.000
#> 1772071041_H05 1 0.000
#> 1772071041_E10 1 0.000
#> 1772063078_B12 1 0.000
#> 1772071041_A06 1 1.000
#> 1772060240_F12 1 0.000
#> 1772063065_D04 1 0.000
#> 1772063068_H12 1 0.000
#> 1772063070_B11 1 0.000
#> 1772063065_G10 1 0.000
#> 1772067074_D10 1 0.000
#> 1772063065_D12 1 0.000
#> 1772063068_E06 1 0.000
#> 1772071041_B01 1 0.000
#> 1772060226_F11 1 0.000
#> 1772063065_C08 1 0.000
#> 1772063068_F02 1 0.000
#> 1772071041_C10 1 0.000
#> 1772060225_C12 1 0.000
#> 1772063068_G11 1 0.000
#> 1772063065_C09 1 0.000
#> 1772063065_E02 1 0.000
#> 1772067074_D08 1 0.000
#> 1772071040_H01 1 0.000
#> 1772063071_E07 1 0.000
#> 1772063065_D02 1 0.000
#> 1772063062_F05 1 0.000
#> 1772066104_F10 1 0.000
#> 1772058177_G10 1 0.000
#> 1772063068_H01 1 0.000
#> 1772063062_C04 1 0.000
#> 1772062109_A11 1 0.000
#> 1772063068_C10 1 0.000
#> 1772062128_A09 1 0.000
#> 1772067054_G11 1 0.000
#> 1772067082_D08 1 0.000
#> 1772067082_B12 1 0.000
#> 1772067082_F05 1 0.000
#> 1772063062_D03 1 0.000
#> 1772067070_B11 2 0.502
#> 1772062111_H10 1 0.000
#> 1772067063_A01 1 0.000
#> 1772067070_G04 1 0.000
#> 1772071041_D11 2 0.000
#> 1772067070_H11 1 0.000
#> 1772062111_B01 1 0.000
#> 1772063068_C01 1 0.000
#> 1772060240_B10 1 0.000
#> 1772066096_B04 1 0.000
#> 1772063077_C12 1 0.000
#> 1772063065_F01 1 0.000
#> 1772062118_A01 1 0.000
#> 1772063065_A01 1 0.000
#> 1772067070_D10 1 0.000
#> 1772063077_G04 1 0.000
#> 1772063071_E01 1 0.000
#> 1772067070_D05 1 0.000
#> 1772062111_H11 1 0.000
#> 1772063077_E05 1 0.000
#> 1772062111_A09 1 0.000
#> 1772058171_C07 1 0.000
#> 1772058177_H07 1 0.000
#> 1772063061_G01 1 0.000
#> 1772062128_E06 1 0.000
#> 1772063071_D09 1 0.000
#> 1772060225_E04 1 0.000
#> 1772063065_B10 1 0.000
#> 1772062113_A04 1 0.000
#> 1772063074_C06 1 0.000
#> 1772063071_E05 1 0.000
#> 1772062113_B05 1 0.000
#> 1772063068_C02 1 0.000
#> 1772063068_E08 1 0.000
#> 1772063068_C05 1 0.000
#> 1772063065_B05 1 0.000
#> 1772063078_D10 1 0.000
#> 1772063078_E06 1 0.000
#> 1772063078_G09 1 0.000
#> 1772063068_B07 1 0.000
#> 1772062128_F12 1 0.000
#> 1772060240_E09 1 0.000
#> 1772060240_D04 1 0.000
#> 1772067054_A04 2 0.000
#> 1772066073_G02 2 0.000
#> 1772066098_A07 1 0.000
#> 1772067060_B12 2 0.000
#> 1772067059_F12 2 0.000
#> 1772067082_C12 1 1.000
#> 1772067069_B11 2 1.000
#> 1772067082_F04 2 1.000
#> 1772066077_H11 2 0.000
#> 1772071044_H04 2 0.000
#> 1772067058_F04 2 0.000
#> 1772066077_D08 2 0.000
#> 1772066090_A08 2 0.000
#> 1772067093_F09 2 0.000
#> 1772066070_B03 2 0.000
#> 1772071036_C05 2 0.000
#> 1772067083_D06 2 0.000
#> 1772066090_F10 2 0.000
#> 1772066090_F06 2 0.000
#> 1772071035_G06 2 0.000
#> 1772071036_E02 2 0.000
#> 1772067082_E08 2 0.000
#> 1772066090_C03 2 0.000
#> 1772066077_G03 2 0.000
#> 1772067054_D06 2 0.000
#> 1772067093_F07 2 0.000
#> 1772067059_A07 2 0.000
#> 1772066073_G06 1 1.000
#> 1772071040_D07 2 0.000
#> 1772062116_E12 2 0.000
#> 1772066073_D09 2 1.000
#> 1772067058_F12 2 0.000
#> 1772066080_B06 2 0.000
#> 1772066090_G07 2 0.000
#> 1772066099_A12 2 0.000
#> 1772067058_H04 2 0.000
#> 1772067059_G08 2 0.000
#> 1772067070_D03 1 0.751
#> 1772071044_H01 2 0.000
#> 1772062111_B08 1 0.751
#> 1772066099_F07 2 0.000
#> 1772071040_H11 2 0.000
#> 1772066077_H01 2 0.000
#> 1772066097_E07 2 0.000
#> 1772071017_A02 2 0.000
#> 1772067070_D09 1 0.000
#> 1772067094_B06 2 0.000
#> 1772063063_D03 2 0.000
#> 1772071041_B09 1 1.000
#> 1772067094_A03 2 0.000
#> 1772067066_D09 2 0.000
#> 1772071017_E11 2 0.000
#> 1772060225_G12 1 1.000
#> 1772071041_A09 1 1.000
#> 1772066107_A06 2 0.000
#> 1772066090_G08 2 0.000
#> 1772066076_C06 2 0.000
#> 1772066070_H06 2 0.000
#> 1772066090_H06 2 0.000
#> 1772066076_D09 2 0.000
#> 1772066080_H01 2 0.000
#> 1772066080_E04 2 0.000
#> 1772066076_E02 2 0.000
#> 1772066099_D09 2 0.000
#> 1772066080_D06 2 0.000
#> 1772066070_H11 2 0.000
#> 1772067076_B12 2 0.000
#> 1772066080_D10 2 0.000
#> 1772066099_F03 2 0.000
#> 1772067076_F06 2 0.000
#> 1772066108_H03 2 0.000
#> 1772066077_A05 2 0.000
#> 1772066076_D05 2 0.000
#> 1772066076_A05 2 0.000
#> 1772067059_B09 2 0.000
#> 1772067076_C12 2 0.000
#> 1772067060_E11 2 0.000
#> 1772066070_F03 2 0.000
#> 1772066102_B10 2 0.000
#> 1772067054_A07 2 0.000
#> 1772067096_G07 2 1.000
#> 1772066090_E03 2 0.000
#> 1772066108_D11 2 0.000
#> 1772066070_A08 2 0.000
#> 1772066076_D07 2 0.000
#> 1772066090_H03 2 0.000
#> 1772066090_E06 2 0.000
#> 1772066102_D10 2 0.000
#> 1772066070_C01 2 0.000
#> 1772066090_F01 2 0.000
#> 1772066070_C11 2 0.000
#> 1772066077_D05 2 0.000
#> 1772066070_E05 2 0.000
#> 1772066070_C04 2 0.000
#> 1772066100_B12 2 0.000
#> 1772066097_G07 2 0.000
#> 1772066070_E08 2 0.000
#> 1772066077_E06 2 0.000
#> 1772067082_D09 2 0.000
#> 1772066074_C01 2 0.000
#> 1772067096_E02 2 0.000
#> 1772067096_G04 2 0.000
#> 1772067094_A04 1 0.498
#> 1772066080_B10 2 0.502
#> 1772066090_C11 2 0.000
#> 1772066077_A04 2 0.000
#> 1772066077_H08 2 0.000
#> 1772066070_A04 2 0.000
#> 1772066090_H07 2 0.000
#> 1772066073_F08 2 0.000
#> 1772066090_D11 2 0.000
#> 1772067082_D01 1 1.000
#> 1772067083_D02 2 0.000
#> 1772067082_A11 2 0.000
#> 1772066107_E06 2 0.253
#> 1772067094_G06 2 0.000
#> 1772066077_B01 2 0.000
#> 1772066074_F03 2 0.000
#> 1772067093_B04 2 0.000
#> 1772066070_C06 2 0.000
#> 1772066070_C05 2 0.000
#> 1772066070_E12 2 0.000
#> 1772066070_G05 2 0.000
#> 1772066070_D08 2 0.000
#> 1772066090_G10 2 0.000
#> 1772066090_A01 2 0.000
#> 1772066070_B07 2 0.000
#> 1772066090_D07 2 0.000
#> 1772066107_G05 2 0.000
#> 1772066070_H12 2 0.000
#> 1772066077_G12 2 0.000
#> 1772066070_F02 2 0.000
#> 1772066077_B12 2 0.000
#> 1772066089_C03 2 0.000
#> 1772066077_C10 2 0.000
#> 1772071044_G04 2 0.000
#> 1772066090_H05 2 0.000
#> 1772066090_B01 2 0.000
#> 1772066090_F07 2 0.000
#> 1772066108_E08 2 0.000
#> 1772066107_C10 2 0.000
#> 1772066070_C09 2 0.000
#> 1772066077_F04 2 0.000
#> 1772066090_G09 2 0.000
#> 1772066090_A11 2 0.000
#> 1772062116_F11 2 0.000
#> 1772066070_G11 2 0.000
#> 1772066077_G09 2 0.000
#> 1772066073_E05 2 0.000
#> 1772067094_C04 2 1.000
#> 1772066070_B05 2 0.000
#> 1772066073_G08 2 0.000
#> 1772066077_C09 2 0.000
#> 1772066107_A12 2 0.000
#> 1772066074_F01 2 0.000
#> 1772067096_D04 2 0.000
#> 1772066070_C03 2 0.000
#> 1772066080_D12 2 0.000
#> 1772067096_F12 2 0.000
#> 1772066090_E04 2 0.498
#> 1772067054_C07 2 1.000
#> 1772066089_A02 2 0.000
#> 1772066070_H04 2 0.000
#> 1772066107_E01 2 0.000
#> 1772066070_F12 2 0.000
#> 1772066107_B09 2 0.000
#> 1772066070_E09 2 0.000
#> 1772066090_C10 2 0.000
#> 1772066070_H08 2 0.000
#> 1772066099_C03 2 0.000
#> 1772066090_E09 2 0.000
#> 1772066070_F07 2 0.000
#> 1772066070_D11 2 0.000
#> 1772066089_D12 2 0.000
#> 1772066090_C09 2 0.000
#> 1772067094_F01 2 0.000
#> 1772067094_G07 2 0.000
#> 1772067096_H06 2 0.000
#> 1772067094_A02 2 0.498
#> 1772067093_H02 2 0.249
#> 1772067093_A03 2 0.000
#> 1772067096_H02 2 0.000
#> 1772066077_D10 2 0.000
#> 1772066077_B09 2 0.000
#> 1772066077_E09 2 0.000
#> 1772066077_E11 2 0.000
#> 1772066077_C06 2 0.000
#> 1772066107_D02 2 0.000
#> 1772071045_A04 2 0.000
#> 1772067058_H06 2 0.000
#> 1772066077_C04 2 0.000
#> 1772066107_A02 2 0.000
#> 1772071044_H06 2 0.000
#> 1772067094_E06 2 0.000
#> 1772066090_C04 2 0.000
#> 1772066107_C11 2 0.000
#> 1772067059_G12 2 0.000
#> 1772066107_A11 2 0.000
#> 1772066096_G09 2 0.000
#> 1772067094_H06 2 0.000
#> 1772067082_C08 2 0.000
#> 1772066073_E04 2 0.249
#> 1772071044_G01 2 0.249
#> 1772067096_G10 2 0.000
#> 1772066098_H11 2 0.000
#> 1772071035_E10 2 0.751
#> 1772067094_B10 2 0.000
#> 1772067093_C02 2 0.000
#> 1772066073_E11 2 0.000
#> 1772067096_H04 2 0.498
#> 1772071044_H12 2 0.502
#> 1772066097_F06 2 1.000
#> 1772066096_A09 2 0.751
#> 1772071044_F05 1 0.502
#> 1772071045_E10 2 1.000
#> 1772071044_F10 2 1.000
#> 1772066073_A11 2 0.000
#> 1772071035_A06 2 1.000
#> 1772066096_F02 1 1.000
#> 1772066080_A02 1 0.000
#> 1772066095_F03 1 0.000
#> 1772071035_F10 1 0.000
#> 1772066074_F08 1 0.000
#> 1772066073_F01 2 0.000
#> 1772067094_F10 2 0.249
#> 1772067094_C10 1 1.000
#> 1772067096_H12 1 1.000
#> 1772067093_C12 1 0.249
#> 1772067093_D11 1 0.000
#> 1772067093_C04 1 1.000
#> 1772067093_F12 1 0.751
#> 1772067096_E06 2 0.000
#> 1772067094_C11 1 1.000
#> 1772067096_E08 2 0.000
#> 1772067094_G05 1 0.000
#> 1772067093_F02 1 1.000
#> 1772067093_A07 1 0.751
#> 1772067054_E11 1 1.000
#> 1772067096_A03 1 0.000
#> 1772067054_H05 1 0.498
#> 1772067082_F11 1 1.000
#> 1772067082_A06 1 1.000
#> 1772071044_C11 1 0.000
#> 1772067093_C03 1 0.751
#> 1772067082_F08 1 0.000
#> 1772066100_B01 1 0.000
#> 1772067058_B11 1 1.000
#> 1772066074_E02 1 0.000
#> 1772066098_C01 1 1.000
#> 1772066097_A02 1 0.000
#> 1772066107_C05 1 1.000
#> 1772066073_B09 1 1.000
#> 1772067082_D12 1 0.000
#> 1772067083_D08 2 0.000
#> 1772067094_F11 1 0.000
#> 1772067093_D03 1 0.751
#> 1772067094_E03 1 0.751
#> 1772067054_E06 1 0.000
#> 1772067096_E10 2 0.000
#> 1772067096_B10 2 0.000
#> 1772067054_H11 1 0.498
#> 1772067094_D12 1 0.249
#> 1772067094_D08 1 0.000
#> 1772067094_H10 1 0.249
#> 1772067054_A09 1 0.000
#> 1772067054_A03 1 0.000
#> 1772067054_E04 1 0.249
#> 1772067054_D05 1 0.000
#> 1772066100_E05 1 0.000
#> 1772067093_A10 1 0.747
#> 1772067058_A08 1 1.000
#> 1772067076_F11 1 0.000
#> 1772066103_G10 1 0.747
#> 1772067058_G05 1 0.000
#> 1772066104_H05 1 0.000
#> 1772066098_C05 1 0.000
#> 1772066073_D04 1 0.000
#> 1772066074_D02 1 0.000
#> 1772066095_A04 1 0.000
#> 1772067094_C09 1 0.000
#> 1772067094_F03 1 0.751
#> 1772071044_G12 1 0.751
#> 1772067096_G12 2 0.000
#> 1772067054_H12 1 0.000
#> 1772067093_G11 1 0.000
#> 1772067094_A06 1 0.000
#> 1772066103_D12 1 0.000
#> 1772067096_E11 1 0.000
#> 1772066101_C11 1 0.000
#> 1772066107_F08 2 1.000
#> 1772067082_F01 1 0.000
#> 1772071035_C08 1 1.000
#> 1772066101_E05 1 0.000
#> 1772067082_A01 1 0.000
#> 1772066076_B08 1 0.000
#> 1772066074_E03 1 1.000
#> 1772066104_G09 1 0.000
#> 1772066101_F12 1 0.000
#> 1772066073_E08 1 1.000
#> 1772066102_H03 1 0.000
#> 1772066100_C08 1 0.000
#> 1772067083_D03 1 0.000
#> 1772071044_C08 1 0.000
#> 1772067054_A05 1 0.751
#> 1772067054_B07 1 0.502
#> 1772067058_H08 1 0.000
#> 1772066073_E02 1 1.000
#> 1772071044_A08 1 0.000
#> 1772066098_D03 1 0.000
#> 1772066103_F12 1 0.000
#> 1772067058_F05 2 0.000
#> 1772066074_B03 1 0.000
#> 1772066097_E04 1 0.000
#> 1772066076_D10 1 0.000
#> 1772066096_E03 1 0.000
#> 1772066102_F03 1 0.000
#> 1772066076_F10 1 0.000
#> 1772066100_D11 1 0.000
#> 1772066101_C07 1 0.000
#> 1772066100_A03 2 1.000
#> 1772067058_A01 2 1.000
#> 1772067093_C07 1 0.000
#> 1772067094_G04 2 1.000
#> 1772067054_B10 1 0.000
#> 1772067058_G08 1 0.000
#> 1772066077_H06 1 0.000
#> 1772071044_E05 1 0.000
#> 1772071035_C05 1 1.000
#> 1772066103_C03 1 0.000
#> 1772066100_A10 1 0.000
#> 1772071036_A05 1 0.000
#> 1772066096_E01 1 0.000
#> 1772066080_G02 1 0.000
#> 1772066101_E12 1 0.000
#> 1772066107_B11 1 0.000
#> 1772066098_H05 1 0.000
#> 1772066100_B07 1 0.000
#> 1772066104_A04 1 0.000
#> 1772066101_C12 1 0.000
#> 1772066101_G10 1 0.000
#> 1772066073_F09 2 0.249
#> 1772066102_B07 1 0.000
#> 1772066102_F05 1 0.000
#> 1772066100_F10 1 0.000
#> 1772066098_C03 1 0.000
#> 1772066098_E03 1 0.000
#> 1772071036_G03 1 0.000
#> 1772066095_G03 1 0.000
#> 1772066101_C08 1 0.000
#> 1772066101_D08 2 1.000
#> 1772066095_B11 1 0.000
#> 1772066097_C10 1 0.000
#> 1772066096_D10 1 0.000
#> 1772066098_H06 1 0.000
#> 1772066101_D03 1 0.000
#> 1772066096_E05 1 0.000
#> 1772066098_A06 1 0.249
#> 1772066080_H05 1 0.000
#> 1772066098_F07 1 0.000
#> 1772066098_B02 1 0.000
#> 1772066099_F12 1 0.000
#> 1772066080_B01 1 0.000
#> 1772066107_B05 2 0.000
#> 1772067057_H05 2 1.000
#> 1772066073_B08 1 0.000
#> 1772066100_G02 1 0.000
#> 1772066098_E02 1 1.000
#> 1772071036_E01 2 1.000
#> 1772066101_G04 1 0.000
#> 1772066098_D09 1 0.000
#> 1772066104_A01 1 0.000
#> 1772066098_A08 1 0.000
#> 1772066097_D07 1 0.000
#> 1772066107_H12 1 0.000
#> 1772066089_H10 1 0.000
#> 1772066101_H01 1 0.502
#> 1772066076_C05 1 0.000
#> 1772066080_B12 1 0.000
#> 1772066074_B01 2 0.000
#> 1772066098_F02 1 0.000
#> 1772066095_D01 1 0.000
#> 1772066098_A02 1 0.000
#> 1772066101_D11 1 0.000
#> 1772066098_H04 1 0.000
#> 1772066100_A11 1 0.000
#> 1772066074_B08 1 0.000
#> 1772066099_B10 1 0.000
#> 1772066080_C05 1 0.000
#> 1772066099_C05 1 0.000
#> 1772066080_D01 1 0.000
#> 1772066070_A05 2 1.000
#> 1772066073_H01 2 0.000
#> 1772066101_F05 1 0.000
#> 1772066098_E01 1 0.000
#> 1772066095_B10 1 0.000
#> 1772066096_C05 1 0.000
#> 1772066089_B10 1 0.000
#> 1772066101_F11 1 0.000
#> 1772066074_A01 1 0.000
#> 1772066101_A04 1 0.000
#> 1772066107_B12 1 0.000
#> 1772066102_D05 1 0.000
#> 1772066089_G05 1 0.000
#> 1772066102_A12 1 0.000
#> 1772066089_G10 1 0.000
#> 1772066103_A05 2 1.000
#> 1772066097_G10 1 0.000
#> 1772066097_H10 1 0.000
#> 1772066095_C06 1 0.000
#> 1772066095_B09 1 0.000
#> 1772066074_A09 1 0.000
#> 1772066099_B11 1 0.000
#> 1772066076_E01 1 0.000
#> 1772066101_C05 1 0.000
#> 1772066099_H05 1 0.000
#> 1772060240_C09 1 0.000
#> 1772063063_F03 2 0.502
#> 1772063063_F10 2 0.000
#> 1772066089_C04 2 0.751
#> 1772071040_C12 1 0.000
#> 1772071041_D10 2 0.249
#> 1772063062_B03 1 0.000
#> 1772067057_B03 1 0.000
#> 1772063063_D06 1 0.502
#> 1772062113_F03 1 0.000
#> 1772063062_D05 1 0.000
#> 1772063063_C10 1 0.000
#> 1772063061_D12 1 0.249
#> 1772063061_F11 1 0.000
#> 1772066070_C12 2 1.000
#> 1772060225_F09 1 0.000
#> 1772063077_C01 1 0.000
#> 1772062115_F05 1 0.000
#> 1772063078_B08 1 0.000
#> 1772066074_A08 1 0.000
#> 1772066095_F09 2 0.000
#> 1772062111_C03 1 0.000
#> 1772066070_G10 1 1.000
#> 1772062115_G11 1 0.000
#> 1772063070_D01 1 1.000
#> 1772066077_B04 1 0.000
#> 1772066090_B02 2 0.000
#> 1772066077_C02 1 0.751
#> 1772066108_H08 2 0.000
#> 1772066102_D12 2 0.000
#> 1772062113_H11 1 0.000
#> 1772063061_B04 1 1.000
#> 1772063063_H11 1 1.000
#> 1772063063_A03 1 0.000
#> 1772062113_G08 1 0.000
#> 1772062113_D11 1 0.000
#> 1772062114_A09 1 0.000
#> 1772066077_E10 1 1.000
#> 1772062111_B03 1 0.000
#> 1772062118_H11 1 0.000
#> 1772063064_H03 1 1.000
#> 1772066070_A06 1 1.000
#> 1772066090_F02 2 0.751
#> 1772067070_B12 1 0.000
#> 1772062113_C04 2 1.000
#> 1772058177_G08 1 1.000
#> 1772066080_C11 2 0.000
get_classes(res, k = 3)
#> class p
#> 1772067054_G01 1 0.000
#> 1772067093_H05 1 0.000
#> 1772067066_A09 1 0.000
#> 1772063078_F12 1 0.000
#> 1772063061_H03 1 0.000
#> 1772071045_H03 1 0.000
#> 1772067083_F08 1 0.000
#> 1772067083_H01 1 0.000
#> 1772071015_C09 1 0.000
#> 1772067065_G10 1 0.000
#> 1772067065_B10 1 0.000
#> 1772071017_H06 1 0.000
#> 1772071014_A12 1 0.000
#> 1772067065_F08 1 0.000
#> 1772066102_B06 1 0.000
#> 1772067066_A10 1 0.000
#> 1772067066_E02 1 0.000
#> 1772067065_B09 1 0.000
#> 1772067065_F10 1 0.000
#> 1772063063_H03 1 0.000
#> 1772067066_D04 1 0.000
#> 1772071015_E10 1 0.000
#> 1772067082_B09 1 0.000
#> 1772062115_H01 1 0.000
#> 1772066090_C05 2 0.000
#> 1772067096_F07 1 0.000
#> 1772067083_G04 1 0.000
#> 1772071015_G09 1 0.000
#> 1772066095_F07 1 0.000
#> 1772071017_G02 1 0.000
#> 1772062111_C11 1 0.000
#> 1772058148_H03 1 0.000
#> 1772071017_C10 1 0.000
#> 1772063068_F12 1 0.000
#> 1772066100_F03 1 0.000
#> 1772067093_D01 3 1.000
#> 1772067073_C01 1 0.000
#> 1772067054_F12 1 0.000
#> 1772058177_D04 1 0.000
#> 1772067082_H03 1 0.000
#> 1772071017_D01 1 0.000
#> 1772067096_A01 1 0.000
#> 1772058148_H08 1 0.000
#> 1772067093_F03 1 0.000
#> 1772071015_E08 1 0.000
#> 1772067096_G05 1 0.000
#> 1772071017_A08 1 0.000
#> 1772067094_A09 1 0.000
#> 1772066100_F08 1 0.000
#> 1772067082_C02 1 0.000
#> 1772071017_A06 2 0.253
#> 1772071017_G01 1 0.000
#> 1772067070_C01 1 0.000
#> 1772067070_A03 1 0.000
#> 1772071041_F09 1 0.253
#> 1772071041_H12 1 0.253
#> 1772067070_G08 1 0.000
#> 1772063063_H02 1 0.000
#> 1772063068_A01 1 0.000
#> 1772063068_B01 1 0.000
#> 1772063077_D06 1 0.000
#> 1772071041_H10 1 0.000
#> 1772067070_D06 1 1.000
#> 1772063077_D12 1 0.000
#> 1772071041_C05 1 0.000
#> 1772067070_G12 1 0.000
#> 1772062115_G01 1 0.000
#> 1772063071_H01 1 0.000
#> 1772063065_A10 1 0.000
#> 1772063068_A02 1 0.000
#> 1772067064_A01 1 0.000
#> 1772063065_F03 1 0.000
#> 1772060224_B06 1 0.000
#> 1772071041_H05 1 0.000
#> 1772071041_E10 1 0.000
#> 1772063078_B12 1 0.000
#> 1772071041_A06 1 0.000
#> 1772060240_F12 1 0.000
#> 1772063065_D04 1 0.000
#> 1772063068_H12 1 0.000
#> 1772063070_B11 1 0.000
#> 1772063065_G10 1 0.000
#> 1772067074_D10 1 0.000
#> 1772063065_D12 1 0.000
#> 1772063068_E06 1 0.000
#> 1772071041_B01 1 0.000
#> 1772060226_F11 1 0.000
#> 1772063065_C08 1 0.000
#> 1772063068_F02 1 0.000
#> 1772071041_C10 1 0.000
#> 1772060225_C12 1 0.000
#> 1772063068_G11 1 0.000
#> 1772063065_C09 1 0.000
#> 1772063065_E02 1 0.000
#> 1772067074_D08 1 0.000
#> 1772071040_H01 1 0.000
#> 1772063071_E07 1 0.000
#> 1772063065_D02 1 0.000
#> 1772063062_F05 1 0.000
#> 1772066104_F10 1 0.000
#> 1772058177_G10 1 0.000
#> 1772063068_H01 1 0.000
#> 1772063062_C04 1 0.000
#> 1772062109_A11 1 0.000
#> 1772063068_C10 1 0.000
#> 1772062128_A09 1 0.000
#> 1772067054_G11 1 0.249
#> 1772067082_D08 1 0.000
#> 1772067082_B12 1 0.000
#> 1772067082_F05 1 0.000
#> 1772063062_D03 1 0.000
#> 1772067070_B11 1 0.751
#> 1772062111_H10 1 0.000
#> 1772067063_A01 1 0.000
#> 1772067070_G04 1 0.000
#> 1772071041_D11 2 0.751
#> 1772067070_H11 1 0.000
#> 1772062111_B01 1 0.000
#> 1772063068_C01 1 0.000
#> 1772060240_B10 1 0.000
#> 1772066096_B04 3 1.000
#> 1772063077_C12 1 0.000
#> 1772063065_F01 1 0.000
#> 1772062118_A01 1 0.000
#> 1772063065_A01 1 0.000
#> 1772067070_D10 1 0.000
#> 1772063077_G04 1 0.000
#> 1772063071_E01 1 0.000
#> 1772067070_D05 1 0.000
#> 1772062111_H11 1 0.000
#> 1772063077_E05 1 0.000
#> 1772062111_A09 1 0.000
#> 1772058171_C07 1 0.000
#> 1772058177_H07 1 0.000
#> 1772063061_G01 1 0.000
#> 1772062128_E06 1 0.000
#> 1772063071_D09 1 0.000
#> 1772060225_E04 1 0.000
#> 1772063065_B10 1 0.000
#> 1772062113_A04 1 0.000
#> 1772063074_C06 1 0.000
#> 1772063071_E05 1 0.000
#> 1772062113_B05 1 0.000
#> 1772063068_C02 1 0.000
#> 1772063068_E08 1 0.000
#> 1772063068_C05 1 0.000
#> 1772063065_B05 1 0.000
#> 1772063078_D10 1 0.000
#> 1772063078_E06 1 0.000
#> 1772063078_G09 1 0.000
#> 1772063068_B07 1 0.000
#> 1772062128_F12 1 0.000
#> 1772060240_E09 1 0.000
#> 1772060240_D04 1 0.000
#> 1772067054_A04 2 0.000
#> 1772066073_G02 2 0.000
#> 1772066098_A07 3 1.000
#> 1772067060_B12 2 0.502
#> 1772067059_F12 2 0.000
#> 1772067082_C12 3 0.249
#> 1772067069_B11 1 0.502
#> 1772067082_F04 2 1.000
#> 1772066077_H11 2 0.000
#> 1772071044_H04 2 0.000
#> 1772067058_F04 2 0.000
#> 1772066077_D08 2 0.000
#> 1772066090_A08 2 0.000
#> 1772067093_F09 2 0.000
#> 1772066070_B03 2 0.000
#> 1772071036_C05 2 0.000
#> 1772067083_D06 2 0.000
#> 1772066090_F10 2 0.000
#> 1772066090_F06 2 0.000
#> 1772071035_G06 2 0.000
#> 1772071036_E02 2 0.498
#> 1772067082_E08 2 0.000
#> 1772066090_C03 2 0.000
#> 1772066077_G03 2 0.000
#> 1772067054_D06 2 0.000
#> 1772067093_F07 2 0.000
#> 1772067059_A07 2 0.000
#> 1772066073_G06 1 0.000
#> 1772071040_D07 2 0.000
#> 1772062116_E12 2 0.000
#> 1772066073_D09 1 1.000
#> 1772067058_F12 2 0.000
#> 1772066080_B06 2 0.000
#> 1772066090_G07 2 0.000
#> 1772066099_A12 2 0.000
#> 1772067058_H04 2 0.000
#> 1772067059_G08 2 0.000
#> 1772067070_D03 1 0.000
#> 1772071044_H01 2 0.000
#> 1772062111_B08 1 0.000
#> 1772066099_F07 2 0.000
#> 1772071040_H11 2 0.000
#> 1772066077_H01 2 0.000
#> 1772066097_E07 2 0.000
#> 1772071017_A02 2 0.000
#> 1772067070_D09 1 0.000
#> 1772067094_B06 2 0.000
#> 1772063063_D03 2 0.000
#> 1772071041_B09 1 0.000
#> 1772067094_A03 2 0.000
#> 1772067066_D09 2 0.000
#> 1772071017_E11 2 0.000
#> 1772060225_G12 1 0.000
#> 1772071041_A09 1 0.000
#> 1772066107_A06 2 0.000
#> 1772066090_G08 2 0.000
#> 1772066076_C06 2 0.000
#> 1772066070_H06 2 0.000
#> 1772066090_H06 2 0.000
#> 1772066076_D09 2 0.000
#> 1772066080_H01 2 0.000
#> 1772066080_E04 2 0.000
#> 1772066076_E02 2 0.000
#> 1772066099_D09 2 0.000
#> 1772066080_D06 2 0.000
#> 1772066070_H11 2 0.000
#> 1772067076_B12 2 0.000
#> 1772066080_D10 2 0.000
#> 1772066099_F03 2 0.000
#> 1772067076_F06 2 0.000
#> 1772066108_H03 2 0.000
#> 1772066077_A05 2 0.000
#> 1772066076_D05 2 0.000
#> 1772066076_A05 2 0.000
#> 1772067059_B09 2 0.000
#> 1772067076_C12 2 0.000
#> 1772067060_E11 2 0.000
#> 1772066070_F03 2 0.000
#> 1772066102_B10 2 0.000
#> 1772067054_A07 2 0.000
#> 1772067096_G07 3 0.249
#> 1772066090_E03 2 0.000
#> 1772066108_D11 2 0.000
#> 1772066070_A08 2 0.000
#> 1772066076_D07 2 0.000
#> 1772066090_H03 2 0.000
#> 1772066090_E06 2 0.000
#> 1772066102_D10 2 0.000
#> 1772066070_C01 2 0.000
#> 1772066090_F01 2 0.000
#> 1772066070_C11 2 0.000
#> 1772066077_D05 2 0.000
#> 1772066070_E05 2 0.000
#> 1772066070_C04 2 0.000
#> 1772066100_B12 2 0.000
#> 1772066097_G07 2 0.000
#> 1772066070_E08 2 0.000
#> 1772066077_E06 2 0.000
#> 1772067082_D09 2 0.000
#> 1772066074_C01 3 0.747
#> 1772067096_E02 2 0.000
#> 1772067096_G04 2 0.000
#> 1772067094_A04 3 0.000
#> 1772066080_B10 2 0.502
#> 1772066090_C11 2 0.000
#> 1772066077_A04 2 0.000
#> 1772066077_H08 2 0.000
#> 1772066070_A04 2 0.000
#> 1772066090_H07 2 0.000
#> 1772066073_F08 2 0.000
#> 1772066090_D11 2 0.000
#> 1772067082_D01 3 0.747
#> 1772067083_D02 2 0.000
#> 1772067082_A11 2 0.502
#> 1772066107_E06 2 1.000
#> 1772067094_G06 2 0.000
#> 1772066077_B01 2 0.000
#> 1772066074_F03 2 0.000
#> 1772067093_B04 2 1.000
#> 1772066070_C06 2 0.000
#> 1772066070_C05 2 0.000
#> 1772066070_E12 2 0.000
#> 1772066070_G05 2 0.000
#> 1772066070_D08 2 0.000
#> 1772066090_G10 2 0.000
#> 1772066090_A01 2 0.000
#> 1772066070_B07 2 0.000
#> 1772066090_D07 2 0.000
#> 1772066107_G05 2 0.000
#> 1772066070_H12 2 0.000
#> 1772066077_G12 2 0.000
#> 1772066070_F02 2 0.000
#> 1772066077_B12 2 0.000
#> 1772066089_C03 2 0.000
#> 1772066077_C10 2 0.000
#> 1772071044_G04 2 0.000
#> 1772066090_H05 2 0.000
#> 1772066090_B01 2 0.000
#> 1772066090_F07 2 0.000
#> 1772066108_E08 2 0.000
#> 1772066107_C10 2 0.000
#> 1772066070_C09 2 0.000
#> 1772066077_F04 2 0.000
#> 1772066090_G09 2 0.000
#> 1772066090_A11 2 0.000
#> 1772062116_F11 2 0.000
#> 1772066070_G11 2 0.000
#> 1772066077_G09 2 0.000
#> 1772066073_E05 2 0.000
#> 1772067094_C04 3 0.000
#> 1772066070_B05 2 0.000
#> 1772066073_G08 2 0.000
#> 1772066077_C09 2 0.000
#> 1772066107_A12 2 0.000
#> 1772066074_F01 2 0.000
#> 1772067096_D04 2 0.000
#> 1772066070_C03 2 0.000
#> 1772066080_D12 2 0.000
#> 1772067096_F12 2 0.000
#> 1772066090_E04 2 0.253
#> 1772067054_C07 3 1.000
#> 1772066089_A02 2 0.000
#> 1772066070_H04 2 0.000
#> 1772066107_E01 2 0.000
#> 1772066070_F12 2 0.000
#> 1772066107_B09 2 0.000
#> 1772066070_E09 2 0.000
#> 1772066090_C10 2 0.000
#> 1772066070_H08 2 0.000
#> 1772066099_C03 2 0.000
#> 1772066090_E09 2 0.000
#> 1772066070_F07 2 0.000
#> 1772066070_D11 2 0.000
#> 1772066089_D12 2 0.000
#> 1772066090_C09 2 0.000
#> 1772067094_F01 2 0.000
#> 1772067094_G07 2 0.000
#> 1772067096_H06 2 0.000
#> 1772067094_A02 3 0.000
#> 1772067093_H02 3 0.253
#> 1772067093_A03 2 0.253
#> 1772067096_H02 2 0.000
#> 1772066077_D10 2 0.000
#> 1772066077_B09 2 0.000
#> 1772066077_E09 2 0.000
#> 1772066077_E11 2 0.000
#> 1772066077_C06 2 0.000
#> 1772066107_D02 2 0.000
#> 1772071045_A04 2 0.000
#> 1772067058_H06 2 0.000
#> 1772066077_C04 2 0.000
#> 1772066107_A02 2 0.000
#> 1772071044_H06 2 0.000
#> 1772067094_E06 2 0.000
#> 1772066090_C04 2 0.000
#> 1772066107_C11 2 0.000
#> 1772067059_G12 2 0.000
#> 1772066107_A11 2 0.000
#> 1772066096_G09 2 0.000
#> 1772067094_H06 2 0.000
#> 1772067082_C08 2 0.751
#> 1772066073_E04 2 0.249
#> 1772071044_G01 2 1.000
#> 1772067096_G10 2 0.253
#> 1772066098_H11 2 0.000
#> 1772071035_E10 3 1.000
#> 1772067094_B10 2 0.751
#> 1772067093_C02 2 0.253
#> 1772066073_E11 2 0.000
#> 1772067096_H04 2 1.000
#> 1772071044_H12 2 1.000
#> 1772066097_F06 2 1.000
#> 1772066096_A09 2 1.000
#> 1772071044_F05 3 0.000
#> 1772071045_E10 3 0.502
#> 1772071044_F10 3 0.000
#> 1772066073_A11 2 0.751
#> 1772071035_A06 3 0.000
#> 1772066096_F02 3 0.000
#> 1772066080_A02 3 0.000
#> 1772066095_F03 3 0.000
#> 1772071035_F10 3 0.000
#> 1772066074_F08 3 0.000
#> 1772066073_F01 2 0.000
#> 1772067094_F10 3 0.000
#> 1772067094_C10 3 0.000
#> 1772067096_H12 3 0.000
#> 1772067093_C12 3 0.000
#> 1772067093_D11 3 0.000
#> 1772067093_C04 3 0.000
#> 1772067093_F12 3 0.000
#> 1772067096_E06 2 0.249
#> 1772067094_C11 3 0.000
#> 1772067096_E08 2 0.000
#> 1772067094_G05 3 0.000
#> 1772067093_F02 3 0.000
#> 1772067093_A07 3 0.000
#> 1772067054_E11 3 0.000
#> 1772067096_A03 3 0.000
#> 1772067054_H05 3 0.000
#> 1772067082_F11 3 0.000
#> 1772067082_A06 3 0.000
#> 1772071044_C11 3 0.000
#> 1772067093_C03 3 0.000
#> 1772067082_F08 3 0.000
#> 1772066100_B01 3 0.000
#> 1772067058_B11 3 0.000
#> 1772066074_E02 3 0.000
#> 1772066098_C01 3 0.000
#> 1772066097_A02 3 0.000
#> 1772066107_C05 3 0.000
#> 1772066073_B09 3 0.502
#> 1772067082_D12 3 0.000
#> 1772067083_D08 2 0.000
#> 1772067094_F11 3 0.000
#> 1772067093_D03 3 0.000
#> 1772067094_E03 3 0.000
#> 1772067054_E06 3 0.000
#> 1772067096_E10 3 0.000
#> 1772067096_B10 3 1.000
#> 1772067054_H11 3 0.000
#> 1772067094_D12 3 0.000
#> 1772067094_D08 3 0.000
#> 1772067094_H10 3 0.000
#> 1772067054_A09 3 0.000
#> 1772067054_A03 3 0.000
#> 1772067054_E04 3 0.000
#> 1772067054_D05 3 0.000
#> 1772066100_E05 1 0.751
#> 1772067093_A10 3 0.000
#> 1772067058_A08 3 0.000
#> 1772067076_F11 3 0.000
#> 1772066103_G10 3 0.000
#> 1772067058_G05 3 0.000
#> 1772066104_H05 3 0.000
#> 1772066098_C05 3 0.000
#> 1772066073_D04 3 0.000
#> 1772066074_D02 3 0.249
#> 1772066095_A04 3 0.502
#> 1772067094_C09 3 0.000
#> 1772067094_F03 3 0.000
#> 1772071044_G12 3 0.000
#> 1772067096_G12 3 1.000
#> 1772067054_H12 3 0.000
#> 1772067093_G11 3 0.000
#> 1772067094_A06 3 0.000
#> 1772066103_D12 3 0.000
#> 1772067096_E11 3 0.000
#> 1772066101_C11 3 0.000
#> 1772066107_F08 2 0.502
#> 1772067082_F01 3 0.000
#> 1772071035_C08 3 0.000
#> 1772066101_E05 3 0.000
#> 1772067082_A01 3 0.000
#> 1772066076_B08 3 0.000
#> 1772066074_E03 3 0.000
#> 1772066104_G09 3 0.000
#> 1772066101_F12 3 0.000
#> 1772066073_E08 3 0.000
#> 1772066102_H03 3 0.000
#> 1772066100_C08 3 0.000
#> 1772067083_D03 3 0.000
#> 1772071044_C08 3 0.000
#> 1772067054_A05 3 0.000
#> 1772067054_B07 3 0.000
#> 1772067058_H08 3 0.000
#> 1772066073_E02 3 0.000
#> 1772071044_A08 3 0.000
#> 1772066098_D03 3 0.000
#> 1772066103_F12 3 0.000
#> 1772067058_F05 3 0.000
#> 1772066074_B03 3 0.000
#> 1772066097_E04 3 0.000
#> 1772066076_D10 3 0.000
#> 1772066096_E03 3 0.000
#> 1772066102_F03 3 0.000
#> 1772066076_F10 3 0.000
#> 1772066100_D11 3 0.000
#> 1772066101_C07 3 0.000
#> 1772066100_A03 3 1.000
#> 1772067058_A01 2 1.000
#> 1772067093_C07 3 0.000
#> 1772067094_G04 3 0.000
#> 1772067054_B10 3 0.000
#> 1772067058_G08 3 0.000
#> 1772066077_H06 3 0.000
#> 1772071044_E05 3 0.000
#> 1772071035_C05 3 0.000
#> 1772066103_C03 3 0.000
#> 1772066100_A10 3 0.000
#> 1772071036_A05 3 0.000
#> 1772066096_E01 3 0.000
#> 1772066080_G02 3 0.000
#> 1772066101_E12 3 0.000
#> 1772066107_B11 3 0.000
#> 1772066098_H05 3 0.000
#> 1772066100_B07 3 0.000
#> 1772066104_A04 3 0.000
#> 1772066101_C12 3 0.000
#> 1772066101_G10 3 0.000
#> 1772066073_F09 3 0.000
#> 1772066102_B07 3 0.000
#> 1772066102_F05 3 0.000
#> 1772066100_F10 3 0.000
#> 1772066098_C03 3 0.000
#> 1772066098_E03 3 0.000
#> 1772071036_G03 3 0.000
#> 1772066095_G03 3 0.000
#> 1772066101_C08 3 0.000
#> 1772066101_D08 3 0.000
#> 1772066095_B11 3 0.000
#> 1772066097_C10 3 0.000
#> 1772066096_D10 3 0.000
#> 1772066098_H06 3 0.000
#> 1772066101_D03 3 0.000
#> 1772066096_E05 3 0.000
#> 1772066098_A06 3 0.000
#> 1772066080_H05 3 0.000
#> 1772066098_F07 3 0.000
#> 1772066098_B02 3 0.000
#> 1772066099_F12 3 0.000
#> 1772066080_B01 3 0.000
#> 1772066107_B05 2 1.000
#> 1772067057_H05 3 0.000
#> 1772066073_B08 3 0.000
#> 1772066100_G02 3 0.000
#> 1772066098_E02 3 0.000
#> 1772071036_E01 3 0.000
#> 1772066101_G04 3 0.000
#> 1772066098_D09 3 0.000
#> 1772066104_A01 3 0.000
#> 1772066098_A08 3 0.000
#> 1772066097_D07 3 0.000
#> 1772066107_H12 3 0.000
#> 1772066089_H10 3 0.000
#> 1772066101_H01 3 0.000
#> 1772066076_C05 3 0.000
#> 1772066080_B12 3 0.000
#> 1772066074_B01 2 0.747
#> 1772066098_F02 3 0.000
#> 1772066095_D01 3 0.000
#> 1772066098_A02 3 0.000
#> 1772066101_D11 3 0.000
#> 1772066098_H04 3 0.000
#> 1772066100_A11 3 0.000
#> 1772066074_B08 3 0.000
#> 1772066099_B10 3 0.000
#> 1772066080_C05 3 0.000
#> 1772066099_C05 3 0.000
#> 1772066080_D01 3 0.000
#> 1772066070_A05 3 1.000
#> 1772066073_H01 2 0.000
#> 1772066101_F05 3 0.000
#> 1772066098_E01 3 0.000
#> 1772066095_B10 3 0.000
#> 1772066096_C05 3 0.000
#> 1772066089_B10 3 0.000
#> 1772066101_F11 3 0.000
#> 1772066074_A01 3 0.000
#> 1772066101_A04 3 0.000
#> 1772066107_B12 3 0.000
#> 1772066102_D05 3 0.000
#> 1772066089_G05 3 0.000
#> 1772066102_A12 3 0.000
#> 1772066089_G10 3 0.000
#> 1772066103_A05 3 0.502
#> 1772066097_G10 3 0.000
#> 1772066097_H10 3 0.000
#> 1772066095_C06 3 0.000
#> 1772066095_B09 3 0.000
#> 1772066074_A09 3 0.000
#> 1772066099_B11 3 0.498
#> 1772066076_E01 3 0.000
#> 1772066101_C05 3 0.000
#> 1772066099_H05 3 0.000
#> 1772060240_C09 1 0.000
#> 1772063063_F03 1 0.000
#> 1772063063_F10 2 0.000
#> 1772066089_C04 2 1.000
#> 1772071040_C12 1 0.000
#> 1772071041_D10 2 0.249
#> 1772063062_B03 1 0.000
#> 1772067057_B03 3 0.000
#> 1772063063_D06 1 0.000
#> 1772062113_F03 1 0.000
#> 1772063062_D05 1 0.000
#> 1772063063_C10 1 0.000
#> 1772063061_D12 1 0.000
#> 1772063061_F11 1 0.000
#> 1772066070_C12 3 1.000
#> 1772060225_F09 1 0.000
#> 1772063077_C01 1 0.000
#> 1772062115_F05 1 0.000
#> 1772063078_B08 1 0.000
#> 1772066074_A08 3 0.498
#> 1772066095_F09 2 0.000
#> 1772062111_C03 1 0.000
#> 1772066070_G10 3 0.502
#> 1772062115_G11 1 0.000
#> 1772063070_D01 1 0.000
#> 1772066077_B04 1 1.000
#> 1772066090_B02 2 0.000
#> 1772066077_C02 3 0.751
#> 1772066108_H08 2 0.000
#> 1772066102_D12 2 0.000
#> 1772062113_H11 1 0.000
#> 1772063061_B04 1 0.000
#> 1772063063_H11 1 0.000
#> 1772063063_A03 1 0.000
#> 1772062113_G08 1 0.000
#> 1772062113_D11 1 0.000
#> 1772062114_A09 1 0.000
#> 1772066077_E10 3 0.249
#> 1772062111_B03 1 0.000
#> 1772062118_H11 1 0.000
#> 1772063064_H03 1 0.000
#> 1772066070_A06 3 0.747
#> 1772066090_F02 2 0.000
#> 1772067070_B12 1 0.000
#> 1772062113_C04 1 0.249
#> 1772058177_G08 1 0.000
#> 1772066080_C11 2 0.249
get_classes(res, k = 4)
#> class p
#> 1772067054_G01 1 1.000
#> 1772067093_H05 4 1.000
#> 1772067066_A09 1 1.000
#> 1772063078_F12 1 0.000
#> 1772063061_H03 1 0.000
#> 1772071045_H03 1 0.000
#> 1772067083_F08 1 0.751
#> 1772067083_H01 1 0.000
#> 1772071015_C09 1 0.000
#> 1772067065_G10 1 0.000
#> 1772067065_B10 1 0.000
#> 1772071017_H06 4 0.249
#> 1772071014_A12 1 0.000
#> 1772067065_F08 1 0.000
#> 1772066102_B06 1 0.253
#> 1772067066_A10 1 0.000
#> 1772067066_E02 4 1.000
#> 1772067065_B09 1 0.000
#> 1772067065_F10 1 0.000
#> 1772063063_H03 1 0.000
#> 1772067066_D04 1 0.751
#> 1772071015_E10 1 0.253
#> 1772067082_B09 1 1.000
#> 1772062115_H01 1 0.000
#> 1772066090_C05 2 0.000
#> 1772067096_F07 4 0.502
#> 1772067083_G04 4 1.000
#> 1772071015_G09 1 0.000
#> 1772066095_F07 1 0.000
#> 1772071017_G02 1 0.000
#> 1772062111_C11 1 0.000
#> 1772058148_H03 1 0.000
#> 1772071017_C10 1 1.000
#> 1772063068_F12 1 0.000
#> 1772066100_F03 1 0.000
#> 1772067093_D01 4 0.249
#> 1772067073_C01 1 0.000
#> 1772067054_F12 1 0.000
#> 1772058177_D04 4 0.498
#> 1772067082_H03 1 0.249
#> 1772071017_D01 4 0.249
#> 1772067096_A01 4 0.000
#> 1772058148_H08 1 1.000
#> 1772067093_F03 1 0.502
#> 1772071015_E08 1 0.000
#> 1772067096_G05 4 0.253
#> 1772071017_A08 1 1.000
#> 1772067094_A09 4 0.751
#> 1772066100_F08 1 0.249
#> 1772067082_C02 1 0.000
#> 1772071017_A06 2 0.000
#> 1772071017_G01 1 0.000
#> 1772067070_C01 4 0.253
#> 1772067070_A03 1 0.751
#> 1772071041_F09 1 0.000
#> 1772071041_H12 2 0.498
#> 1772067070_G08 1 0.498
#> 1772063063_H02 1 0.000
#> 1772063068_A01 1 0.000
#> 1772063068_B01 1 0.000
#> 1772063077_D06 1 0.000
#> 1772071041_H10 1 1.000
#> 1772067070_D06 4 0.000
#> 1772063077_D12 1 0.000
#> 1772071041_C05 1 0.000
#> 1772067070_G12 1 0.000
#> 1772062115_G01 1 0.000
#> 1772063071_H01 1 0.000
#> 1772063065_A10 1 0.000
#> 1772063068_A02 1 0.000
#> 1772067064_A01 1 1.000
#> 1772063065_F03 1 0.000
#> 1772060224_B06 1 0.000
#> 1772071041_H05 1 0.000
#> 1772071041_E10 4 1.000
#> 1772063078_B12 1 0.000
#> 1772071041_A06 4 0.502
#> 1772060240_F12 1 0.000
#> 1772063065_D04 1 0.000
#> 1772063068_H12 1 0.249
#> 1772063070_B11 1 0.000
#> 1772063065_G10 1 0.000
#> 1772067074_D10 1 0.000
#> 1772063065_D12 1 0.000
#> 1772063068_E06 1 0.000
#> 1772071041_B01 4 1.000
#> 1772060226_F11 1 0.000
#> 1772063065_C08 1 0.000
#> 1772063068_F02 1 0.000
#> 1772071041_C10 1 0.000
#> 1772060225_C12 1 0.000
#> 1772063068_G11 1 0.000
#> 1772063065_C09 1 0.000
#> 1772063065_E02 1 0.000
#> 1772067074_D08 1 0.000
#> 1772071040_H01 1 0.000
#> 1772063071_E07 1 0.000
#> 1772063065_D02 1 0.000
#> 1772063062_F05 1 0.000
#> 1772066104_F10 1 0.000
#> 1772058177_G10 1 0.000
#> 1772063068_H01 1 0.000
#> 1772063062_C04 1 0.000
#> 1772062109_A11 1 0.000
#> 1772063068_C10 1 0.000
#> 1772062128_A09 1 0.000
#> 1772067054_G11 4 0.000
#> 1772067082_D08 4 0.751
#> 1772067082_B12 4 1.000
#> 1772067082_F05 4 1.000
#> 1772063062_D03 1 0.000
#> 1772067070_B11 4 0.000
#> 1772062111_H10 1 0.000
#> 1772067063_A01 1 0.000
#> 1772067070_G04 4 0.502
#> 1772071041_D11 2 0.000
#> 1772067070_H11 1 0.000
#> 1772062111_B01 1 0.000
#> 1772063068_C01 1 0.000
#> 1772060240_B10 1 0.000
#> 1772066096_B04 3 0.498
#> 1772063077_C12 1 0.000
#> 1772063065_F01 1 0.000
#> 1772062118_A01 1 0.000
#> 1772063065_A01 1 0.000
#> 1772067070_D10 4 1.000
#> 1772063077_G04 1 0.000
#> 1772063071_E01 1 0.000
#> 1772067070_D05 1 1.000
#> 1772062111_H11 1 0.000
#> 1772063077_E05 1 0.000
#> 1772062111_A09 1 0.000
#> 1772058171_C07 1 0.000
#> 1772058177_H07 1 0.000
#> 1772063061_G01 1 0.000
#> 1772062128_E06 1 0.000
#> 1772063071_D09 1 0.000
#> 1772060225_E04 1 0.000
#> 1772063065_B10 1 0.000
#> 1772062113_A04 1 0.000
#> 1772063074_C06 1 0.000
#> 1772063071_E05 1 0.000
#> 1772062113_B05 1 0.000
#> 1772063068_C02 1 0.000
#> 1772063068_E08 1 0.000
#> 1772063068_C05 1 0.000
#> 1772063065_B05 1 0.000
#> 1772063078_D10 1 0.000
#> 1772063078_E06 1 0.000
#> 1772063078_G09 1 0.000
#> 1772063068_B07 1 0.000
#> 1772062128_F12 1 0.000
#> 1772060240_E09 1 0.000
#> 1772060240_D04 1 0.000
#> 1772067054_A04 2 0.249
#> 1772066073_G02 2 0.000
#> 1772066098_A07 4 0.000
#> 1772067060_B12 2 0.000
#> 1772067059_F12 2 0.000
#> 1772067082_C12 4 0.000
#> 1772067069_B11 4 1.000
#> 1772067082_F04 4 0.747
#> 1772066077_H11 2 0.000
#> 1772071044_H04 2 0.000
#> 1772067058_F04 2 0.000
#> 1772066077_D08 2 0.000
#> 1772066090_A08 2 0.000
#> 1772067093_F09 2 1.000
#> 1772066070_B03 2 0.249
#> 1772071036_C05 2 0.000
#> 1772067083_D06 2 0.000
#> 1772066090_F10 2 0.000
#> 1772066090_F06 2 0.000
#> 1772071035_G06 2 0.000
#> 1772071036_E02 2 0.000
#> 1772067082_E08 2 0.000
#> 1772066090_C03 2 0.000
#> 1772066077_G03 2 0.000
#> 1772067054_D06 2 0.000
#> 1772067093_F07 2 0.000
#> 1772067059_A07 2 0.000
#> 1772066073_G06 4 0.751
#> 1772071040_D07 2 0.000
#> 1772062116_E12 2 0.000
#> 1772066073_D09 2 0.502
#> 1772067058_F12 2 0.000
#> 1772066080_B06 2 0.000
#> 1772066090_G07 2 0.000
#> 1772066099_A12 2 0.000
#> 1772067058_H04 2 0.000
#> 1772067059_G08 2 0.000
#> 1772067070_D03 4 1.000
#> 1772071044_H01 2 0.000
#> 1772062111_B08 1 1.000
#> 1772066099_F07 2 0.000
#> 1772071040_H11 2 0.000
#> 1772066077_H01 2 0.000
#> 1772066097_E07 2 0.000
#> 1772071017_A02 2 0.000
#> 1772067070_D09 4 0.498
#> 1772067094_B06 2 0.000
#> 1772063063_D03 2 0.000
#> 1772071041_B09 4 0.253
#> 1772067094_A03 2 0.000
#> 1772067066_D09 2 0.000
#> 1772071017_E11 2 0.000
#> 1772060225_G12 4 0.751
#> 1772071041_A09 4 0.747
#> 1772066107_A06 2 0.000
#> 1772066090_G08 2 0.000
#> 1772066076_C06 2 0.000
#> 1772066070_H06 2 0.000
#> 1772066090_H06 2 0.000
#> 1772066076_D09 2 0.000
#> 1772066080_H01 2 0.000
#> 1772066080_E04 2 0.000
#> 1772066076_E02 2 0.000
#> 1772066099_D09 2 0.000
#> 1772066080_D06 2 0.000
#> 1772066070_H11 2 0.000
#> 1772067076_B12 2 0.000
#> 1772066080_D10 2 0.000
#> 1772066099_F03 2 0.000
#> 1772067076_F06 2 0.000
#> 1772066108_H03 2 0.000
#> 1772066077_A05 2 0.000
#> 1772066076_D05 2 0.000
#> 1772066076_A05 2 0.000
#> 1772067059_B09 2 0.000
#> 1772067076_C12 2 0.000
#> 1772067060_E11 2 0.000
#> 1772066070_F03 2 0.000
#> 1772066102_B10 2 0.000
#> 1772067054_A07 2 0.000
#> 1772067096_G07 3 0.000
#> 1772066090_E03 2 0.000
#> 1772066108_D11 2 0.000
#> 1772066070_A08 2 0.000
#> 1772066076_D07 2 0.000
#> 1772066090_H03 2 0.000
#> 1772066090_E06 2 0.000
#> 1772066102_D10 2 0.000
#> 1772066070_C01 2 0.000
#> 1772066090_F01 2 0.000
#> 1772066070_C11 2 0.000
#> 1772066077_D05 2 0.000
#> 1772066070_E05 2 0.000
#> 1772066070_C04 2 0.000
#> 1772066100_B12 2 0.000
#> 1772066097_G07 2 0.000
#> 1772066070_E08 2 0.000
#> 1772066077_E06 2 0.000
#> 1772067082_D09 2 0.000
#> 1772066074_C01 2 0.000
#> 1772067096_E02 2 0.000
#> 1772067096_G04 2 0.000
#> 1772067094_A04 4 0.000
#> 1772066080_B10 3 1.000
#> 1772066090_C11 2 0.000
#> 1772066077_A04 2 0.000
#> 1772066077_H08 2 0.000
#> 1772066070_A04 2 0.000
#> 1772066090_H07 2 0.000
#> 1772066073_F08 2 0.000
#> 1772066090_D11 2 0.000
#> 1772067082_D01 4 0.000
#> 1772067083_D02 2 0.000
#> 1772067082_A11 4 0.498
#> 1772066107_E06 2 0.249
#> 1772067094_G06 2 0.000
#> 1772066077_B01 2 0.000
#> 1772066074_F03 2 0.000
#> 1772067093_B04 4 0.498
#> 1772066070_C06 2 0.000
#> 1772066070_C05 2 0.000
#> 1772066070_E12 2 0.000
#> 1772066070_G05 2 0.000
#> 1772066070_D08 2 0.000
#> 1772066090_G10 2 0.000
#> 1772066090_A01 2 0.000
#> 1772066070_B07 2 0.000
#> 1772066090_D07 2 0.000
#> 1772066107_G05 2 0.000
#> 1772066070_H12 2 0.000
#> 1772066077_G12 2 0.000
#> 1772066070_F02 2 0.000
#> 1772066077_B12 2 0.000
#> 1772066089_C03 2 0.000
#> 1772066077_C10 2 0.000
#> 1772071044_G04 2 0.000
#> 1772066090_H05 2 0.000
#> 1772066090_B01 2 0.000
#> 1772066090_F07 2 0.000
#> 1772066108_E08 2 0.000
#> 1772066107_C10 2 0.000
#> 1772066070_C09 2 0.000
#> 1772066077_F04 2 0.000
#> 1772066090_G09 2 0.000
#> 1772066090_A11 2 0.000
#> 1772062116_F11 2 0.000
#> 1772066070_G11 2 0.000
#> 1772066077_G09 2 0.000
#> 1772066073_E05 2 0.000
#> 1772067094_C04 4 0.502
#> 1772066070_B05 2 0.000
#> 1772066073_G08 2 0.000
#> 1772066077_C09 2 0.000
#> 1772066107_A12 2 0.000
#> 1772066074_F01 2 0.000
#> 1772067096_D04 2 0.000
#> 1772066070_C03 2 0.000
#> 1772066080_D12 2 0.000
#> 1772067096_F12 2 0.000
#> 1772066090_E04 2 0.249
#> 1772067054_C07 4 0.249
#> 1772066089_A02 2 0.000
#> 1772066070_H04 2 0.000
#> 1772066107_E01 2 0.000
#> 1772066070_F12 2 0.000
#> 1772066107_B09 2 0.000
#> 1772066070_E09 2 0.000
#> 1772066090_C10 2 0.000
#> 1772066070_H08 2 0.000
#> 1772066099_C03 2 0.000
#> 1772066090_E09 2 0.000
#> 1772066070_F07 2 0.000
#> 1772066070_D11 2 0.000
#> 1772066089_D12 2 0.000
#> 1772066090_C09 2 0.000
#> 1772067094_F01 2 0.000
#> 1772067094_G07 2 0.000
#> 1772067096_H06 2 0.000
#> 1772067094_A02 4 0.253
#> 1772067093_H02 4 0.000
#> 1772067093_A03 2 0.000
#> 1772067096_H02 2 0.000
#> 1772066077_D10 2 0.000
#> 1772066077_B09 2 0.000
#> 1772066077_E09 2 0.000
#> 1772066077_E11 2 0.000
#> 1772066077_C06 2 0.000
#> 1772066107_D02 2 0.000
#> 1772071045_A04 2 0.000
#> 1772067058_H06 2 0.000
#> 1772066077_C04 2 0.000
#> 1772066107_A02 2 0.000
#> 1772071044_H06 2 0.000
#> 1772067094_E06 2 0.000
#> 1772066090_C04 2 0.000
#> 1772066107_C11 2 0.000
#> 1772067059_G12 2 0.000
#> 1772066107_A11 2 0.000
#> 1772066096_G09 2 0.000
#> 1772067094_H06 2 0.000
#> 1772067082_C08 2 0.502
#> 1772066073_E04 2 0.000
#> 1772071044_G01 2 0.502
#> 1772067096_G10 2 0.000
#> 1772066098_H11 2 0.000
#> 1772071035_E10 3 0.249
#> 1772067094_B10 4 1.000
#> 1772067093_C02 4 0.000
#> 1772066073_E11 2 0.000
#> 1772067096_H04 2 0.751
#> 1772071044_H12 2 1.000
#> 1772066097_F06 3 0.000
#> 1772066096_A09 3 1.000
#> 1772071044_F05 3 0.000
#> 1772071045_E10 3 0.000
#> 1772071044_F10 3 0.000
#> 1772066073_A11 2 0.249
#> 1772071035_A06 3 0.000
#> 1772066096_F02 3 0.000
#> 1772066080_A02 3 0.000
#> 1772066095_F03 3 0.000
#> 1772071035_F10 3 0.000
#> 1772066074_F08 3 0.000
#> 1772066073_F01 2 0.000
#> 1772067094_F10 4 0.000
#> 1772067094_C10 4 0.000
#> 1772067096_H12 4 0.000
#> 1772067093_C12 4 0.000
#> 1772067093_D11 4 0.000
#> 1772067093_C04 4 0.000
#> 1772067093_F12 4 0.000
#> 1772067096_E06 4 0.249
#> 1772067094_C11 4 0.000
#> 1772067096_E08 2 0.000
#> 1772067094_G05 4 0.000
#> 1772067093_F02 4 0.000
#> 1772067093_A07 4 0.000
#> 1772067054_E11 4 0.000
#> 1772067096_A03 4 0.000
#> 1772067054_H05 4 0.000
#> 1772067082_F11 4 0.000
#> 1772067082_A06 4 0.000
#> 1772071044_C11 3 0.249
#> 1772067093_C03 4 0.000
#> 1772067082_F08 3 0.000
#> 1772066100_B01 4 1.000
#> 1772067058_B11 4 0.000
#> 1772066074_E02 3 1.000
#> 1772066098_C01 4 0.000
#> 1772066097_A02 3 0.249
#> 1772066107_C05 3 0.000
#> 1772066073_B09 4 0.000
#> 1772067082_D12 4 0.000
#> 1772067083_D08 2 0.000
#> 1772067094_F11 4 0.000
#> 1772067093_D03 4 0.000
#> 1772067094_E03 4 0.000
#> 1772067054_E06 4 0.000
#> 1772067096_E10 4 0.000
#> 1772067096_B10 4 0.249
#> 1772067054_H11 4 0.000
#> 1772067094_D12 4 0.000
#> 1772067094_D08 4 0.000
#> 1772067094_H10 4 0.000
#> 1772067054_A09 3 0.000
#> 1772067054_A03 4 0.000
#> 1772067054_E04 4 0.000
#> 1772067054_D05 4 0.498
#> 1772066100_E05 4 1.000
#> 1772067093_A10 4 0.000
#> 1772067058_A08 4 0.000
#> 1772067076_F11 3 0.249
#> 1772066103_G10 3 0.000
#> 1772067058_G05 3 0.000
#> 1772066104_H05 3 0.000
#> 1772066098_C05 3 0.000
#> 1772066073_D04 3 0.000
#> 1772066074_D02 3 0.000
#> 1772066095_A04 3 0.000
#> 1772067094_C09 4 0.000
#> 1772067094_F03 4 0.000
#> 1772071044_G12 3 0.249
#> 1772067096_G12 2 0.000
#> 1772067054_H12 4 0.000
#> 1772067093_G11 4 0.000
#> 1772067094_A06 4 0.000
#> 1772066103_D12 3 0.000
#> 1772067096_E11 4 0.000
#> 1772066101_C11 3 0.000
#> 1772066107_F08 4 1.000
#> 1772067082_F01 4 0.000
#> 1772071035_C08 3 0.000
#> 1772066101_E05 3 0.000
#> 1772067082_A01 4 1.000
#> 1772066076_B08 3 0.000
#> 1772066074_E03 3 0.000
#> 1772066104_G09 3 0.000
#> 1772066101_F12 3 0.000
#> 1772066073_E08 4 1.000
#> 1772066102_H03 3 0.000
#> 1772066100_C08 3 0.000
#> 1772067083_D03 4 0.502
#> 1772071044_C08 3 0.502
#> 1772067054_A05 3 0.253
#> 1772067054_B07 4 0.751
#> 1772067058_H08 3 1.000
#> 1772066073_E02 4 0.000
#> 1772071044_A08 3 0.000
#> 1772066098_D03 3 0.000
#> 1772066103_F12 3 0.751
#> 1772067058_F05 3 0.249
#> 1772066074_B03 3 0.000
#> 1772066097_E04 3 0.000
#> 1772066076_D10 3 0.000
#> 1772066096_E03 3 0.000
#> 1772066102_F03 3 0.000
#> 1772066076_F10 3 0.000
#> 1772066100_D11 3 0.000
#> 1772066101_C07 3 0.000
#> 1772066100_A03 3 0.000
#> 1772067058_A01 2 1.000
#> 1772067093_C07 3 1.000
#> 1772067094_G04 4 0.502
#> 1772067054_B10 4 0.502
#> 1772067058_G08 3 0.502
#> 1772066077_H06 3 0.000
#> 1772071044_E05 3 0.000
#> 1772071035_C05 3 0.000
#> 1772066103_C03 3 0.000
#> 1772066100_A10 3 1.000
#> 1772071036_A05 3 0.000
#> 1772066096_E01 3 0.000
#> 1772066080_G02 3 0.000
#> 1772066101_E12 3 0.000
#> 1772066107_B11 3 0.000
#> 1772066098_H05 3 0.000
#> 1772066100_B07 3 0.000
#> 1772066104_A04 3 0.000
#> 1772066101_C12 3 0.000
#> 1772066101_G10 3 0.000
#> 1772066073_F09 3 1.000
#> 1772066102_B07 3 0.000
#> 1772066102_F05 3 0.000
#> 1772066100_F10 3 0.000
#> 1772066098_C03 3 0.000
#> 1772066098_E03 3 0.000
#> 1772071036_G03 3 0.000
#> 1772066095_G03 3 0.000
#> 1772066101_C08 3 0.000
#> 1772066101_D08 3 0.000
#> 1772066095_B11 3 0.000
#> 1772066097_C10 3 0.000
#> 1772066096_D10 3 0.000
#> 1772066098_H06 3 0.000
#> 1772066101_D03 3 0.000
#> 1772066096_E05 3 0.000
#> 1772066098_A06 3 0.000
#> 1772066080_H05 3 0.000
#> 1772066098_F07 3 0.000
#> 1772066098_B02 3 0.000
#> 1772066099_F12 3 0.000
#> 1772066080_B01 3 0.000
#> 1772066107_B05 2 0.751
#> 1772067057_H05 3 0.000
#> 1772066073_B08 3 0.000
#> 1772066100_G02 3 0.000
#> 1772066098_E02 3 0.000
#> 1772071036_E01 3 0.000
#> 1772066101_G04 3 0.000
#> 1772066098_D09 3 0.000
#> 1772066104_A01 3 0.000
#> 1772066098_A08 3 0.000
#> 1772066097_D07 3 0.000
#> 1772066107_H12 3 0.000
#> 1772066089_H10 3 0.000
#> 1772066101_H01 3 0.000
#> 1772066076_C05 3 0.000
#> 1772066080_B12 3 0.000
#> 1772066074_B01 3 1.000
#> 1772066098_F02 3 0.000
#> 1772066095_D01 3 0.000
#> 1772066098_A02 3 0.000
#> 1772066101_D11 3 0.000
#> 1772066098_H04 3 0.000
#> 1772066100_A11 3 0.000
#> 1772066074_B08 3 0.000
#> 1772066099_B10 3 0.000
#> 1772066080_C05 3 0.000
#> 1772066099_C05 3 0.000
#> 1772066080_D01 3 0.000
#> 1772066070_A05 3 0.000
#> 1772066073_H01 2 0.000
#> 1772066101_F05 3 0.000
#> 1772066098_E01 3 0.000
#> 1772066095_B10 3 0.000
#> 1772066096_C05 3 0.000
#> 1772066089_B10 3 0.000
#> 1772066101_F11 3 0.000
#> 1772066074_A01 3 0.000
#> 1772066101_A04 3 0.000
#> 1772066107_B12 3 0.000
#> 1772066102_D05 3 0.000
#> 1772066089_G05 3 0.000
#> 1772066102_A12 3 0.000
#> 1772066089_G10 3 0.000
#> 1772066103_A05 3 0.000
#> 1772066097_G10 3 0.000
#> 1772066097_H10 3 0.000
#> 1772066095_C06 3 0.000
#> 1772066095_B09 3 0.000
#> 1772066074_A09 3 0.000
#> 1772066099_B11 3 0.502
#> 1772066076_E01 3 0.000
#> 1772066101_C05 3 0.000
#> 1772066099_H05 3 0.000
#> 1772060240_C09 1 0.000
#> 1772063063_F03 1 0.000
#> 1772063063_F10 2 0.249
#> 1772066089_C04 3 0.000
#> 1772071040_C12 1 0.000
#> 1772071041_D10 2 0.000
#> 1772063062_B03 1 0.000
#> 1772067057_B03 3 0.000
#> 1772063063_D06 1 0.000
#> 1772062113_F03 1 0.000
#> 1772063062_D05 1 0.000
#> 1772063063_C10 1 0.000
#> 1772063061_D12 1 0.000
#> 1772063061_F11 1 0.000
#> 1772066070_C12 2 0.000
#> 1772060225_F09 1 0.000
#> 1772063077_C01 1 0.000
#> 1772062115_F05 1 0.000
#> 1772063078_B08 1 0.000
#> 1772066074_A08 3 0.000
#> 1772066095_F09 2 0.000
#> 1772062111_C03 1 0.000
#> 1772066070_G10 4 0.747
#> 1772062115_G11 1 0.000
#> 1772063070_D01 1 0.000
#> 1772066077_B04 1 0.747
#> 1772066090_B02 2 0.000
#> 1772066077_C02 4 0.498
#> 1772066108_H08 2 0.000
#> 1772066102_D12 2 0.000
#> 1772062113_H11 1 0.000
#> 1772063061_B04 1 0.000
#> 1772063063_H11 1 0.000
#> 1772063063_A03 1 0.000
#> 1772062113_G08 1 0.000
#> 1772062113_D11 1 0.000
#> 1772062114_A09 1 0.000
#> 1772066077_E10 4 0.249
#> 1772062111_B03 1 0.000
#> 1772062118_H11 1 0.000
#> 1772063064_H03 1 0.000
#> 1772066070_A06 4 0.498
#> 1772066090_F02 2 0.000
#> 1772067070_B12 1 0.000
#> 1772062113_C04 2 1.000
#> 1772058177_G08 4 0.751
#> 1772066080_C11 2 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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 507 1.57e-22 3.79e-52 2
#> ATC:skmeans 550 4.25e-90 1.91e-104 3
#> ATC:skmeans 509 1.46e-72 1.12e-113 4
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: Node03. Child nodes: Node0111 , Node0112 , Node0113 , Node0121-leaf , Node0122 , Node0131-leaf , Node0132-leaf , Node0133-leaf , Node0134-leaf , Node0211 , Node0212 , Node0213 , Node0221 , Node0222 , Node0231 , Node0232 , Node0241-leaf , Node0242 , Node0311-leaf , Node0312-leaf , Node0313-leaf , Node0314-leaf , Node0321-leaf , Node0322-leaf , Node0323-leaf , Node0324-leaf , Node0331-leaf , Node0332-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["031"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 8957 rows and 190 columns.
#> Top rows (896) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 0.993 0.997 0.502 0.498 0.498
#> 3 3 1 0.976 0.990 0.280 0.815 0.645
#> 4 4 1 0.978 0.991 0.160 0.857 0.622
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
#> 1772067054_G01 1 0.000 0.994 1.00 0.00
#> 1772067093_H05 1 0.000 0.994 1.00 0.00
#> 1772067066_A09 1 0.000 0.994 1.00 0.00
#> 1772063078_F12 2 0.000 1.000 0.00 1.00
#> 1772063061_H03 1 0.990 0.217 0.56 0.44
#> 1772071045_H03 1 0.000 0.994 1.00 0.00
#> 1772067083_F08 1 0.000 0.994 1.00 0.00
#> 1772067083_H01 1 0.000 0.994 1.00 0.00
#> 1772071015_C09 1 0.000 0.994 1.00 0.00
#> 1772067065_G10 1 0.000 0.994 1.00 0.00
#> 1772067065_B10 1 0.000 0.994 1.00 0.00
#> 1772071017_H06 1 0.000 0.994 1.00 0.00
#> 1772071014_A12 1 0.000 0.994 1.00 0.00
#> 1772067065_F08 1 0.000 0.994 1.00 0.00
#> 1772066102_B06 1 0.141 0.975 0.98 0.02
#> 1772067066_A10 1 0.000 0.994 1.00 0.00
#> 1772067066_E02 1 0.000 0.994 1.00 0.00
#> 1772067065_B09 1 0.000 0.994 1.00 0.00
#> 1772067065_F10 1 0.000 0.994 1.00 0.00
#> 1772063063_H03 1 0.000 0.994 1.00 0.00
#> 1772067066_D04 1 0.000 0.994 1.00 0.00
#> 1772071015_E10 1 0.000 0.994 1.00 0.00
#> 1772067082_B09 1 0.000 0.994 1.00 0.00
#> 1772062115_H01 1 0.000 0.994 1.00 0.00
#> 1772067096_F07 1 0.000 0.994 1.00 0.00
#> 1772067083_G04 1 0.000 0.994 1.00 0.00
#> 1772071015_G09 1 0.000 0.994 1.00 0.00
#> 1772066095_F07 1 0.242 0.954 0.96 0.04
#> 1772071017_G02 1 0.000 0.994 1.00 0.00
#> 1772062111_C11 2 0.000 1.000 0.00 1.00
#> 1772058148_H03 1 0.000 0.994 1.00 0.00
#> 1772071017_C10 1 0.000 0.994 1.00 0.00
#> 1772063068_F12 1 0.000 0.994 1.00 0.00
#> 1772066100_F03 1 0.000 0.994 1.00 0.00
#> 1772067073_C01 1 0.000 0.994 1.00 0.00
#> 1772067054_F12 1 0.000 0.994 1.00 0.00
#> 1772058177_D04 1 0.000 0.994 1.00 0.00
#> 1772067082_H03 1 0.000 0.994 1.00 0.00
#> 1772071017_D01 1 0.000 0.994 1.00 0.00
#> 1772067096_A01 1 0.000 0.994 1.00 0.00
#> 1772058148_H08 1 0.000 0.994 1.00 0.00
#> 1772067093_F03 1 0.000 0.994 1.00 0.00
#> 1772071015_E08 1 0.000 0.994 1.00 0.00
#> 1772067096_G05 1 0.000 0.994 1.00 0.00
#> 1772071017_A08 1 0.000 0.994 1.00 0.00
#> 1772067094_A09 1 0.000 0.994 1.00 0.00
#> 1772066100_F08 1 0.000 0.994 1.00 0.00
#> 1772067082_C02 1 0.000 0.994 1.00 0.00
#> 1772071017_G01 1 0.000 0.994 1.00 0.00
#> 1772067070_C01 1 0.000 0.994 1.00 0.00
#> 1772067070_A03 1 0.000 0.994 1.00 0.00
#> 1772071041_F09 2 0.000 1.000 0.00 1.00
#> 1772071041_H12 1 0.000 0.994 1.00 0.00
#> 1772067070_G08 1 0.000 0.994 1.00 0.00
#> 1772063063_H02 2 0.000 1.000 0.00 1.00
#> 1772063068_A01 2 0.000 1.000 0.00 1.00
#> 1772063068_B01 2 0.000 1.000 0.00 1.00
#> 1772063077_D06 1 0.000 0.994 1.00 0.00
#> 1772071041_H10 1 0.000 0.994 1.00 0.00
#> 1772067070_D06 1 0.000 0.994 1.00 0.00
#> 1772063077_D12 2 0.000 1.000 0.00 1.00
#> 1772071041_C05 1 0.000 0.994 1.00 0.00
#> 1772067070_G12 1 0.000 0.994 1.00 0.00
#> 1772062115_G01 2 0.000 1.000 0.00 1.00
#> 1772063071_H01 2 0.000 1.000 0.00 1.00
#> 1772063065_A10 1 0.000 0.994 1.00 0.00
#> 1772063068_A02 2 0.000 1.000 0.00 1.00
#> 1772067064_A01 1 0.000 0.994 1.00 0.00
#> 1772063065_F03 2 0.000 1.000 0.00 1.00
#> 1772060224_B06 2 0.000 1.000 0.00 1.00
#> 1772071041_H05 1 0.000 0.994 1.00 0.00
#> 1772071041_E10 1 0.000 0.994 1.00 0.00
#> 1772063078_B12 2 0.000 1.000 0.00 1.00
#> 1772071041_A06 1 0.000 0.994 1.00 0.00
#> 1772060240_F12 2 0.000 1.000 0.00 1.00
#> 1772063065_D04 2 0.000 1.000 0.00 1.00
#> 1772063068_H12 1 0.000 0.994 1.00 0.00
#> 1772063070_B11 2 0.000 1.000 0.00 1.00
#> 1772063065_G10 2 0.000 1.000 0.00 1.00
#> 1772067074_D10 1 0.000 0.994 1.00 0.00
#> 1772063065_D12 2 0.000 1.000 0.00 1.00
#> 1772063068_E06 2 0.000 1.000 0.00 1.00
#> 1772071041_B01 1 0.000 0.994 1.00 0.00
#> 1772060226_F11 2 0.000 1.000 0.00 1.00
#> 1772063065_C08 2 0.000 1.000 0.00 1.00
#> 1772063068_F02 2 0.000 1.000 0.00 1.00
#> 1772071041_C10 1 0.000 0.994 1.00 0.00
#> 1772060225_C12 2 0.000 1.000 0.00 1.00
#> 1772063068_G11 2 0.000 1.000 0.00 1.00
#> 1772063065_C09 2 0.000 1.000 0.00 1.00
#> 1772063065_E02 2 0.000 1.000 0.00 1.00
#> 1772067074_D08 2 0.000 1.000 0.00 1.00
#> 1772071040_H01 1 0.000 0.994 1.00 0.00
#> 1772063071_E07 2 0.000 1.000 0.00 1.00
#> 1772063065_D02 2 0.000 1.000 0.00 1.00
#> 1772063062_F05 2 0.000 1.000 0.00 1.00
#> 1772066104_F10 1 0.000 0.994 1.00 0.00
#> 1772058177_G10 2 0.000 1.000 0.00 1.00
#> 1772063068_H01 2 0.000 1.000 0.00 1.00
#> 1772063062_C04 2 0.000 1.000 0.00 1.00
#> 1772062109_A11 2 0.000 1.000 0.00 1.00
#> 1772063068_C10 2 0.000 1.000 0.00 1.00
#> 1772062128_A09 2 0.000 1.000 0.00 1.00
#> 1772067054_G11 1 0.000 0.994 1.00 0.00
#> 1772067082_D08 1 0.000 0.994 1.00 0.00
#> 1772067082_B12 1 0.000 0.994 1.00 0.00
#> 1772067082_F05 1 0.000 0.994 1.00 0.00
#> 1772063062_D03 2 0.000 1.000 0.00 1.00
#> 1772067070_B11 1 0.000 0.994 1.00 0.00
#> 1772062111_H10 2 0.000 1.000 0.00 1.00
#> 1772067063_A01 2 0.000 1.000 0.00 1.00
#> 1772067070_G04 1 0.000 0.994 1.00 0.00
#> 1772067070_H11 1 0.000 0.994 1.00 0.00
#> 1772062111_B01 2 0.000 1.000 0.00 1.00
#> 1772063068_C01 2 0.000 1.000 0.00 1.00
#> 1772060240_B10 2 0.000 1.000 0.00 1.00
#> 1772063077_C12 1 0.000 0.994 1.00 0.00
#> 1772063065_F01 2 0.000 1.000 0.00 1.00
#> 1772062118_A01 1 0.000 0.994 1.00 0.00
#> 1772063065_A01 2 0.000 1.000 0.00 1.00
#> 1772067070_D10 1 0.000 0.994 1.00 0.00
#> 1772063077_G04 2 0.000 1.000 0.00 1.00
#> 1772063071_E01 2 0.000 1.000 0.00 1.00
#> 1772067070_D05 1 0.000 0.994 1.00 0.00
#> 1772062111_H11 2 0.000 1.000 0.00 1.00
#> 1772063077_E05 2 0.000 1.000 0.00 1.00
#> 1772062111_A09 2 0.000 1.000 0.00 1.00
#> 1772058171_C07 2 0.000 1.000 0.00 1.00
#> 1772058177_H07 2 0.000 1.000 0.00 1.00
#> 1772063061_G01 2 0.000 1.000 0.00 1.00
#> 1772062128_E06 2 0.000 1.000 0.00 1.00
#> 1772063071_D09 2 0.000 1.000 0.00 1.00
#> 1772060225_E04 2 0.000 1.000 0.00 1.00
#> 1772063065_B10 2 0.000 1.000 0.00 1.00
#> 1772062113_A04 2 0.000 1.000 0.00 1.00
#> 1772063074_C06 2 0.000 1.000 0.00 1.00
#> 1772063071_E05 2 0.000 1.000 0.00 1.00
#> 1772062113_B05 2 0.000 1.000 0.00 1.00
#> 1772063068_C02 2 0.000 1.000 0.00 1.00
#> 1772063068_E08 2 0.000 1.000 0.00 1.00
#> 1772063068_C05 2 0.000 1.000 0.00 1.00
#> 1772063065_B05 2 0.000 1.000 0.00 1.00
#> 1772063078_D10 2 0.000 1.000 0.00 1.00
#> 1772063078_E06 2 0.000 1.000 0.00 1.00
#> 1772063078_G09 2 0.000 1.000 0.00 1.00
#> 1772063068_B07 2 0.000 1.000 0.00 1.00
#> 1772062128_F12 2 0.000 1.000 0.00 1.00
#> 1772060240_E09 2 0.000 1.000 0.00 1.00
#> 1772060240_D04 2 0.000 1.000 0.00 1.00
#> 1772067069_B11 1 0.000 0.994 1.00 0.00
#> 1772066073_G06 1 0.000 0.994 1.00 0.00
#> 1772066073_D09 1 0.000 0.994 1.00 0.00
#> 1772067070_D03 1 0.000 0.994 1.00 0.00
#> 1772062111_B08 1 0.000 0.994 1.00 0.00
#> 1772067070_D09 1 0.000 0.994 1.00 0.00
#> 1772071041_B09 1 0.000 0.994 1.00 0.00
#> 1772060225_G12 1 0.000 0.994 1.00 0.00
#> 1772071041_A09 1 0.000 0.994 1.00 0.00
#> 1772066100_E05 1 0.000 0.994 1.00 0.00
#> 1772060240_C09 2 0.000 1.000 0.00 1.00
#> 1772063063_F03 2 0.000 1.000 0.00 1.00
#> 1772071040_C12 2 0.000 1.000 0.00 1.00
#> 1772063062_B03 2 0.000 1.000 0.00 1.00
#> 1772063063_D06 2 0.000 1.000 0.00 1.00
#> 1772062113_F03 2 0.000 1.000 0.00 1.00
#> 1772063062_D05 2 0.000 1.000 0.00 1.00
#> 1772063063_C10 2 0.000 1.000 0.00 1.00
#> 1772063061_D12 2 0.000 1.000 0.00 1.00
#> 1772063061_F11 2 0.000 1.000 0.00 1.00
#> 1772060225_F09 2 0.000 1.000 0.00 1.00
#> 1772063077_C01 2 0.000 1.000 0.00 1.00
#> 1772062115_F05 2 0.000 1.000 0.00 1.00
#> 1772063078_B08 2 0.000 1.000 0.00 1.00
#> 1772062111_C03 2 0.000 1.000 0.00 1.00
#> 1772062115_G11 2 0.000 1.000 0.00 1.00
#> 1772063070_D01 2 0.000 1.000 0.00 1.00
#> 1772066077_B04 2 0.000 1.000 0.00 1.00
#> 1772062113_H11 2 0.000 1.000 0.00 1.00
#> 1772063061_B04 2 0.000 1.000 0.00 1.00
#> 1772063063_H11 2 0.000 1.000 0.00 1.00
#> 1772063063_A03 2 0.000 1.000 0.00 1.00
#> 1772062113_G08 2 0.000 1.000 0.00 1.00
#> 1772062113_D11 2 0.000 1.000 0.00 1.00
#> 1772062114_A09 2 0.000 1.000 0.00 1.00
#> 1772062111_B03 2 0.000 1.000 0.00 1.00
#> 1772062118_H11 2 0.000 1.000 0.00 1.00
#> 1772063064_H03 2 0.000 1.000 0.00 1.00
#> 1772067070_B12 1 0.000 0.994 1.00 0.00
#> 1772062113_C04 1 0.000 0.994 1.00 0.00
#> 1772058177_G08 1 0.000 0.994 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> 1772067054_G01 1 0.000 0.993 1.00 0.00 0.00
#> 1772067093_H05 1 0.000 0.993 1.00 0.00 0.00
#> 1772067066_A09 1 0.000 0.993 1.00 0.00 0.00
#> 1772063078_F12 2 0.000 0.983 0.00 1.00 0.00
#> 1772063061_H03 2 0.000 0.983 0.00 1.00 0.00
#> 1772071045_H03 1 0.000 0.993 1.00 0.00 0.00
#> 1772067083_F08 1 0.000 0.993 1.00 0.00 0.00
#> 1772067083_H01 1 0.000 0.993 1.00 0.00 0.00
#> 1772071015_C09 1 0.000 0.993 1.00 0.00 0.00
#> 1772067065_G10 1 0.000 0.993 1.00 0.00 0.00
#> 1772067065_B10 1 0.000 0.993 1.00 0.00 0.00
#> 1772071017_H06 1 0.000 0.993 1.00 0.00 0.00
#> 1772071014_A12 1 0.000 0.993 1.00 0.00 0.00
#> 1772067065_F08 1 0.000 0.993 1.00 0.00 0.00
#> 1772066102_B06 2 0.000 0.983 0.00 1.00 0.00
#> 1772067066_A10 1 0.000 0.993 1.00 0.00 0.00
#> 1772067066_E02 1 0.000 0.993 1.00 0.00 0.00
#> 1772067065_B09 1 0.000 0.993 1.00 0.00 0.00
#> 1772067065_F10 1 0.000 0.993 1.00 0.00 0.00
#> 1772063063_H03 1 0.000 0.993 1.00 0.00 0.00
#> 1772067066_D04 1 0.000 0.993 1.00 0.00 0.00
#> 1772071015_E10 1 0.000 0.993 1.00 0.00 0.00
#> 1772067082_B09 1 0.000 0.993 1.00 0.00 0.00
#> 1772062115_H01 1 0.000 0.993 1.00 0.00 0.00
#> 1772067096_F07 1 0.000 0.993 1.00 0.00 0.00
#> 1772067083_G04 1 0.000 0.993 1.00 0.00 0.00
#> 1772071015_G09 1 0.000 0.993 1.00 0.00 0.00
#> 1772066095_F07 2 0.369 0.816 0.14 0.86 0.00
#> 1772071017_G02 1 0.000 0.993 1.00 0.00 0.00
#> 1772062111_C11 3 0.000 0.990 0.00 0.00 1.00
#> 1772058148_H03 1 0.000 0.993 1.00 0.00 0.00
#> 1772071017_C10 1 0.000 0.993 1.00 0.00 0.00
#> 1772063068_F12 1 0.296 0.883 0.90 0.10 0.00
#> 1772066100_F03 1 0.000 0.993 1.00 0.00 0.00
#> 1772067073_C01 1 0.000 0.993 1.00 0.00 0.00
#> 1772067054_F12 1 0.000 0.993 1.00 0.00 0.00
#> 1772058177_D04 1 0.000 0.993 1.00 0.00 0.00
#> 1772067082_H03 1 0.000 0.993 1.00 0.00 0.00
#> 1772071017_D01 1 0.000 0.993 1.00 0.00 0.00
#> 1772067096_A01 1 0.000 0.993 1.00 0.00 0.00
#> 1772058148_H08 1 0.000 0.993 1.00 0.00 0.00
#> 1772067093_F03 1 0.000 0.993 1.00 0.00 0.00
#> 1772071015_E08 1 0.000 0.993 1.00 0.00 0.00
#> 1772067096_G05 1 0.000 0.993 1.00 0.00 0.00
#> 1772071017_A08 1 0.000 0.993 1.00 0.00 0.00
#> 1772067094_A09 1 0.000 0.993 1.00 0.00 0.00
#> 1772066100_F08 1 0.000 0.993 1.00 0.00 0.00
#> 1772067082_C02 1 0.000 0.993 1.00 0.00 0.00
#> 1772071017_G01 1 0.000 0.993 1.00 0.00 0.00
#> 1772067070_C01 1 0.000 0.993 1.00 0.00 0.00
#> 1772067070_A03 1 0.000 0.993 1.00 0.00 0.00
#> 1772071041_F09 3 0.000 0.990 0.00 0.00 1.00
#> 1772071041_H12 1 0.000 0.993 1.00 0.00 0.00
#> 1772067070_G08 1 0.000 0.993 1.00 0.00 0.00
#> 1772063063_H02 2 0.000 0.983 0.00 1.00 0.00
#> 1772063068_A01 2 0.000 0.983 0.00 1.00 0.00
#> 1772063068_B01 2 0.000 0.983 0.00 1.00 0.00
#> 1772063077_D06 1 0.369 0.833 0.86 0.14 0.00
#> 1772071041_H10 1 0.000 0.993 1.00 0.00 0.00
#> 1772067070_D06 1 0.000 0.993 1.00 0.00 0.00
#> 1772063077_D12 3 0.000 0.990 0.00 0.00 1.00
#> 1772071041_C05 1 0.000 0.993 1.00 0.00 0.00
#> 1772067070_G12 1 0.000 0.993 1.00 0.00 0.00
#> 1772062115_G01 2 0.000 0.983 0.00 1.00 0.00
#> 1772063071_H01 2 0.000 0.983 0.00 1.00 0.00
#> 1772063065_A10 2 0.000 0.983 0.00 1.00 0.00
#> 1772063068_A02 2 0.000 0.983 0.00 1.00 0.00
#> 1772067064_A01 1 0.000 0.993 1.00 0.00 0.00
#> 1772063065_F03 2 0.000 0.983 0.00 1.00 0.00
#> 1772060224_B06 2 0.000 0.983 0.00 1.00 0.00
#> 1772071041_H05 1 0.000 0.993 1.00 0.00 0.00
#> 1772071041_E10 1 0.000 0.993 1.00 0.00 0.00
#> 1772063078_B12 2 0.000 0.983 0.00 1.00 0.00
#> 1772071041_A06 1 0.000 0.993 1.00 0.00 0.00
#> 1772060240_F12 2 0.000 0.983 0.00 1.00 0.00
#> 1772063065_D04 2 0.000 0.983 0.00 1.00 0.00
#> 1772063068_H12 1 0.000 0.993 1.00 0.00 0.00
#> 1772063070_B11 2 0.000 0.983 0.00 1.00 0.00
#> 1772063065_G10 2 0.000 0.983 0.00 1.00 0.00
#> 1772067074_D10 2 0.296 0.869 0.10 0.90 0.00
#> 1772063065_D12 2 0.000 0.983 0.00 1.00 0.00
#> 1772063068_E06 2 0.000 0.983 0.00 1.00 0.00
#> 1772071041_B01 1 0.000 0.993 1.00 0.00 0.00
#> 1772060226_F11 3 0.556 0.567 0.00 0.30 0.70
#> 1772063065_C08 2 0.000 0.983 0.00 1.00 0.00
#> 1772063068_F02 2 0.000 0.983 0.00 1.00 0.00
#> 1772071041_C10 1 0.000 0.993 1.00 0.00 0.00
#> 1772060225_C12 2 0.000 0.983 0.00 1.00 0.00
#> 1772063068_G11 3 0.254 0.907 0.00 0.08 0.92
#> 1772063065_C09 2 0.000 0.983 0.00 1.00 0.00
#> 1772063065_E02 2 0.000 0.983 0.00 1.00 0.00
#> 1772067074_D08 2 0.296 0.884 0.00 0.90 0.10
#> 1772071040_H01 1 0.153 0.951 0.96 0.04 0.00
#> 1772063071_E07 2 0.000 0.983 0.00 1.00 0.00
#> 1772063065_D02 2 0.000 0.983 0.00 1.00 0.00
#> 1772063062_F05 2 0.000 0.983 0.00 1.00 0.00
#> 1772066104_F10 1 0.540 0.615 0.72 0.28 0.00
#> 1772058177_G10 2 0.000 0.983 0.00 1.00 0.00
#> 1772063068_H01 2 0.000 0.983 0.00 1.00 0.00
#> 1772063062_C04 2 0.000 0.983 0.00 1.00 0.00
#> 1772062109_A11 2 0.000 0.983 0.00 1.00 0.00
#> 1772063068_C10 2 0.000 0.983 0.00 1.00 0.00
#> 1772062128_A09 2 0.000 0.983 0.00 1.00 0.00
#> 1772067054_G11 1 0.000 0.993 1.00 0.00 0.00
#> 1772067082_D08 1 0.000 0.993 1.00 0.00 0.00
#> 1772067082_B12 1 0.000 0.993 1.00 0.00 0.00
#> 1772067082_F05 1 0.000 0.993 1.00 0.00 0.00
#> 1772063062_D03 2 0.000 0.983 0.00 1.00 0.00
#> 1772067070_B11 1 0.000 0.993 1.00 0.00 0.00
#> 1772062111_H10 3 0.000 0.990 0.00 0.00 1.00
#> 1772067063_A01 3 0.000 0.990 0.00 0.00 1.00
#> 1772067070_G04 1 0.000 0.993 1.00 0.00 0.00
#> 1772067070_H11 1 0.000 0.993 1.00 0.00 0.00
#> 1772062111_B01 3 0.000 0.990 0.00 0.00 1.00
#> 1772063068_C01 2 0.000 0.983 0.00 1.00 0.00
#> 1772060240_B10 2 0.000 0.983 0.00 1.00 0.00
#> 1772063077_C12 2 0.000 0.983 0.00 1.00 0.00
#> 1772063065_F01 2 0.000 0.983 0.00 1.00 0.00
#> 1772062118_A01 1 0.000 0.993 1.00 0.00 0.00
#> 1772063065_A01 2 0.000 0.983 0.00 1.00 0.00
#> 1772067070_D10 1 0.000 0.993 1.00 0.00 0.00
#> 1772063077_G04 2 0.334 0.860 0.00 0.88 0.12
#> 1772063071_E01 2 0.000 0.983 0.00 1.00 0.00
#> 1772067070_D05 1 0.000 0.993 1.00 0.00 0.00
#> 1772062111_H11 3 0.000 0.990 0.00 0.00 1.00
#> 1772063077_E05 2 0.000 0.983 0.00 1.00 0.00
#> 1772062111_A09 2 0.000 0.983 0.00 1.00 0.00
#> 1772058171_C07 2 0.000 0.983 0.00 1.00 0.00
#> 1772058177_H07 2 0.000 0.983 0.00 1.00 0.00
#> 1772063061_G01 2 0.000 0.983 0.00 1.00 0.00
#> 1772062128_E06 2 0.595 0.443 0.00 0.64 0.36
#> 1772063071_D09 2 0.000 0.983 0.00 1.00 0.00
#> 1772060225_E04 2 0.000 0.983 0.00 1.00 0.00
#> 1772063065_B10 2 0.000 0.983 0.00 1.00 0.00
#> 1772062113_A04 2 0.000 0.983 0.00 1.00 0.00
#> 1772063074_C06 2 0.000 0.983 0.00 1.00 0.00
#> 1772063071_E05 2 0.000 0.983 0.00 1.00 0.00
#> 1772062113_B05 2 0.000 0.983 0.00 1.00 0.00
#> 1772063068_C02 2 0.000 0.983 0.00 1.00 0.00
#> 1772063068_E08 2 0.000 0.983 0.00 1.00 0.00
#> 1772063068_C05 2 0.000 0.983 0.00 1.00 0.00
#> 1772063065_B05 2 0.000 0.983 0.00 1.00 0.00
#> 1772063078_D10 3 0.000 0.990 0.00 0.00 1.00
#> 1772063078_E06 2 0.000 0.983 0.00 1.00 0.00
#> 1772063078_G09 2 0.480 0.720 0.00 0.78 0.22
#> 1772063068_B07 2 0.000 0.983 0.00 1.00 0.00
#> 1772062128_F12 2 0.000 0.983 0.00 1.00 0.00
#> 1772060240_E09 2 0.000 0.983 0.00 1.00 0.00
#> 1772060240_D04 2 0.000 0.983 0.00 1.00 0.00
#> 1772067069_B11 1 0.000 0.993 1.00 0.00 0.00
#> 1772066073_G06 1 0.000 0.993 1.00 0.00 0.00
#> 1772066073_D09 1 0.000 0.993 1.00 0.00 0.00
#> 1772067070_D03 1 0.000 0.993 1.00 0.00 0.00
#> 1772062111_B08 1 0.000 0.993 1.00 0.00 0.00
#> 1772067070_D09 1 0.000 0.993 1.00 0.00 0.00
#> 1772071041_B09 1 0.000 0.993 1.00 0.00 0.00
#> 1772060225_G12 1 0.000 0.993 1.00 0.00 0.00
#> 1772071041_A09 1 0.000 0.993 1.00 0.00 0.00
#> 1772066100_E05 1 0.000 0.993 1.00 0.00 0.00
#> 1772060240_C09 3 0.000 0.990 0.00 0.00 1.00
#> 1772063063_F03 3 0.000 0.990 0.00 0.00 1.00
#> 1772071040_C12 3 0.000 0.990 0.00 0.00 1.00
#> 1772063062_B03 3 0.000 0.990 0.00 0.00 1.00
#> 1772063063_D06 3 0.000 0.990 0.00 0.00 1.00
#> 1772062113_F03 3 0.000 0.990 0.00 0.00 1.00
#> 1772063062_D05 3 0.000 0.990 0.00 0.00 1.00
#> 1772063063_C10 3 0.000 0.990 0.00 0.00 1.00
#> 1772063061_D12 3 0.000 0.990 0.00 0.00 1.00
#> 1772063061_F11 3 0.000 0.990 0.00 0.00 1.00
#> 1772060225_F09 3 0.000 0.990 0.00 0.00 1.00
#> 1772063077_C01 3 0.000 0.990 0.00 0.00 1.00
#> 1772062115_F05 3 0.000 0.990 0.00 0.00 1.00
#> 1772063078_B08 3 0.000 0.990 0.00 0.00 1.00
#> 1772062111_C03 3 0.000 0.990 0.00 0.00 1.00
#> 1772062115_G11 3 0.000 0.990 0.00 0.00 1.00
#> 1772063070_D01 3 0.000 0.990 0.00 0.00 1.00
#> 1772066077_B04 3 0.000 0.990 0.00 0.00 1.00
#> 1772062113_H11 3 0.000 0.990 0.00 0.00 1.00
#> 1772063061_B04 3 0.000 0.990 0.00 0.00 1.00
#> 1772063063_H11 3 0.000 0.990 0.00 0.00 1.00
#> 1772063063_A03 3 0.000 0.990 0.00 0.00 1.00
#> 1772062113_G08 3 0.000 0.990 0.00 0.00 1.00
#> 1772062113_D11 3 0.000 0.990 0.00 0.00 1.00
#> 1772062114_A09 3 0.000 0.990 0.00 0.00 1.00
#> 1772062111_B03 3 0.000 0.990 0.00 0.00 1.00
#> 1772062118_H11 3 0.000 0.990 0.00 0.00 1.00
#> 1772063064_H03 3 0.000 0.990 0.00 0.00 1.00
#> 1772067070_B12 3 0.000 0.990 0.00 0.00 1.00
#> 1772062113_C04 1 0.000 0.993 1.00 0.00 0.00
#> 1772058177_G08 1 0.000 0.993 1.00 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> 1772067054_G01 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772067093_H05 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772067066_A09 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772063078_F12 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063061_H03 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772071045_H03 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772067083_F08 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772067083_H01 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772071015_C09 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772067065_G10 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772067065_B10 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772071017_H06 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772071014_A12 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772067065_F08 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772066102_B06 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772067066_A10 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772067066_E02 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772067065_B09 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772067065_F10 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772063063_H03 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772067066_D04 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772071015_E10 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772067082_B09 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772062115_H01 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772067096_F07 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772067083_G04 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772071015_G09 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772066095_F07 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772071017_G02 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772062111_C11 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772058148_H03 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772071017_C10 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772063068_F12 1 0.382 0.825 0.84 0.12 0.00 0.04
#> 1772066100_F03 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772067073_C01 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772067054_F12 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772058177_D04 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772067082_H03 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772071017_D01 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772067096_A01 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772058148_H08 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772067093_F03 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772071015_E08 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772067096_G05 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772071017_A08 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772067094_A09 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772066100_F08 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772067082_C02 1 0.000 0.996 1.00 0.00 0.00 0.00
#> 1772071017_G01 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772067070_C01 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772067070_A03 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772071041_F09 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772071041_H12 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772067070_G08 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772063063_H02 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063068_A01 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063068_B01 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063077_D06 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772071041_H10 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772067070_D06 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772063077_D12 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772071041_C05 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772067070_G12 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772062115_G01 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063071_H01 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063065_A10 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063068_A02 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772067064_A01 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772063065_F03 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772060224_B06 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772071041_H05 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772071041_E10 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772063078_B12 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772071041_A06 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772060240_F12 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063065_D04 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063068_H12 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772063070_B11 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063065_G10 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772067074_D10 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772063065_D12 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063068_E06 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772071041_B01 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772060226_F11 2 0.485 0.335 0.00 0.60 0.40 0.00
#> 1772063065_C08 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063068_F02 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772071041_C10 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772060225_C12 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063068_G11 3 0.292 0.832 0.00 0.14 0.86 0.00
#> 1772063065_C09 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063065_E02 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772067074_D08 4 0.334 0.842 0.00 0.12 0.02 0.86
#> 1772071040_H01 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772063071_E07 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063065_D02 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063062_F05 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772066104_F10 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772058177_G10 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063068_H01 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063062_C04 2 0.265 0.856 0.00 0.88 0.00 0.12
#> 1772062109_A11 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063068_C10 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772062128_A09 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772067054_G11 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772067082_D08 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772067082_B12 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772067082_F05 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772063062_D03 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772067070_B11 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772062111_H10 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772067063_A01 4 0.121 0.952 0.00 0.00 0.04 0.96
#> 1772067070_G04 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772067070_H11 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772062111_B01 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772063068_C01 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772060240_B10 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063077_C12 4 0.361 0.753 0.00 0.20 0.00 0.80
#> 1772063065_F01 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772062118_A01 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772063065_A01 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772067070_D10 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772063077_G04 2 0.121 0.948 0.00 0.96 0.04 0.00
#> 1772063071_E01 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772067070_D05 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772062111_H11 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772063077_E05 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772062111_A09 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772058171_C07 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772058177_H07 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063061_G01 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772062128_E06 2 0.428 0.614 0.00 0.72 0.28 0.00
#> 1772063071_D09 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772060225_E04 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063065_B10 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772062113_A04 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063074_C06 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063071_E05 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772062113_B05 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063068_C02 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063068_E08 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063068_C05 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063065_B05 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063078_D10 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772063078_E06 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772063078_G09 2 0.121 0.948 0.00 0.96 0.04 0.00
#> 1772063068_B07 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772062128_F12 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772060240_E09 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772060240_D04 2 0.000 0.985 0.00 1.00 0.00 0.00
#> 1772067069_B11 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772066073_G06 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772066073_D09 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772067070_D03 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772062111_B08 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772067070_D09 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772071041_B09 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772060225_G12 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772071041_A09 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772066100_E05 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772060240_C09 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772063063_F03 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772071040_C12 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772063062_B03 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772063063_D06 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772062113_F03 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772063062_D05 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772063063_C10 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772063061_D12 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772063061_F11 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772060225_F09 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772063077_C01 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772062115_F05 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772063078_B08 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772062111_C03 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772062115_G11 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772063070_D01 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772066077_B04 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772062113_H11 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772063061_B04 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772063063_H11 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772063063_A03 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772062113_G08 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772062113_D11 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772062114_A09 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772062111_B03 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772062118_H11 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772063064_H03 3 0.000 0.990 0.00 0.00 1.00 0.00
#> 1772067070_B12 3 0.380 0.716 0.00 0.00 0.78 0.22
#> 1772062113_C04 4 0.000 0.991 0.00 0.00 0.00 1.00
#> 1772058177_G08 4 0.000 0.991 0.00 0.00 0.00 1.00
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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 189 1.25e-15 1.08e-07 2
#> ATC:skmeans 189 9.82e-33 3.55e-15 3
#> ATC:skmeans 189 4.20e-59 1.33e-29 4
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: Node03. Child nodes: Node0111 , Node0112 , Node0113 , Node0121-leaf , Node0122 , Node0131-leaf , Node0132-leaf , Node0133-leaf , Node0134-leaf , Node0211 , Node0212 , Node0213 , Node0221 , Node0222 , Node0231 , Node0232 , Node0241-leaf , Node0242 , Node0311-leaf , Node0312-leaf , Node0313-leaf , Node0314-leaf , Node0321-leaf , Node0322-leaf , Node0323-leaf , Node0324-leaf , Node0331-leaf , Node0332-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["032"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 9474 rows and 215 columns.
#> Top rows (947) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 0.962 0.960 0.983 0.501 0.499 0.499
#> 3 3 0.789 0.892 0.947 0.333 0.725 0.504
#> 4 4 0.994 0.958 0.983 0.106 0.860 0.619
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
#> 1772066090_C05 1 0.000 0.9883 1.00 0.00
#> 1772071017_A06 2 0.000 0.9760 0.00 1.00
#> 1772071041_D11 2 0.529 0.8628 0.12 0.88
#> 1772067054_A04 2 0.000 0.9760 0.00 1.00
#> 1772066073_G02 2 0.000 0.9760 0.00 1.00
#> 1772067060_B12 1 0.000 0.9883 1.00 0.00
#> 1772067059_F12 1 0.000 0.9883 1.00 0.00
#> 1772067082_F04 2 0.000 0.9760 0.00 1.00
#> 1772066077_H11 2 0.000 0.9760 0.00 1.00
#> 1772071044_H04 1 0.000 0.9883 1.00 0.00
#> 1772067058_F04 2 0.000 0.9760 0.00 1.00
#> 1772066077_D08 2 0.000 0.9760 0.00 1.00
#> 1772066090_A08 2 0.000 0.9760 0.00 1.00
#> 1772067093_F09 2 0.141 0.9598 0.02 0.98
#> 1772066070_B03 2 0.000 0.9760 0.00 1.00
#> 1772071036_C05 1 0.000 0.9883 1.00 0.00
#> 1772067083_D06 1 0.529 0.8584 0.88 0.12
#> 1772066090_F10 2 0.827 0.6603 0.26 0.74
#> 1772066090_F06 2 0.000 0.9760 0.00 1.00
#> 1772071035_G06 1 0.000 0.9883 1.00 0.00
#> 1772071036_E02 2 0.000 0.9760 0.00 1.00
#> 1772067082_E08 1 0.000 0.9883 1.00 0.00
#> 1772066090_C03 2 0.000 0.9760 0.00 1.00
#> 1772066077_G03 1 0.000 0.9883 1.00 0.00
#> 1772067054_D06 1 0.000 0.9883 1.00 0.00
#> 1772067093_F07 2 0.000 0.9760 0.00 1.00
#> 1772067059_A07 1 0.000 0.9883 1.00 0.00
#> 1772071040_D07 2 0.760 0.7323 0.22 0.78
#> 1772062116_E12 2 0.634 0.8153 0.16 0.84
#> 1772067058_F12 1 0.760 0.7127 0.78 0.22
#> 1772066080_B06 2 0.000 0.9760 0.00 1.00
#> 1772066090_G07 2 0.000 0.9760 0.00 1.00
#> 1772066099_A12 2 0.000 0.9760 0.00 1.00
#> 1772067058_H04 1 0.000 0.9883 1.00 0.00
#> 1772067059_G08 2 0.000 0.9760 0.00 1.00
#> 1772071044_H01 1 0.000 0.9883 1.00 0.00
#> 1772066099_F07 2 0.000 0.9760 0.00 1.00
#> 1772071040_H11 2 0.242 0.9426 0.04 0.96
#> 1772066077_H01 1 0.000 0.9883 1.00 0.00
#> 1772066097_E07 1 0.000 0.9883 1.00 0.00
#> 1772071017_A02 1 0.000 0.9883 1.00 0.00
#> 1772067094_B06 2 0.000 0.9760 0.00 1.00
#> 1772063063_D03 1 0.000 0.9883 1.00 0.00
#> 1772067094_A03 2 0.000 0.9760 0.00 1.00
#> 1772067066_D09 2 0.242 0.9426 0.04 0.96
#> 1772071017_E11 2 0.000 0.9760 0.00 1.00
#> 1772066107_A06 1 0.000 0.9883 1.00 0.00
#> 1772066090_G08 2 0.000 0.9760 0.00 1.00
#> 1772066076_C06 2 0.000 0.9760 0.00 1.00
#> 1772066070_H06 2 0.000 0.9760 0.00 1.00
#> 1772066090_H06 1 0.402 0.9074 0.92 0.08
#> 1772066076_D09 2 0.000 0.9760 0.00 1.00
#> 1772066080_H01 1 0.000 0.9883 1.00 0.00
#> 1772066080_E04 2 0.000 0.9760 0.00 1.00
#> 1772066076_E02 2 0.000 0.9760 0.00 1.00
#> 1772066099_D09 2 0.000 0.9760 0.00 1.00
#> 1772066080_D06 1 0.000 0.9883 1.00 0.00
#> 1772066070_H11 2 0.000 0.9760 0.00 1.00
#> 1772067076_B12 2 0.000 0.9760 0.00 1.00
#> 1772066080_D10 2 0.000 0.9760 0.00 1.00
#> 1772066099_F03 2 0.000 0.9760 0.00 1.00
#> 1772067076_F06 2 0.000 0.9760 0.00 1.00
#> 1772066108_H03 2 0.000 0.9760 0.00 1.00
#> 1772066077_A05 2 0.469 0.8833 0.10 0.90
#> 1772066076_D05 2 0.000 0.9760 0.00 1.00
#> 1772066076_A05 2 0.000 0.9760 0.00 1.00
#> 1772067059_B09 2 0.000 0.9760 0.00 1.00
#> 1772067076_C12 2 0.000 0.9760 0.00 1.00
#> 1772067060_E11 1 0.000 0.9883 1.00 0.00
#> 1772066070_F03 2 0.000 0.9760 0.00 1.00
#> 1772066102_B10 2 0.680 0.7883 0.18 0.82
#> 1772067054_A07 2 0.000 0.9760 0.00 1.00
#> 1772066090_E03 2 0.000 0.9760 0.00 1.00
#> 1772066108_D11 1 0.000 0.9883 1.00 0.00
#> 1772066070_A08 2 0.000 0.9760 0.00 1.00
#> 1772066076_D07 2 0.000 0.9760 0.00 1.00
#> 1772066090_H03 1 0.000 0.9883 1.00 0.00
#> 1772066090_E06 2 0.000 0.9760 0.00 1.00
#> 1772066102_D10 1 0.000 0.9883 1.00 0.00
#> 1772066070_C01 2 0.000 0.9760 0.00 1.00
#> 1772066090_F01 2 0.000 0.9760 0.00 1.00
#> 1772066070_C11 2 0.000 0.9760 0.00 1.00
#> 1772066077_D05 2 0.000 0.9760 0.00 1.00
#> 1772066070_E05 2 0.904 0.5418 0.32 0.68
#> 1772066070_C04 1 0.000 0.9883 1.00 0.00
#> 1772066100_B12 2 0.000 0.9760 0.00 1.00
#> 1772066097_G07 1 0.000 0.9883 1.00 0.00
#> 1772066070_E08 2 0.000 0.9760 0.00 1.00
#> 1772066077_E06 1 0.000 0.9883 1.00 0.00
#> 1772067082_D09 2 0.000 0.9760 0.00 1.00
#> 1772067096_E02 2 0.000 0.9760 0.00 1.00
#> 1772067096_G04 2 0.000 0.9760 0.00 1.00
#> 1772066080_B10 1 0.000 0.9883 1.00 0.00
#> 1772066090_C11 2 0.000 0.9760 0.00 1.00
#> 1772066077_A04 1 0.000 0.9883 1.00 0.00
#> 1772066077_H08 1 0.000 0.9883 1.00 0.00
#> 1772066070_A04 2 0.000 0.9760 0.00 1.00
#> 1772066090_H07 1 0.000 0.9883 1.00 0.00
#> 1772066073_F08 1 0.000 0.9883 1.00 0.00
#> 1772066090_D11 1 0.000 0.9883 1.00 0.00
#> 1772067083_D02 2 0.000 0.9760 0.00 1.00
#> 1772067082_A11 2 0.242 0.9429 0.04 0.96
#> 1772066107_E06 2 0.000 0.9760 0.00 1.00
#> 1772067094_G06 2 0.795 0.6991 0.24 0.76
#> 1772066077_B01 1 0.000 0.9883 1.00 0.00
#> 1772066074_F03 1 0.000 0.9883 1.00 0.00
#> 1772067093_B04 2 0.000 0.9760 0.00 1.00
#> 1772066070_C06 2 0.000 0.9760 0.00 1.00
#> 1772066070_C05 2 0.000 0.9760 0.00 1.00
#> 1772066070_E12 2 0.000 0.9760 0.00 1.00
#> 1772066070_G05 1 0.000 0.9883 1.00 0.00
#> 1772066070_D08 1 0.000 0.9883 1.00 0.00
#> 1772066090_G10 2 0.000 0.9760 0.00 1.00
#> 1772066090_A01 2 0.000 0.9760 0.00 1.00
#> 1772066070_B07 1 0.000 0.9883 1.00 0.00
#> 1772066090_D07 2 0.000 0.9760 0.00 1.00
#> 1772066107_G05 1 0.000 0.9883 1.00 0.00
#> 1772066070_H12 1 0.000 0.9883 1.00 0.00
#> 1772066077_G12 1 0.000 0.9883 1.00 0.00
#> 1772066070_F02 1 0.000 0.9883 1.00 0.00
#> 1772066077_B12 1 0.999 0.0524 0.52 0.48
#> 1772066089_C03 1 0.000 0.9883 1.00 0.00
#> 1772066077_C10 1 0.000 0.9883 1.00 0.00
#> 1772071044_G04 2 0.000 0.9760 0.00 1.00
#> 1772066090_H05 2 0.990 0.2282 0.44 0.56
#> 1772066090_B01 2 0.000 0.9760 0.00 1.00
#> 1772066090_F07 1 0.000 0.9883 1.00 0.00
#> 1772066108_E08 2 0.000 0.9760 0.00 1.00
#> 1772066107_C10 1 0.529 0.8607 0.88 0.12
#> 1772066070_C09 2 0.000 0.9760 0.00 1.00
#> 1772066077_F04 1 0.000 0.9883 1.00 0.00
#> 1772066090_G09 1 0.141 0.9693 0.98 0.02
#> 1772066090_A11 2 0.000 0.9760 0.00 1.00
#> 1772062116_F11 1 0.000 0.9883 1.00 0.00
#> 1772066070_G11 1 0.141 0.9693 0.98 0.02
#> 1772066077_G09 2 0.000 0.9760 0.00 1.00
#> 1772066073_E05 1 0.000 0.9883 1.00 0.00
#> 1772066070_B05 1 0.000 0.9883 1.00 0.00
#> 1772066073_G08 2 0.000 0.9760 0.00 1.00
#> 1772066077_C09 2 0.722 0.7568 0.20 0.80
#> 1772066107_A12 2 0.000 0.9760 0.00 1.00
#> 1772066074_F01 1 0.000 0.9883 1.00 0.00
#> 1772067096_D04 1 0.000 0.9883 1.00 0.00
#> 1772066070_C03 1 0.000 0.9883 1.00 0.00
#> 1772066080_D12 2 0.000 0.9760 0.00 1.00
#> 1772067096_F12 1 0.000 0.9883 1.00 0.00
#> 1772066090_E04 2 0.000 0.9760 0.00 1.00
#> 1772066089_A02 2 0.000 0.9760 0.00 1.00
#> 1772066070_H04 1 0.000 0.9883 1.00 0.00
#> 1772066107_E01 1 0.000 0.9883 1.00 0.00
#> 1772066070_F12 2 0.000 0.9760 0.00 1.00
#> 1772066107_B09 1 0.000 0.9883 1.00 0.00
#> 1772066070_E09 2 0.000 0.9760 0.00 1.00
#> 1772066090_C10 1 0.000 0.9883 1.00 0.00
#> 1772066070_H08 1 0.000 0.9883 1.00 0.00
#> 1772066099_C03 2 0.000 0.9760 0.00 1.00
#> 1772066090_E09 2 0.000 0.9760 0.00 1.00
#> 1772066070_F07 1 0.000 0.9883 1.00 0.00
#> 1772066070_D11 2 0.000 0.9760 0.00 1.00
#> 1772066089_D12 1 0.000 0.9883 1.00 0.00
#> 1772066090_C09 1 0.000 0.9883 1.00 0.00
#> 1772067094_F01 1 0.000 0.9883 1.00 0.00
#> 1772067094_G07 1 0.000 0.9883 1.00 0.00
#> 1772067096_H06 1 0.000 0.9883 1.00 0.00
#> 1772067093_A03 1 0.000 0.9883 1.00 0.00
#> 1772067096_H02 1 0.000 0.9883 1.00 0.00
#> 1772066077_D10 1 0.000 0.9883 1.00 0.00
#> 1772066077_B09 1 0.000 0.9883 1.00 0.00
#> 1772066077_E09 1 0.000 0.9883 1.00 0.00
#> 1772066077_E11 1 0.000 0.9883 1.00 0.00
#> 1772066077_C06 1 0.000 0.9883 1.00 0.00
#> 1772066107_D02 1 0.000 0.9883 1.00 0.00
#> 1772071045_A04 1 0.000 0.9883 1.00 0.00
#> 1772067058_H06 1 0.000 0.9883 1.00 0.00
#> 1772066077_C04 1 0.000 0.9883 1.00 0.00
#> 1772066107_A02 1 0.000 0.9883 1.00 0.00
#> 1772071044_H06 1 0.000 0.9883 1.00 0.00
#> 1772067094_E06 1 0.000 0.9883 1.00 0.00
#> 1772066090_C04 1 0.000 0.9883 1.00 0.00
#> 1772066107_C11 1 0.000 0.9883 1.00 0.00
#> 1772067059_G12 1 0.000 0.9883 1.00 0.00
#> 1772066107_A11 1 0.000 0.9883 1.00 0.00
#> 1772066096_G09 1 0.000 0.9883 1.00 0.00
#> 1772067094_H06 1 0.000 0.9883 1.00 0.00
#> 1772067082_C08 1 0.000 0.9883 1.00 0.00
#> 1772066073_E04 1 0.000 0.9883 1.00 0.00
#> 1772071044_G01 1 0.000 0.9883 1.00 0.00
#> 1772067096_G10 1 0.000 0.9883 1.00 0.00
#> 1772066098_H11 1 0.000 0.9883 1.00 0.00
#> 1772067094_B10 1 0.000 0.9883 1.00 0.00
#> 1772067093_C02 1 0.000 0.9883 1.00 0.00
#> 1772066073_E11 1 0.000 0.9883 1.00 0.00
#> 1772067096_H04 1 0.000 0.9883 1.00 0.00
#> 1772071044_H12 1 0.000 0.9883 1.00 0.00
#> 1772066097_F06 1 0.000 0.9883 1.00 0.00
#> 1772066096_A09 1 0.000 0.9883 1.00 0.00
#> 1772066073_A11 1 0.000 0.9883 1.00 0.00
#> 1772066073_F01 1 0.000 0.9883 1.00 0.00
#> 1772067096_E06 2 0.000 0.9760 0.00 1.00
#> 1772067096_E08 1 0.000 0.9883 1.00 0.00
#> 1772067083_D08 1 0.000 0.9883 1.00 0.00
#> 1772066107_F08 2 0.000 0.9760 0.00 1.00
#> 1772067058_A01 1 0.000 0.9883 1.00 0.00
#> 1772066107_B05 1 0.000 0.9883 1.00 0.00
#> 1772066074_B01 1 0.000 0.9883 1.00 0.00
#> 1772066073_H01 1 0.760 0.7162 0.78 0.22
#> 1772063063_F10 2 0.000 0.9760 0.00 1.00
#> 1772066089_C04 1 0.000 0.9883 1.00 0.00
#> 1772071041_D10 1 0.000 0.9883 1.00 0.00
#> 1772066095_F09 2 0.000 0.9760 0.00 1.00
#> 1772066090_B02 2 0.000 0.9760 0.00 1.00
#> 1772066108_H08 2 0.000 0.9760 0.00 1.00
#> 1772066102_D12 1 0.000 0.9883 1.00 0.00
#> 1772066090_F02 2 0.000 0.9760 0.00 1.00
#> 1772066080_C11 2 0.000 0.9760 0.00 1.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> 1772066090_C05 1 0.0892 0.9182 0.98 0.00 0.02
#> 1772071017_A06 2 0.0892 0.9345 0.00 0.98 0.02
#> 1772071041_D11 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772067054_A04 2 0.5397 0.6027 0.00 0.72 0.28
#> 1772066073_G02 2 0.3686 0.8196 0.00 0.86 0.14
#> 1772067060_B12 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772067059_F12 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772067082_F04 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066077_H11 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772071044_H04 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772067058_F04 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066077_D08 2 0.2537 0.8928 0.08 0.92 0.00
#> 1772066090_A08 2 0.0892 0.9356 0.02 0.98 0.00
#> 1772067093_F09 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066070_B03 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772071036_C05 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772067083_D06 3 0.2537 0.9000 0.08 0.00 0.92
#> 1772066090_F10 1 0.0892 0.9125 0.98 0.02 0.00
#> 1772066090_F06 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772071035_G06 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772071036_E02 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772067082_E08 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066090_C03 1 0.4291 0.7838 0.82 0.18 0.00
#> 1772066077_G03 1 0.3686 0.8568 0.86 0.00 0.14
#> 1772067054_D06 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772067093_F07 2 0.2066 0.9025 0.00 0.94 0.06
#> 1772067059_A07 1 0.3686 0.8568 0.86 0.00 0.14
#> 1772071040_D07 3 0.2066 0.9178 0.06 0.00 0.94
#> 1772062116_E12 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772067058_F12 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066080_B06 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066090_G07 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066099_A12 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772067058_H04 3 0.0892 0.9499 0.02 0.00 0.98
#> 1772067059_G08 3 0.4291 0.7808 0.00 0.18 0.82
#> 1772071044_H01 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066099_F07 2 0.6280 0.2288 0.46 0.54 0.00
#> 1772071040_H11 2 0.7839 0.3635 0.38 0.56 0.06
#> 1772066077_H01 1 0.0892 0.9178 0.98 0.00 0.02
#> 1772066097_E07 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772071017_A02 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772067094_B06 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772063063_D03 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772067094_A03 3 0.3340 0.8526 0.00 0.12 0.88
#> 1772067066_D09 3 0.9162 0.2484 0.16 0.34 0.50
#> 1772071017_E11 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066107_A06 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066090_G08 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066076_C06 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066070_H06 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066090_H06 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066076_D09 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066080_H01 3 0.3686 0.8115 0.14 0.00 0.86
#> 1772066080_E04 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066076_E02 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066099_D09 2 0.3686 0.8386 0.14 0.86 0.00
#> 1772066080_D06 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066070_H11 2 0.4555 0.7723 0.20 0.80 0.00
#> 1772067076_B12 2 0.6850 0.6822 0.14 0.74 0.12
#> 1772066080_D10 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066099_F03 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772067076_F06 2 0.3686 0.8386 0.14 0.86 0.00
#> 1772066108_H03 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066077_A05 1 0.5560 0.5151 0.70 0.30 0.00
#> 1772066076_D05 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066076_A05 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772067059_B09 2 0.3686 0.8386 0.14 0.86 0.00
#> 1772067076_C12 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772067060_E11 3 0.2537 0.9000 0.08 0.00 0.92
#> 1772066070_F03 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066102_B10 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772067054_A07 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066090_E03 2 0.0892 0.9356 0.02 0.98 0.00
#> 1772066108_D11 1 0.4209 0.8636 0.86 0.02 0.12
#> 1772066070_A08 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066076_D07 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066090_H03 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066090_E06 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066102_D10 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066070_C01 2 0.3686 0.8386 0.14 0.86 0.00
#> 1772066090_F01 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066070_C11 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066077_D05 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066070_E05 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066070_C04 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066100_B12 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066097_G07 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066070_E08 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066077_E06 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772067082_D09 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772067096_E02 2 0.2959 0.8641 0.00 0.90 0.10
#> 1772067096_G04 2 0.4291 0.7663 0.00 0.82 0.18
#> 1772066080_B10 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066090_C11 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066077_A04 1 0.3686 0.8568 0.86 0.00 0.14
#> 1772066077_H08 1 0.3340 0.8718 0.88 0.00 0.12
#> 1772066070_A04 2 0.1781 0.9269 0.02 0.96 0.02
#> 1772066090_H07 1 0.2959 0.8828 0.90 0.00 0.10
#> 1772066073_F08 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066090_D11 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772067083_D02 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772067082_A11 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066107_E06 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772067094_G06 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066077_B01 1 0.3340 0.8718 0.88 0.00 0.12
#> 1772066074_F03 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772067093_B04 2 0.0892 0.9343 0.00 0.98 0.02
#> 1772066070_C06 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066070_C05 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066070_E12 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066070_G05 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066070_D08 1 0.3686 0.8568 0.86 0.00 0.14
#> 1772066090_G10 2 0.5948 0.4957 0.36 0.64 0.00
#> 1772066090_A01 2 0.6309 -0.0832 0.50 0.50 0.00
#> 1772066070_B07 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066090_D07 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066107_G05 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066070_H12 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066077_G12 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066070_F02 1 0.1529 0.9106 0.96 0.00 0.04
#> 1772066077_B12 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066089_C03 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066077_C10 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772071044_G04 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066090_H05 1 0.4209 0.8636 0.86 0.02 0.12
#> 1772066090_B01 1 0.4002 0.8036 0.84 0.16 0.00
#> 1772066090_F07 1 0.3340 0.8718 0.88 0.00 0.12
#> 1772066108_E08 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066107_C10 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066070_C09 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066077_F04 1 0.3340 0.8718 0.88 0.00 0.12
#> 1772066090_G09 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066090_A11 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772062116_F11 1 0.4209 0.8636 0.86 0.02 0.12
#> 1772066070_G11 1 0.2959 0.8828 0.90 0.00 0.10
#> 1772066077_G09 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066073_E05 3 0.0892 0.9487 0.00 0.02 0.98
#> 1772066070_B05 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066073_G08 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066077_C09 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066107_A12 2 0.2959 0.8759 0.10 0.90 0.00
#> 1772066074_F01 1 0.3686 0.8568 0.86 0.00 0.14
#> 1772067096_D04 3 0.0892 0.9499 0.02 0.00 0.98
#> 1772066070_C03 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066080_D12 2 0.3686 0.8386 0.14 0.86 0.00
#> 1772067096_F12 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066090_E04 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066089_A02 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066070_H04 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066107_E01 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066070_F12 2 0.2066 0.9082 0.06 0.94 0.00
#> 1772066107_B09 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066070_E09 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066090_C10 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066070_H08 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066099_C03 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066090_E09 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066070_F07 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066070_D11 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066089_D12 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066090_C09 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772067094_F01 3 0.3340 0.8590 0.12 0.00 0.88
#> 1772067094_G07 3 0.2959 0.8799 0.10 0.00 0.90
#> 1772067096_H06 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772067093_A03 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772067096_H02 3 0.3340 0.8590 0.12 0.00 0.88
#> 1772066077_D10 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066077_B09 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066077_E09 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066077_E11 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066077_C06 1 0.3340 0.8718 0.88 0.00 0.12
#> 1772066107_D02 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772071045_A04 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772067058_H06 3 0.6126 0.3912 0.40 0.00 0.60
#> 1772066077_C04 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066107_A02 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772071044_H06 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772067094_E06 3 0.2537 0.9000 0.08 0.00 0.92
#> 1772066090_C04 1 0.3340 0.8718 0.88 0.00 0.12
#> 1772066107_C11 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772067059_G12 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066107_A11 1 0.0000 0.9250 1.00 0.00 0.00
#> 1772066096_G09 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772067094_H06 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772067082_C08 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066073_E04 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772071044_G01 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772067096_G10 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066098_H11 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772067094_B10 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772067093_C02 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066073_E11 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772067096_H04 1 0.6126 0.4275 0.60 0.00 0.40
#> 1772071044_H12 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066097_F06 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066096_A09 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066073_A11 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066073_F01 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772067096_E06 3 0.3340 0.8526 0.00 0.12 0.88
#> 1772067096_E08 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772067083_D08 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066107_F08 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772067058_A01 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066107_B05 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066074_B01 3 0.0000 0.9635 0.00 0.00 1.00
#> 1772066073_H01 3 0.0892 0.9487 0.00 0.02 0.98
#> 1772063063_F10 1 0.8759 0.3661 0.52 0.36 0.12
#> 1772066089_C04 1 0.3686 0.8568 0.86 0.00 0.14
#> 1772071041_D10 1 0.3686 0.8568 0.86 0.00 0.14
#> 1772066095_F09 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066090_B02 1 0.8817 0.3123 0.50 0.38 0.12
#> 1772066108_H08 1 0.8817 0.3123 0.50 0.38 0.12
#> 1772066102_D12 1 0.4209 0.8636 0.86 0.02 0.12
#> 1772066090_F02 2 0.0000 0.9474 0.00 1.00 0.00
#> 1772066080_C11 2 0.0000 0.9474 0.00 1.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> 1772066090_C05 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772071017_A06 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772071041_D11 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067054_A04 2 0.0707 0.958 0.00 0.98 0.02 0.00
#> 1772066073_G02 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772067060_B12 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067059_F12 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067082_F04 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066077_H11 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772071044_H04 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067058_F04 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066077_D08 1 0.4134 0.652 0.74 0.26 0.00 0.00
#> 1772066090_A08 2 0.3610 0.745 0.20 0.80 0.00 0.00
#> 1772067093_F09 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066070_B03 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772071036_C05 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067083_D06 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066090_F10 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066090_F06 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772071035_G06 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772071036_E02 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772067082_E08 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066090_C03 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772066077_G03 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772067054_D06 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067093_F07 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772067059_A07 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772071040_D07 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772062116_E12 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772067058_F12 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066080_B06 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066090_G07 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066099_A12 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772067058_H04 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067059_G08 2 0.4907 0.280 0.00 0.58 0.42 0.00
#> 1772071044_H01 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066099_F07 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772071040_H11 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066077_H01 1 0.4713 0.427 0.64 0.00 0.36 0.00
#> 1772066097_E07 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772071017_A02 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772067094_B06 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772063063_D03 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067094_A03 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067066_D09 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772071017_E11 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066107_A06 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066090_G08 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066076_C06 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066070_H06 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066090_H06 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066076_D09 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066080_H01 3 0.1211 0.952 0.00 0.00 0.96 0.04
#> 1772066080_E04 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066076_E02 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066099_D09 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066080_D06 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066070_H11 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772067076_B12 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772066080_D10 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066099_F03 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772067076_F06 1 0.1637 0.908 0.94 0.06 0.00 0.00
#> 1772066108_H03 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066077_A05 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066076_D05 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066076_A05 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772067059_B09 1 0.1211 0.928 0.96 0.04 0.00 0.00
#> 1772067076_C12 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772067060_E11 3 0.0707 0.970 0.02 0.00 0.98 0.00
#> 1772066070_F03 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066102_B10 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067054_A07 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066090_E03 2 0.4406 0.564 0.30 0.70 0.00 0.00
#> 1772066108_D11 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772066070_A08 2 0.1211 0.939 0.04 0.96 0.00 0.00
#> 1772066076_D07 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066090_H03 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066090_E06 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066102_D10 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066070_C01 1 0.1637 0.908 0.94 0.06 0.00 0.00
#> 1772066090_F01 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066070_C11 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066077_D05 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066070_E05 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066070_C04 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066100_B12 2 0.2921 0.829 0.00 0.86 0.00 0.14
#> 1772066097_G07 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066070_E08 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066077_E06 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772067082_D09 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772067096_E02 2 0.0707 0.958 0.00 0.98 0.02 0.00
#> 1772067096_G04 2 0.1211 0.938 0.00 0.96 0.04 0.00
#> 1772066080_B10 3 0.1211 0.952 0.00 0.00 0.96 0.04
#> 1772066090_C11 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066077_A04 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772066077_H08 4 0.1211 0.958 0.04 0.00 0.00 0.96
#> 1772066070_A04 2 0.2345 0.875 0.10 0.90 0.00 0.00
#> 1772066090_H07 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772066073_F08 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066090_D11 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772067083_D02 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772067082_A11 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066107_E06 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772067094_G06 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066077_B01 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772066074_F03 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067093_B04 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066070_C06 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066070_C05 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066070_E12 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066070_G05 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066070_D08 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772066090_G10 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066090_A01 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772066070_B07 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066090_D07 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066107_G05 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066070_H12 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066077_G12 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066070_F02 1 0.1637 0.911 0.94 0.00 0.00 0.06
#> 1772066077_B12 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066089_C03 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066077_C10 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772071044_G04 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066090_H05 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772066090_B01 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772066090_F07 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772066108_E08 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066107_C10 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066070_C09 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066077_F04 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772066090_G09 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772066090_A11 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772062116_F11 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772066070_G11 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772066077_G09 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066073_E05 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066070_B05 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066073_G08 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066077_C09 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066107_A12 1 0.3610 0.744 0.80 0.20 0.00 0.00
#> 1772066074_F01 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772067096_D04 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066070_C03 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066080_D12 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772067096_F12 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066090_E04 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066089_A02 2 0.2345 0.877 0.10 0.90 0.00 0.00
#> 1772066070_H04 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066107_E01 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066070_F12 1 0.4522 0.533 0.68 0.32 0.00 0.00
#> 1772066107_B09 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066070_E09 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066090_C10 1 0.4790 0.386 0.62 0.00 0.00 0.38
#> 1772066070_H08 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066099_C03 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066090_E09 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066070_F07 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066070_D11 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066089_D12 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066090_C09 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772067094_F01 3 0.4855 0.322 0.40 0.00 0.60 0.00
#> 1772067094_G07 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067096_H06 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067093_A03 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067096_H02 3 0.0707 0.970 0.02 0.00 0.98 0.00
#> 1772066077_D10 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066077_B09 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066077_E09 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066077_E11 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066077_C06 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772066107_D02 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772071045_A04 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772067058_H06 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066077_C04 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066107_A02 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772071044_H06 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772067094_E06 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066090_C04 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772066107_C11 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772067059_G12 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066107_A11 1 0.0000 0.965 1.00 0.00 0.00 0.00
#> 1772066096_G09 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067094_H06 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067082_C08 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066073_E04 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772071044_G01 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067096_G10 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066098_H11 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067094_B10 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067093_C02 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066073_E11 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067096_H04 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772071044_H12 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066097_F06 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066096_A09 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066073_A11 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066073_F01 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067096_E06 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067096_E08 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772067083_D08 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066107_F08 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772067058_A01 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066107_B05 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066074_B01 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772066073_H01 3 0.0000 0.990 0.00 0.00 1.00 0.00
#> 1772063063_F10 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772066089_C04 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772071041_D10 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772066095_F09 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772066090_B02 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772066108_H08 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772066102_D12 4 0.0000 0.999 0.00 0.00 0.00 1.00
#> 1772066090_F02 2 0.0000 0.976 0.00 1.00 0.00 0.00
#> 1772066080_C11 2 0.0000 0.976 0.00 1.00 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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 213 3.95e-01 4.97e-02 2
#> ATC:skmeans 205 2.91e-01 7.52e-02 3
#> ATC:skmeans 211 5.79e-07 1.88e-05 4
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: Node03. Child nodes: Node0111 , Node0112 , Node0113 , Node0121-leaf , Node0122 , Node0131-leaf , Node0132-leaf , Node0133-leaf , Node0134-leaf , Node0211 , Node0212 , Node0213 , Node0221 , Node0222 , Node0231 , Node0232 , Node0241-leaf , Node0242 , Node0311-leaf , Node0312-leaf , Node0313-leaf , Node0314-leaf , Node0321-leaf , Node0322-leaf , Node0323-leaf , Node0324-leaf , Node0331-leaf , Node0332-leaf .
The object with results only for a single top-value method and a single partitioning method can be extracted as:
res = res_rh["033"]
A summary of res and all the functions that can be applied to it:
res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#> On a matrix with 9621 rows and 211 columns.
#> Top rows (962) are extracted by 'ATC' method.
#> Subgroups are detected by 'skmeans' method.
#> Performed in total 150 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 0.990 0.954 0.982 0.4991 0.501 0.501
#> 3 3 0.965 0.945 0.977 0.2987 0.798 0.616
#> 4 4 0.841 0.875 0.930 0.0849 0.895 0.722
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
#> 1772067093_D01 1 0.000 0.97743 1.00 0.00
#> 1772066096_B04 2 0.469 0.88279 0.10 0.90
#> 1772066098_A07 1 0.000 0.97743 1.00 0.00
#> 1772067082_C12 1 0.000 0.97743 1.00 0.00
#> 1772067096_G07 2 0.000 0.98488 0.00 1.00
#> 1772066074_C01 1 0.000 0.97743 1.00 0.00
#> 1772067094_A04 1 0.000 0.97743 1.00 0.00
#> 1772067082_D01 1 0.000 0.97743 1.00 0.00
#> 1772067094_C04 1 0.000 0.97743 1.00 0.00
#> 1772067054_C07 1 0.000 0.97743 1.00 0.00
#> 1772067094_A02 1 0.000 0.97743 1.00 0.00
#> 1772067093_H02 1 0.000 0.97743 1.00 0.00
#> 1772071035_E10 2 0.000 0.98488 0.00 1.00
#> 1772071044_F05 1 1.000 0.00805 0.50 0.50
#> 1772071045_E10 2 0.000 0.98488 0.00 1.00
#> 1772071044_F10 1 0.469 0.87528 0.90 0.10
#> 1772071035_A06 2 0.000 0.98488 0.00 1.00
#> 1772066096_F02 2 0.000 0.98488 0.00 1.00
#> 1772066080_A02 2 0.000 0.98488 0.00 1.00
#> 1772066095_F03 2 0.000 0.98488 0.00 1.00
#> 1772071035_F10 2 0.000 0.98488 0.00 1.00
#> 1772066074_F08 2 0.000 0.98488 0.00 1.00
#> 1772067094_F10 1 0.000 0.97743 1.00 0.00
#> 1772067094_C10 1 0.000 0.97743 1.00 0.00
#> 1772067096_H12 1 0.000 0.97743 1.00 0.00
#> 1772067093_C12 1 0.000 0.97743 1.00 0.00
#> 1772067093_D11 1 0.000 0.97743 1.00 0.00
#> 1772067093_C04 1 0.000 0.97743 1.00 0.00
#> 1772067093_F12 1 0.000 0.97743 1.00 0.00
#> 1772067094_C11 1 0.000 0.97743 1.00 0.00
#> 1772067094_G05 1 0.000 0.97743 1.00 0.00
#> 1772067093_F02 1 0.000 0.97743 1.00 0.00
#> 1772067093_A07 1 0.000 0.97743 1.00 0.00
#> 1772067054_E11 1 0.000 0.97743 1.00 0.00
#> 1772067096_A03 1 0.000 0.97743 1.00 0.00
#> 1772067054_H05 1 0.000 0.97743 1.00 0.00
#> 1772067082_F11 1 0.000 0.97743 1.00 0.00
#> 1772067082_A06 1 0.000 0.97743 1.00 0.00
#> 1772071044_C11 1 0.000 0.97743 1.00 0.00
#> 1772067093_C03 1 0.000 0.97743 1.00 0.00
#> 1772067082_F08 1 0.000 0.97743 1.00 0.00
#> 1772066100_B01 1 0.000 0.97743 1.00 0.00
#> 1772067058_B11 1 0.000 0.97743 1.00 0.00
#> 1772066074_E02 1 0.000 0.97743 1.00 0.00
#> 1772066098_C01 1 0.000 0.97743 1.00 0.00
#> 1772066097_A02 2 0.000 0.98488 0.00 1.00
#> 1772066107_C05 2 0.000 0.98488 0.00 1.00
#> 1772066073_B09 1 0.000 0.97743 1.00 0.00
#> 1772067082_D12 1 0.000 0.97743 1.00 0.00
#> 1772067094_F11 1 0.000 0.97743 1.00 0.00
#> 1772067093_D03 1 0.000 0.97743 1.00 0.00
#> 1772067094_E03 1 0.000 0.97743 1.00 0.00
#> 1772067054_E06 1 0.000 0.97743 1.00 0.00
#> 1772067096_E10 1 0.000 0.97743 1.00 0.00
#> 1772067096_B10 1 0.000 0.97743 1.00 0.00
#> 1772067054_H11 1 0.000 0.97743 1.00 0.00
#> 1772067094_D12 1 0.000 0.97743 1.00 0.00
#> 1772067094_D08 1 0.000 0.97743 1.00 0.00
#> 1772067094_H10 1 0.000 0.97743 1.00 0.00
#> 1772067054_A09 1 0.000 0.97743 1.00 0.00
#> 1772067054_A03 1 0.000 0.97743 1.00 0.00
#> 1772067054_E04 1 0.000 0.97743 1.00 0.00
#> 1772067054_D05 1 0.000 0.97743 1.00 0.00
#> 1772067093_A10 1 0.000 0.97743 1.00 0.00
#> 1772067058_A08 1 0.000 0.97743 1.00 0.00
#> 1772067076_F11 1 0.402 0.89782 0.92 0.08
#> 1772066103_G10 1 0.000 0.97743 1.00 0.00
#> 1772067058_G05 1 0.000 0.97743 1.00 0.00
#> 1772066104_H05 2 0.000 0.98488 0.00 1.00
#> 1772066098_C05 2 0.827 0.65040 0.26 0.74
#> 1772066073_D04 2 0.000 0.98488 0.00 1.00
#> 1772066074_D02 2 0.000 0.98488 0.00 1.00
#> 1772066095_A04 2 0.000 0.98488 0.00 1.00
#> 1772067094_C09 1 0.000 0.97743 1.00 0.00
#> 1772067094_F03 1 0.000 0.97743 1.00 0.00
#> 1772071044_G12 1 0.000 0.97743 1.00 0.00
#> 1772067096_G12 1 0.000 0.97743 1.00 0.00
#> 1772067054_H12 1 0.000 0.97743 1.00 0.00
#> 1772067093_G11 1 0.000 0.97743 1.00 0.00
#> 1772067094_A06 1 0.000 0.97743 1.00 0.00
#> 1772066103_D12 2 0.000 0.98488 0.00 1.00
#> 1772067096_E11 1 0.000 0.97743 1.00 0.00
#> 1772066101_C11 2 0.000 0.98488 0.00 1.00
#> 1772067082_F01 1 0.000 0.97743 1.00 0.00
#> 1772071035_C08 2 0.000 0.98488 0.00 1.00
#> 1772066101_E05 2 0.000 0.98488 0.00 1.00
#> 1772067082_A01 1 0.000 0.97743 1.00 0.00
#> 1772066076_B08 1 0.995 0.14787 0.54 0.46
#> 1772066074_E03 1 0.000 0.97743 1.00 0.00
#> 1772066104_G09 2 0.000 0.98488 0.00 1.00
#> 1772066101_F12 1 0.584 0.82517 0.86 0.14
#> 1772066073_E08 1 0.000 0.97743 1.00 0.00
#> 1772066102_H03 2 0.000 0.98488 0.00 1.00
#> 1772066100_C08 2 0.000 0.98488 0.00 1.00
#> 1772067083_D03 1 0.000 0.97743 1.00 0.00
#> 1772071044_C08 1 0.000 0.97743 1.00 0.00
#> 1772067054_A05 1 0.000 0.97743 1.00 0.00
#> 1772067054_B07 1 0.000 0.97743 1.00 0.00
#> 1772067058_H08 1 0.000 0.97743 1.00 0.00
#> 1772066073_E02 1 0.000 0.97743 1.00 0.00
#> 1772071044_A08 1 0.000 0.97743 1.00 0.00
#> 1772066098_D03 2 0.000 0.98488 0.00 1.00
#> 1772066103_F12 1 0.000 0.97743 1.00 0.00
#> 1772067058_F05 1 0.000 0.97743 1.00 0.00
#> 1772066074_B03 2 0.000 0.98488 0.00 1.00
#> 1772066097_E04 2 0.000 0.98488 0.00 1.00
#> 1772066076_D10 2 0.000 0.98488 0.00 1.00
#> 1772066096_E03 2 0.000 0.98488 0.00 1.00
#> 1772066102_F03 2 0.000 0.98488 0.00 1.00
#> 1772066076_F10 2 0.000 0.98488 0.00 1.00
#> 1772066100_D11 1 0.000 0.97743 1.00 0.00
#> 1772066101_C07 2 0.000 0.98488 0.00 1.00
#> 1772066100_A03 2 0.000 0.98488 0.00 1.00
#> 1772067093_C07 1 0.000 0.97743 1.00 0.00
#> 1772067094_G04 1 0.000 0.97743 1.00 0.00
#> 1772067054_B10 1 0.000 0.97743 1.00 0.00
#> 1772067058_G08 1 0.000 0.97743 1.00 0.00
#> 1772066077_H06 2 0.000 0.98488 0.00 1.00
#> 1772071044_E05 1 0.000 0.97743 1.00 0.00
#> 1772071035_C05 2 0.000 0.98488 0.00 1.00
#> 1772066103_C03 2 0.000 0.98488 0.00 1.00
#> 1772066100_A10 1 0.000 0.97743 1.00 0.00
#> 1772071036_A05 2 0.000 0.98488 0.00 1.00
#> 1772066096_E01 2 0.000 0.98488 0.00 1.00
#> 1772066080_G02 2 0.855 0.61288 0.28 0.72
#> 1772066101_E12 2 0.000 0.98488 0.00 1.00
#> 1772066107_B11 2 0.000 0.98488 0.00 1.00
#> 1772066098_H05 1 0.943 0.43916 0.64 0.36
#> 1772066100_B07 2 0.925 0.48430 0.34 0.66
#> 1772066104_A04 2 0.000 0.98488 0.00 1.00
#> 1772066101_C12 1 0.000 0.97743 1.00 0.00
#> 1772066101_G10 2 0.000 0.98488 0.00 1.00
#> 1772066073_F09 1 0.000 0.97743 1.00 0.00
#> 1772066102_B07 2 0.000 0.98488 0.00 1.00
#> 1772066102_F05 2 0.000 0.98488 0.00 1.00
#> 1772066100_F10 2 0.000 0.98488 0.00 1.00
#> 1772066098_C03 2 0.000 0.98488 0.00 1.00
#> 1772066098_E03 2 0.000 0.98488 0.00 1.00
#> 1772071036_G03 1 0.000 0.97743 1.00 0.00
#> 1772066095_G03 2 0.000 0.98488 0.00 1.00
#> 1772066101_C08 2 0.000 0.98488 0.00 1.00
#> 1772066101_D08 2 0.000 0.98488 0.00 1.00
#> 1772066095_B11 2 0.000 0.98488 0.00 1.00
#> 1772066097_C10 2 0.000 0.98488 0.00 1.00
#> 1772066096_D10 2 0.000 0.98488 0.00 1.00
#> 1772066098_H06 2 0.000 0.98488 0.00 1.00
#> 1772066101_D03 2 0.000 0.98488 0.00 1.00
#> 1772066096_E05 2 0.000 0.98488 0.00 1.00
#> 1772066098_A06 2 0.000 0.98488 0.00 1.00
#> 1772066080_H05 1 0.000 0.97743 1.00 0.00
#> 1772066098_F07 2 0.000 0.98488 0.00 1.00
#> 1772066098_B02 2 0.000 0.98488 0.00 1.00
#> 1772066099_F12 2 0.000 0.98488 0.00 1.00
#> 1772066080_B01 2 0.000 0.98488 0.00 1.00
#> 1772067057_H05 2 0.000 0.98488 0.00 1.00
#> 1772066073_B08 2 0.000 0.98488 0.00 1.00
#> 1772066100_G02 2 0.000 0.98488 0.00 1.00
#> 1772066098_E02 2 0.000 0.98488 0.00 1.00
#> 1772071036_E01 2 0.000 0.98488 0.00 1.00
#> 1772066101_G04 1 0.000 0.97743 1.00 0.00
#> 1772066098_D09 1 0.000 0.97743 1.00 0.00
#> 1772066104_A01 2 0.722 0.74922 0.20 0.80
#> 1772066098_A08 2 0.000 0.98488 0.00 1.00
#> 1772066097_D07 2 0.000 0.98488 0.00 1.00
#> 1772066107_H12 2 0.000 0.98488 0.00 1.00
#> 1772066089_H10 2 0.000 0.98488 0.00 1.00
#> 1772066101_H01 2 0.000 0.98488 0.00 1.00
#> 1772066076_C05 2 0.000 0.98488 0.00 1.00
#> 1772066080_B12 2 0.000 0.98488 0.00 1.00
#> 1772066098_F02 2 0.000 0.98488 0.00 1.00
#> 1772066095_D01 2 0.000 0.98488 0.00 1.00
#> 1772066098_A02 2 0.000 0.98488 0.00 1.00
#> 1772066101_D11 1 0.999 0.07643 0.52 0.48
#> 1772066098_H04 2 0.000 0.98488 0.00 1.00
#> 1772066100_A11 2 0.000 0.98488 0.00 1.00
#> 1772066074_B08 2 0.000 0.98488 0.00 1.00
#> 1772066099_B10 2 0.402 0.90505 0.08 0.92
#> 1772066080_C05 2 0.000 0.98488 0.00 1.00
#> 1772066099_C05 2 0.000 0.98488 0.00 1.00
#> 1772066080_D01 2 0.000 0.98488 0.00 1.00
#> 1772066070_A05 2 0.000 0.98488 0.00 1.00
#> 1772066101_F05 2 0.000 0.98488 0.00 1.00
#> 1772066098_E01 2 0.000 0.98488 0.00 1.00
#> 1772066095_B10 2 0.000 0.98488 0.00 1.00
#> 1772066096_C05 2 0.000 0.98488 0.00 1.00
#> 1772066089_B10 2 0.000 0.98488 0.00 1.00
#> 1772066101_F11 2 0.000 0.98488 0.00 1.00
#> 1772066074_A01 2 0.000 0.98488 0.00 1.00
#> 1772066101_A04 2 0.000 0.98488 0.00 1.00
#> 1772066107_B12 2 0.000 0.98488 0.00 1.00
#> 1772066102_D05 2 0.141 0.96633 0.02 0.98
#> 1772066089_G05 2 0.000 0.98488 0.00 1.00
#> 1772066102_A12 2 0.000 0.98488 0.00 1.00
#> 1772066089_G10 2 0.000 0.98488 0.00 1.00
#> 1772066103_A05 2 0.000 0.98488 0.00 1.00
#> 1772066097_G10 2 0.000 0.98488 0.00 1.00
#> 1772066097_H10 2 0.000 0.98488 0.00 1.00
#> 1772066095_C06 2 0.000 0.98488 0.00 1.00
#> 1772066095_B09 2 0.000 0.98488 0.00 1.00
#> 1772066074_A09 2 0.000 0.98488 0.00 1.00
#> 1772066099_B11 2 0.000 0.98488 0.00 1.00
#> 1772066076_E01 2 0.000 0.98488 0.00 1.00
#> 1772066101_C05 2 0.000 0.98488 0.00 1.00
#> 1772066099_H05 2 0.000 0.98488 0.00 1.00
#> 1772067057_B03 2 0.000 0.98488 0.00 1.00
#> 1772066070_C12 2 0.925 0.47893 0.34 0.66
#> 1772066074_A08 2 0.000 0.98488 0.00 1.00
#> 1772066070_G10 1 0.000 0.97743 1.00 0.00
#> 1772066077_C02 2 0.242 0.94667 0.04 0.96
#> 1772066077_E10 1 0.000 0.97743 1.00 0.00
#> 1772066070_A06 1 0.000 0.97743 1.00 0.00
cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#> class entropy silhouette p1 p2 p3
#> 1772067093_D01 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772066096_B04 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066098_A07 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067082_C12 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067096_G07 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066074_C01 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067094_A04 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067082_D01 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067094_C04 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067054_C07 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067094_A02 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067093_H02 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772071035_E10 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772071044_F05 2 0.1529 0.9370 0.04 0.96 0.00
#> 1772071045_E10 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772071044_F10 2 0.5397 0.6009 0.28 0.72 0.00
#> 1772071035_A06 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066096_F02 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066080_A02 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066095_F03 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772071035_F10 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066074_F08 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772067094_F10 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067094_C10 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067096_H12 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067093_C12 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067093_D11 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067093_C04 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067093_F12 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067094_C11 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067094_G05 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067093_F02 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067093_A07 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067054_E11 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067096_A03 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067054_H05 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067082_F11 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067082_A06 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772071044_C11 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067093_C03 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067082_F08 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772066100_B01 3 0.6302 0.0459 0.48 0.00 0.52
#> 1772067058_B11 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772066074_E02 1 0.5706 0.5269 0.68 0.00 0.32
#> 1772066098_C01 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772066097_A02 3 0.4796 0.7271 0.00 0.22 0.78
#> 1772066107_C05 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066073_B09 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067082_D12 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067094_F11 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067093_D03 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067094_E03 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067054_E06 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067096_E10 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067096_B10 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067054_H11 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067094_D12 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067094_D08 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067094_H10 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067054_A09 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067054_A03 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067054_E04 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067054_D05 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067093_A10 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067058_A08 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067076_F11 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066103_G10 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067058_G05 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772066104_H05 3 0.2959 0.8605 0.00 0.10 0.90
#> 1772066098_C05 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066073_D04 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066074_D02 3 0.2959 0.8614 0.00 0.10 0.90
#> 1772066095_A04 3 0.4796 0.7193 0.00 0.22 0.78
#> 1772067094_C09 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067094_F03 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772071044_G12 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067096_G12 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067054_H12 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067093_G11 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067094_A06 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772066103_D12 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772067096_E11 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772066101_C11 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772067082_F01 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772071035_C08 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066101_E05 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772067082_A01 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772066076_B08 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066074_E03 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772066104_G09 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066101_F12 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066073_E08 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772066102_H03 2 0.0892 0.9633 0.00 0.98 0.02
#> 1772066100_C08 2 0.2537 0.9053 0.00 0.92 0.08
#> 1772067083_D03 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772071044_C08 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067054_A05 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067054_B07 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067058_H08 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772066073_E02 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772071044_A08 3 0.4796 0.6874 0.22 0.00 0.78
#> 1772066098_D03 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066103_F12 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067058_F05 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772066074_B03 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066097_E04 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066076_D10 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066096_E03 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066102_F03 2 0.0892 0.9640 0.00 0.98 0.02
#> 1772066076_F10 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066100_D11 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066101_C07 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066100_A03 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772067093_C07 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067094_G04 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067054_B10 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772067058_G08 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772066077_H06 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772071044_E05 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772071035_C05 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066103_C03 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066100_A10 1 0.5560 0.5689 0.70 0.00 0.30
#> 1772071036_A05 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066096_E01 2 0.3686 0.8328 0.00 0.86 0.14
#> 1772066080_G02 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066101_E12 2 0.0892 0.9640 0.00 0.98 0.02
#> 1772066107_B11 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066098_H05 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066100_B07 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066104_A04 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066101_C12 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066101_G10 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066073_F09 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772066102_B07 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066102_F05 3 0.6280 0.1825 0.00 0.46 0.54
#> 1772066100_F10 2 0.5706 0.5135 0.00 0.68 0.32
#> 1772066098_C03 3 0.6309 0.0307 0.00 0.50 0.50
#> 1772066098_E03 3 0.4796 0.7196 0.00 0.22 0.78
#> 1772071036_G03 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772066095_G03 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066101_C08 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066101_D08 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066095_B11 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066097_C10 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066096_D10 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066098_H06 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066101_D03 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066096_E05 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066098_A06 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066080_H05 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066098_F07 2 0.2537 0.9054 0.00 0.92 0.08
#> 1772066098_B02 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066099_F12 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066080_B01 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772067057_H05 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066073_B08 2 0.1529 0.9462 0.00 0.96 0.04
#> 1772066100_G02 3 0.1529 0.9103 0.00 0.04 0.96
#> 1772066098_E02 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772071036_E01 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066101_G04 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066098_D09 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066104_A01 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066098_A08 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066097_D07 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066107_H12 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066089_H10 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066101_H01 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066076_C05 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066080_B12 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066098_F02 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066095_D01 2 0.5016 0.6766 0.00 0.76 0.24
#> 1772066098_A02 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066101_D11 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066098_H04 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066100_A11 2 0.4002 0.8050 0.00 0.84 0.16
#> 1772066074_B08 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066099_B10 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066080_C05 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066099_C05 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066080_D01 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066070_A05 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066101_F05 3 0.0892 0.9243 0.00 0.02 0.98
#> 1772066098_E01 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066095_B10 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066096_C05 2 0.0892 0.9640 0.00 0.98 0.02
#> 1772066089_B10 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066101_F11 3 0.3686 0.8210 0.00 0.14 0.86
#> 1772066074_A01 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066101_A04 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066107_B12 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066102_D05 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066089_G05 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066102_A12 2 0.0892 0.9638 0.00 0.98 0.02
#> 1772066089_G10 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066103_A05 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066097_G10 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066097_H10 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066095_C06 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066095_B09 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066074_A09 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066099_B11 3 0.0000 0.9373 0.00 0.00 1.00
#> 1772066076_E01 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066101_C05 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066099_H05 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772067057_B03 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066070_C12 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066074_A08 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066070_G10 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772066077_C02 2 0.0000 0.9800 0.00 1.00 0.00
#> 1772066077_E10 1 0.0000 0.9923 1.00 0.00 0.00
#> 1772066070_A06 1 0.0000 0.9923 1.00 0.00 0.00
cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#> class entropy silhouette p1 p2 p3 p4
#> 1772067093_D01 1 0.0707 0.9339 0.98 0.00 0.00 0.02
#> 1772066096_B04 3 0.0000 0.8685 0.00 0.00 1.00 0.00
#> 1772066098_A07 1 0.2345 0.9191 0.90 0.00 0.00 0.10
#> 1772067082_C12 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772067096_G07 4 0.2647 0.9178 0.00 0.12 0.00 0.88
#> 1772066074_C01 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772067094_A04 1 0.1637 0.9290 0.94 0.00 0.00 0.06
#> 1772067082_D01 1 0.0000 0.9323 1.00 0.00 0.00 0.00
#> 1772067094_C04 1 0.2647 0.9125 0.88 0.00 0.00 0.12
#> 1772067054_C07 1 0.2647 0.9125 0.88 0.00 0.00 0.12
#> 1772067094_A02 1 0.2647 0.9125 0.88 0.00 0.00 0.12
#> 1772067093_H02 1 0.2647 0.9125 0.88 0.00 0.00 0.12
#> 1772071035_E10 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772071044_F05 2 0.4227 0.7351 0.06 0.82 0.00 0.12
#> 1772071045_E10 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772071044_F10 4 0.1211 0.7625 0.04 0.00 0.00 0.96
#> 1772071035_A06 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066096_F02 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066080_A02 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066095_F03 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772071035_F10 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066074_F08 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772067094_F10 1 0.2647 0.9125 0.88 0.00 0.00 0.12
#> 1772067094_C10 1 0.1637 0.9290 0.94 0.00 0.00 0.06
#> 1772067096_H12 1 0.0707 0.9333 0.98 0.00 0.00 0.02
#> 1772067093_C12 1 0.1637 0.9295 0.94 0.00 0.00 0.06
#> 1772067093_D11 1 0.2647 0.9125 0.88 0.00 0.00 0.12
#> 1772067093_C04 1 0.2345 0.9191 0.90 0.00 0.00 0.10
#> 1772067093_F12 1 0.1637 0.9290 0.94 0.00 0.00 0.06
#> 1772067094_C11 1 0.0000 0.9323 1.00 0.00 0.00 0.00
#> 1772067094_G05 1 0.2647 0.9125 0.88 0.00 0.00 0.12
#> 1772067093_F02 1 0.0707 0.9302 0.98 0.00 0.02 0.00
#> 1772067093_A07 1 0.1211 0.9259 0.96 0.00 0.04 0.00
#> 1772067054_E11 1 0.0000 0.9323 1.00 0.00 0.00 0.00
#> 1772067096_A03 1 0.0707 0.9333 0.98 0.00 0.00 0.02
#> 1772067054_H05 1 0.0707 0.9302 0.98 0.00 0.02 0.00
#> 1772067082_F11 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772067082_A06 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772071044_C11 1 0.2647 0.9125 0.88 0.00 0.00 0.12
#> 1772067093_C03 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772067082_F08 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772066100_B01 3 0.4134 0.5744 0.26 0.00 0.74 0.00
#> 1772067058_B11 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772066074_E02 3 0.4790 0.3801 0.38 0.00 0.62 0.00
#> 1772066098_C01 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772066097_A02 4 0.3247 0.8572 0.00 0.06 0.06 0.88
#> 1772066107_C05 4 0.2647 0.9178 0.00 0.12 0.00 0.88
#> 1772066073_B09 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772067082_D12 1 0.0000 0.9323 1.00 0.00 0.00 0.00
#> 1772067094_F11 1 0.2647 0.9125 0.88 0.00 0.00 0.12
#> 1772067093_D03 1 0.1211 0.9318 0.96 0.00 0.00 0.04
#> 1772067094_E03 1 0.1211 0.9318 0.96 0.00 0.00 0.04
#> 1772067054_E06 1 0.2647 0.9125 0.88 0.00 0.00 0.12
#> 1772067096_E10 1 0.2647 0.9125 0.88 0.00 0.00 0.12
#> 1772067096_B10 1 0.2345 0.9191 0.90 0.00 0.00 0.10
#> 1772067054_H11 1 0.2647 0.9125 0.88 0.00 0.00 0.12
#> 1772067094_D12 1 0.1637 0.9290 0.94 0.00 0.00 0.06
#> 1772067094_D08 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772067094_H10 1 0.0000 0.9323 1.00 0.00 0.00 0.00
#> 1772067054_A09 1 0.2647 0.9125 0.88 0.00 0.00 0.12
#> 1772067054_A03 1 0.0707 0.9335 0.98 0.00 0.00 0.02
#> 1772067054_E04 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772067054_D05 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772067093_A10 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772067058_A08 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772067076_F11 3 0.0000 0.8685 0.00 0.00 1.00 0.00
#> 1772066103_G10 1 0.0707 0.9338 0.98 0.00 0.00 0.02
#> 1772067058_G05 1 0.3821 0.8797 0.84 0.04 0.00 0.12
#> 1772066104_H05 2 0.4977 0.1089 0.00 0.54 0.46 0.00
#> 1772066098_C05 3 0.0000 0.8685 0.00 0.00 1.00 0.00
#> 1772066073_D04 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066074_D02 4 0.5106 0.6417 0.00 0.04 0.24 0.72
#> 1772066095_A04 2 0.4134 0.6394 0.00 0.74 0.26 0.00
#> 1772067094_C09 1 0.2647 0.9125 0.88 0.00 0.00 0.12
#> 1772067094_F03 1 0.2647 0.9125 0.88 0.00 0.00 0.12
#> 1772071044_G12 1 0.2647 0.9125 0.88 0.00 0.00 0.12
#> 1772067096_G12 1 0.1211 0.9318 0.96 0.00 0.00 0.04
#> 1772067054_H12 1 0.2647 0.9125 0.88 0.00 0.00 0.12
#> 1772067093_G11 1 0.0000 0.9323 1.00 0.00 0.00 0.00
#> 1772067094_A06 1 0.0000 0.9323 1.00 0.00 0.00 0.00
#> 1772066103_D12 4 0.2011 0.8855 0.00 0.08 0.00 0.92
#> 1772067096_E11 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772066101_C11 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772067082_F01 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772071035_C08 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066101_E05 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772067082_A01 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772066076_B08 3 0.0000 0.8685 0.00 0.00 1.00 0.00
#> 1772066074_E03 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772066104_G09 3 0.0000 0.8685 0.00 0.00 1.00 0.00
#> 1772066101_F12 3 0.0000 0.8685 0.00 0.00 1.00 0.00
#> 1772066073_E08 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772066102_H03 4 0.2647 0.9178 0.00 0.12 0.00 0.88
#> 1772066100_C08 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772067083_D03 1 0.0000 0.9323 1.00 0.00 0.00 0.00
#> 1772071044_C08 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772067054_A05 1 0.2647 0.9125 0.88 0.00 0.00 0.12
#> 1772067054_B07 1 0.2647 0.9125 0.88 0.00 0.00 0.12
#> 1772067058_H08 1 0.0707 0.9302 0.98 0.00 0.02 0.00
#> 1772066073_E02 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772071044_A08 3 0.2647 0.7515 0.12 0.00 0.88 0.00
#> 1772066098_D03 3 0.0000 0.8685 0.00 0.00 1.00 0.00
#> 1772066103_F12 1 0.2647 0.8701 0.88 0.00 0.12 0.00
#> 1772067058_F05 1 0.3335 0.8988 0.86 0.02 0.00 0.12
#> 1772066074_B03 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066097_E04 4 0.2647 0.9178 0.00 0.12 0.00 0.88
#> 1772066076_D10 3 0.0000 0.8685 0.00 0.00 1.00 0.00
#> 1772066096_E03 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066102_F03 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066076_F10 3 0.1637 0.8339 0.00 0.06 0.94 0.00
#> 1772066100_D11 3 0.0000 0.8685 0.00 0.00 1.00 0.00
#> 1772066101_C07 3 0.1637 0.8339 0.00 0.06 0.94 0.00
#> 1772066100_A03 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772067093_C07 1 0.2647 0.9125 0.88 0.00 0.00 0.12
#> 1772067094_G04 1 0.2647 0.9125 0.88 0.00 0.00 0.12
#> 1772067054_B10 1 0.0000 0.9323 1.00 0.00 0.00 0.00
#> 1772067058_G08 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772066077_H06 4 0.2647 0.9178 0.00 0.12 0.00 0.88
#> 1772071044_E05 1 0.2647 0.9125 0.88 0.00 0.00 0.12
#> 1772071035_C05 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066103_C03 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066100_A10 3 0.4624 0.4654 0.34 0.00 0.66 0.00
#> 1772071036_A05 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066096_E01 2 0.0707 0.9343 0.00 0.98 0.02 0.00
#> 1772066080_G02 3 0.0000 0.8685 0.00 0.00 1.00 0.00
#> 1772066101_E12 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066107_B11 4 0.2647 0.9178 0.00 0.12 0.00 0.88
#> 1772066098_H05 3 0.0000 0.8685 0.00 0.00 1.00 0.00
#> 1772066100_B07 3 0.0000 0.8685 0.00 0.00 1.00 0.00
#> 1772066104_A04 3 0.4948 0.2399 0.00 0.44 0.56 0.00
#> 1772066101_C12 3 0.0000 0.8685 0.00 0.00 1.00 0.00
#> 1772066101_G10 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066073_F09 1 0.0000 0.9323 1.00 0.00 0.00 0.00
#> 1772066102_B07 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066102_F05 2 0.6248 0.4712 0.00 0.64 0.26 0.10
#> 1772066100_F10 2 0.2011 0.8746 0.00 0.92 0.08 0.00
#> 1772066098_C03 2 0.2011 0.8764 0.00 0.92 0.08 0.00
#> 1772066098_E03 2 0.3801 0.7016 0.00 0.78 0.22 0.00
#> 1772071036_G03 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772066095_G03 3 0.1637 0.8339 0.00 0.06 0.94 0.00
#> 1772066101_C08 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066101_D08 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066095_B11 3 0.4994 0.0884 0.00 0.48 0.52 0.00
#> 1772066097_C10 3 0.0000 0.8685 0.00 0.00 1.00 0.00
#> 1772066096_D10 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066098_H06 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066101_D03 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066096_E05 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066098_A06 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066080_H05 3 0.0000 0.8685 0.00 0.00 1.00 0.00
#> 1772066098_F07 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066098_B02 3 0.2345 0.7941 0.00 0.10 0.90 0.00
#> 1772066099_F12 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066080_B01 4 0.4994 0.2829 0.00 0.48 0.00 0.52
#> 1772067057_H05 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066073_B08 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066100_G02 3 0.5606 0.0861 0.00 0.48 0.50 0.02
#> 1772066098_E02 4 0.2647 0.9178 0.00 0.12 0.00 0.88
#> 1772071036_E01 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066101_G04 3 0.0000 0.8685 0.00 0.00 1.00 0.00
#> 1772066098_D09 3 0.0000 0.8685 0.00 0.00 1.00 0.00
#> 1772066104_A01 3 0.0000 0.8685 0.00 0.00 1.00 0.00
#> 1772066098_A08 3 0.1637 0.8339 0.00 0.06 0.94 0.00
#> 1772066097_D07 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066107_H12 4 0.4522 0.6749 0.00 0.32 0.00 0.68
#> 1772066089_H10 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066101_H01 4 0.2647 0.9178 0.00 0.12 0.00 0.88
#> 1772066076_C05 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066080_B12 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066098_F02 2 0.3335 0.8023 0.00 0.86 0.02 0.12
#> 1772066095_D01 2 0.2011 0.8755 0.00 0.92 0.08 0.00
#> 1772066098_A02 3 0.4948 0.2205 0.00 0.44 0.56 0.00
#> 1772066101_D11 3 0.0000 0.8685 0.00 0.00 1.00 0.00
#> 1772066098_H04 4 0.2647 0.9178 0.00 0.12 0.00 0.88
#> 1772066100_A11 2 0.0707 0.9344 0.00 0.98 0.02 0.00
#> 1772066074_B08 3 0.1637 0.8339 0.00 0.06 0.94 0.00
#> 1772066099_B10 3 0.0000 0.8685 0.00 0.00 1.00 0.00
#> 1772066080_C05 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066099_C05 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066080_D01 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066070_A05 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066101_F05 2 0.5000 -0.0428 0.00 0.50 0.50 0.00
#> 1772066098_E01 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066095_B10 3 0.1211 0.8467 0.00 0.04 0.96 0.00
#> 1772066096_C05 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066089_B10 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066101_F11 2 0.3610 0.7302 0.00 0.80 0.20 0.00
#> 1772066074_A01 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066101_A04 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066107_B12 2 0.2011 0.8737 0.00 0.92 0.00 0.08
#> 1772066102_D05 3 0.0000 0.8685 0.00 0.00 1.00 0.00
#> 1772066089_G05 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066102_A12 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066089_G10 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066103_A05 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066097_G10 4 0.2647 0.9178 0.00 0.12 0.00 0.88
#> 1772066097_H10 3 0.0000 0.8685 0.00 0.00 1.00 0.00
#> 1772066095_C06 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066095_B09 3 0.1637 0.8339 0.00 0.06 0.94 0.00
#> 1772066074_A09 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066099_B11 3 0.1637 0.8339 0.00 0.06 0.94 0.00
#> 1772066076_E01 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066101_C05 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772066099_H05 2 0.0000 0.9534 0.00 1.00 0.00 0.00
#> 1772067057_B03 4 0.2647 0.9178 0.00 0.12 0.00 0.88
#> 1772066070_C12 4 0.3247 0.8593 0.06 0.06 0.00 0.88
#> 1772066074_A08 4 0.2647 0.9178 0.00 0.12 0.00 0.88
#> 1772066070_G10 4 0.2647 0.7771 0.12 0.00 0.00 0.88
#> 1772066077_C02 4 0.2647 0.9178 0.00 0.12 0.00 0.88
#> 1772066077_E10 1 0.1637 0.9204 0.94 0.00 0.06 0.00
#> 1772066070_A06 1 0.1637 0.9204 0.94 0.00 0.06 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)
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)
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.
Signature heatmaps where rows are scaled:
Signature heatmaps where rows are not scaled:
get_signatures(res, k = 2, scale_rows = FALSE)
get_signatures(res, k = 3, scale_rows = FALSE)
get_signatures(res, k = 4, scale_rows = FALSE)
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")
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 level1class(p-value) level2class(p-value) k
#> ATC:skmeans 205 1.78e-01 9.99e-21 2
#> ATC:skmeans 208 8.87e-03 1.08e-23 3
#> ATC:skmeans 201 1.69e-07 1.87e-28 4
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)
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#>
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