cola Report for Hierarchical Partitioning - 'SegerstolpePancreas'

Date: 2021-07-26 11:16:20 CEST, cola version: 1.9.4

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Summary

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 12668 rows and 3514 columns.
#>   Performed in total 13200 partitions.
#>   There are 58 groups under the following parameters:
#>     - min_samples: 35
#>     - mean_silhouette_cutoff: 0.9
#>     - min_n_signatures: 533 (signatures are selected based on:)
#>       - fdr_cutoff: 0.05
#>       - group_diff (scaled values): 0.5
#> 
#> Hierarchy of the partition:
#>   0, 3514 cols
#>   |-- 01, 1355 cols, 1619 signatures
#>   |   |-- 011, 898 cols, 59 signatures (c)
#>   |   |-- 012, 275 cols, 1854 signatures
#>   |   |   |-- 0121, 109 cols, 529 signatures (c)
#>   |   |   |-- 0122, 108 cols, 1037 signatures
#>   |   |   |   |-- 01221, 84 cols, 518 signatures (c)
#>   |   |   |   `-- 01222, 24 cols (b)
#>   |   |   `-- 0123, 58 cols (b)
#>   |   `-- 013, 182 cols, 581 signatures
#>   |       |-- 0131, 134 cols, 204 signatures (c)
#>   |       `-- 0132, 48 cols (b)
#>   `-- 02, 2159 cols, 10998 signatures
#>       |-- 021, 532 cols, 3750 signatures
#>       |   |-- 0211, 243 cols, 755 signatures
#>       |   |   |-- 02111, 146 cols, 623 signatures
#>       |   |   |   |-- 021111, 75 cols, 32 signatures (c)
#>       |   |   |   `-- 021112, 71 cols, 241 signatures (c)
#>       |   |   `-- 02112, 97 cols, 1732 signatures
#>       |   |       |-- 021121, 41 cols (b)
#>       |   |       |-- 021122, 28 cols (b)
#>       |   |       `-- 021123, 28 cols (b)
#>       |   |-- 0212, 238 cols, 672 signatures
#>       |   |   |-- 02121, 142 cols, 1150 signatures
#>       |   |   |   |-- 021211, 52 cols (b)
#>       |   |   |   |-- 021212, 56 cols (b)
#>       |   |   |   `-- 021213, 34 cols (b)
#>       |   |   `-- 02122, 96 cols, 543 signatures
#>       |   |       |-- 021221, 37 cols (b)
#>       |   |       |-- 021222, 37 cols (b)
#>       |   |       `-- 021223, 22 cols (b)
#>       |   `-- 0213, 51 cols (b)
#>       |-- 022, 600 cols, 8594 signatures
#>       |   |-- 0221, 234 cols, 7550 signatures
#>       |   |   |-- 02211, 108 cols, 3208 signatures
#>       |   |   |   |-- 022111, 39 cols (b)
#>       |   |   |   |-- 022112, 31 cols (b)
#>       |   |   |   |-- 022113, 21 cols (b)
#>       |   |   |   `-- 022114, 17 cols (b)
#>       |   |   |-- 02212, 69 cols (b)
#>       |   |   `-- 02213, 57 cols (b)
#>       |   |-- 0222, 225 cols, 4952 signatures
#>       |   |   |-- 02221, 109 cols, 1857 signatures
#>       |   |   |   |-- 022211, 36 cols (b)
#>       |   |   |   |-- 022212, 36 cols (b)
#>       |   |   |   `-- 022213, 37 cols (b)
#>       |   |   |-- 02222, 90 cols, 3402 signatures
#>       |   |   |   |-- 022221, 35 cols (b)
#>       |   |   |   |-- 022222, 16 cols (b)
#>       |   |   |   |-- 022223, 21 cols (b)
#>       |   |   |   `-- 022224, 18 cols (b)
#>       |   |   `-- 02223, 26 cols (b)
#>       |   `-- 0223, 141 cols, 7097 signatures
#>       |       |-- 02231, 45 cols (b)
#>       |       |-- 02232, 47 cols (b)
#>       |       |-- 02233, 35 cols (b)
#>       |       `-- 02234, 14 cols (b)
#>       |-- 023, 499 cols, 6027 signatures
#>       |   |-- 0231, 166 cols, 4137 signatures
#>       |   |   |-- 02311, 58 cols (b)
#>       |   |   |-- 02312, 83 cols, 899 signatures
#>       |   |   |   |-- 023121, 45 cols (b)
#>       |   |   |   |-- 023122, 25 cols (b)
#>       |   |   |   `-- 023123, 13 cols (b)
#>       |   |   `-- 02313, 25 cols (b)
#>       |   |-- 0232, 255 cols, 2828 signatures
#>       |   |   |-- 02321, 85 cols, 282 signatures (c)
#>       |   |   |-- 02322, 67 cols (b)
#>       |   |   |-- 02323, 56 cols (b)
#>       |   |   `-- 02324, 47 cols (b)
#>       |   `-- 0233, 78 cols, 608 signatures
#>       |       |-- 02331, 47 cols (b)
#>       |       `-- 02332, 31 cols (b)
#>       `-- 024, 528 cols, 2643 signatures
#>           |-- 0241, 176 cols, 1332 signatures
#>           |   |-- 02411, 107 cols, 68 signatures (c)
#>           |   `-- 02412, 69 cols (b)
#>           |-- 0242, 194 cols, 3093 signatures
#>           |   |-- 02421, 65 cols (b)
#>           |   |-- 02422, 84 cols, 1513 signatures
#>           |   |   |-- 024221, 36 cols (b)
#>           |   |   |-- 024222, 28 cols (b)
#>           |   |   `-- 024223, 20 cols (b)
#>           |   `-- 02423, 45 cols (b)
#>           `-- 0243, 158 cols, 3292 signatures
#>               |-- 02431, 70 cols, 129 signatures (c)
#>               |-- 02432, 68 cols (b)
#>               `-- 02433, 20 cols (b)
#> Stop reason:
#>   b) Subgroup had too few columns.
#>   c) There were too few signatures.
#> 
#> Following methods can be applied to this 'HierarchicalPartition' object:
#>  [1] "all_leaves"            "all_nodes"             "cola_report"           "collect_classes"      
#>  [5] "colnames"              "compare_signatures"    "dimension_reduction"   "functional_enrichment"
#>  [9] "get_anno_col"          "get_anno"              "get_children_nodes"    "get_classes"          
#> [13] "get_matrix"            "get_signatures"        "is_leaf_node"          "max_depth"            
#> [17] "merge_node"            "ncol"                  "node_info"             "node_level"           
#> [21] "nrow"                  "rownames"              "show"                  "split_node"           
#> [25] "suggest_best_k"        "test_to_known_factors" "top_rows_heatmap"      "top_rows_overlap"     
#> 
#> You can get result for a single node by e.g. object["01"]

The call of hierarchical_partition() was:

#> hierarchical_partition(data = lt$mat, anno = lt$anno, subset = 500, cores = 4)

Dimension of the input matrix:

mat = get_matrix(res_rh)
dim(mat)
#> [1] 12668  3514

All the methods that were tried:

res_rh@param$combination_method
#> [[1]]
#> [1] "ATC"     "skmeans"

Density distribution

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)

plot of chunk density-heatmap

Some values about the hierarchy:

all_nodes(res_rh)
#>  [1] "0"      "01"     "011"    "012"    "0121"   "0122"   "01221"  "01222"  "0123"   "013"   
#> [11] "0131"   "0132"   "02"     "021"    "0211"   "02111"  "021111" "021112" "02112"  "021121"
#> [21] "021122" "021123" "0212"   "02121"  "021211" "021212" "021213" "02122"  "021221" "021222"
#> [31] "021223" "0213"   "022"    "0221"   "02211"  "022111" "022112" "022113" "022114" "02212" 
#> [41] "02213"  "0222"   "02221"  "022211" "022212" "022213" "02222"  "022221" "022222" "022223"
#> [51] "022224" "02223"  "0223"   "02231"  "02232"  "02233"  "02234"  "023"    "0231"   "02311" 
#> [61] "02312"  "023121" "023122" "023123" "02313"  "0232"   "02321"  "02322"  "02323"  "02324" 
#> [71] "0233"   "02331"  "02332"  "024"    "0241"   "02411"  "02412"  "0242"   "02421"  "02422" 
#> [81] "024221" "024222" "024223" "02423"  "0243"   "02431"  "02432"  "02433"
all_leaves(res_rh)
#>  [1] "011"    "0121"   "01221"  "01222"  "0123"   "0131"   "0132"   "021111" "021112" "021121"
#> [11] "021122" "021123" "021211" "021212" "021213" "021221" "021222" "021223" "0213"   "022111"
#> [21] "022112" "022113" "022114" "02212"  "02213"  "022211" "022212" "022213" "022221" "022222"
#> [31] "022223" "022224" "02223"  "02231"  "02232"  "02233"  "02234"  "02311"  "023121" "023122"
#> [41] "023123" "02313"  "02321"  "02322"  "02323"  "02324"  "02331"  "02332"  "02411"  "02412" 
#> [51] "02421"  "024221" "024222" "024223" "02423"  "02431"  "02432"  "02433"
node_info(res_rh)
#>        id best_method depth best_k n_columns n_signatures p_signatures is_leaf
#> 1       0 ATC:skmeans     1      2      3514        10671      0.84236   FALSE
#> 2      01 ATC:skmeans     2      3      1355         1619      0.12780   FALSE
#> 3     011 ATC:skmeans     3      2       898           59      0.00466    TRUE
#> 4     012 ATC:skmeans     3      3       275         1854      0.14635   FALSE
#> 5    0121 ATC:skmeans     4      3       109          529      0.04176    TRUE
#> 6    0122 ATC:skmeans     4      2       108         1037      0.08186   FALSE
#> 7   01221 ATC:skmeans     5      3        84          518      0.04089    TRUE
#> 8   01222 not applied     5     NA        24           NA           NA    TRUE
#> 9    0123 not applied     4     NA        58           NA           NA    TRUE
#> 10    013 ATC:skmeans     3      2       182          581      0.04586   FALSE
#> 11   0131 ATC:skmeans     4      3       134          204      0.01610    TRUE
#> 12   0132 not applied     4     NA        48           NA           NA    TRUE
#> 13     02 ATC:skmeans     2      4      2159        10998      0.86817   FALSE
#> 14    021 ATC:skmeans     3      3       532         3750      0.29602   FALSE
#> 15   0211 ATC:skmeans     4      2       243          755      0.05960   FALSE
#> 16  02111 ATC:skmeans     5      2       146          623      0.04918   FALSE
#> 17 021111 ATC:skmeans     6      2        75           32      0.00253    TRUE
#> 18 021112 ATC:skmeans     6      2        71          241      0.01902    TRUE
#> 19  02112 ATC:skmeans     5      3        97         1732      0.13672   FALSE
#> 20 021121 not applied     6     NA        41           NA           NA    TRUE
#> 21 021122 not applied     6     NA        28           NA           NA    TRUE
#> 22 021123 not applied     6     NA        28           NA           NA    TRUE
#> 23   0212 ATC:skmeans     4      2       238          672      0.05305   FALSE
#> 24  02121 ATC:skmeans     5      3       142         1150      0.09078   FALSE
#> 25 021211 not applied     6     NA        52           NA           NA    TRUE
#> 26 021212 not applied     6     NA        56           NA           NA    TRUE
#> 27 021213 not applied     6     NA        34           NA           NA    TRUE
#> 28  02122 ATC:skmeans     5      3        96          543      0.04286   FALSE
#> 29 021221 not applied     6     NA        37           NA           NA    TRUE
#> 30 021222 not applied     6     NA        37           NA           NA    TRUE
#> 31 021223 not applied     6     NA        22           NA           NA    TRUE
#> 32   0213 not applied     4     NA        51           NA           NA    TRUE
#> 33    022 ATC:skmeans     3      3       600         8594      0.67840   FALSE
#> 34   0221 ATC:skmeans     4      3       234         7550      0.59599   FALSE
#> 35  02211 ATC:skmeans     5      4       108         3208      0.25324   FALSE
#> 36 022111 not applied     6     NA        39           NA           NA    TRUE
#> 37 022112 not applied     6     NA        31           NA           NA    TRUE
#> 38 022113 not applied     6     NA        21           NA           NA    TRUE
#> 39 022114 not applied     6     NA        17           NA           NA    TRUE
#> 40  02212 not applied     5     NA        69           NA           NA    TRUE
#> 41  02213 not applied     5     NA        57           NA           NA    TRUE
#> 42   0222 ATC:skmeans     4      3       225         4952      0.39091   FALSE
#> 43  02221 ATC:skmeans     5      3       109         1857      0.14659   FALSE
#> 44 022211 not applied     6     NA        36           NA           NA    TRUE
#> 45 022212 not applied     6     NA        36           NA           NA    TRUE
#> 46 022213 not applied     6     NA        37           NA           NA    TRUE
#> 47  02222 ATC:skmeans     5      4        90         3402      0.26855   FALSE
#> 48 022221 not applied     6     NA        35           NA           NA    TRUE
#> 49 022222 not applied     6     NA        16           NA           NA    TRUE
#> 50 022223 not applied     6     NA        21           NA           NA    TRUE
#> 51 022224 not applied     6     NA        18           NA           NA    TRUE
#> 52  02223 not applied     5     NA        26           NA           NA    TRUE
#> 53   0223 ATC:skmeans     4      4       141         7097      0.56023   FALSE
#> 54  02231 not applied     5     NA        45           NA           NA    TRUE
#> 55  02232 not applied     5     NA        47           NA           NA    TRUE
#> 56  02233 not applied     5     NA        35           NA           NA    TRUE
#> 57  02234 not applied     5     NA        14           NA           NA    TRUE
#> 58    023 ATC:skmeans     3      3       499         6027      0.47577   FALSE
#> 59   0231 ATC:skmeans     4      3       166         4137      0.32657   FALSE
#> 60  02311 not applied     5     NA        58           NA           NA    TRUE
#> 61  02312 ATC:skmeans     5      3        83          899      0.07097   FALSE
#> 62 023121 not applied     6     NA        45           NA           NA    TRUE
#> 63 023122 not applied     6     NA        25           NA           NA    TRUE
#> 64 023123 not applied     6     NA        13           NA           NA    TRUE
#> 65  02313 not applied     5     NA        25           NA           NA    TRUE
#> 66   0232 ATC:skmeans     4      4       255         2828      0.22324   FALSE
#> 67  02321 ATC:skmeans     5      2        85          282      0.02226    TRUE
#> 68  02322 not applied     5     NA        67           NA           NA    TRUE
#> 69  02323 not applied     5     NA        56           NA           NA    TRUE
#> 70  02324 not applied     5     NA        47           NA           NA    TRUE
#> 71   0233 ATC:skmeans     4      2        78          608      0.04799   FALSE
#> 72  02331 not applied     5     NA        47           NA           NA    TRUE
#> 73  02332 not applied     5     NA        31           NA           NA    TRUE
#> 74    024 ATC:skmeans     3      3       528         2643      0.20864   FALSE
#> 75   0241 ATC:skmeans     4      2       176         1332      0.10515   FALSE
#> 76  02411 ATC:skmeans     5      2       107           68      0.00537    TRUE
#> 77  02412 not applied     5     NA        69           NA           NA    TRUE
#> 78   0242 ATC:skmeans     4      3       194         3093      0.24416   FALSE
#> 79  02421 not applied     5     NA        65           NA           NA    TRUE
#> 80  02422 ATC:skmeans     5      3        84         1513      0.11943   FALSE
#> 81 024221 not applied     6     NA        36           NA           NA    TRUE
#> 82 024222 not applied     6     NA        28           NA           NA    TRUE
#> 83 024223 not applied     6     NA        20           NA           NA    TRUE
#> 84  02423 not applied     5     NA        45           NA           NA    TRUE
#> 85   0243 ATC:skmeans     4      3       158         3292      0.25987   FALSE
#> 86  02431 ATC:skmeans     5      2        70          129      0.01018    TRUE
#> 87  02432 not applied     5     NA        68           NA           NA    TRUE
#> 88  02433 not applied     5     NA        20           NA           NA    TRUE

In the output from node_info(), there are the following columns:

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.

Suggest the best k

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 1.00 0.99 1.00 3514 **
Node01 ATC:skmeans 4 0.99 0.95 0.98 1355 **
Node011-leaf ATC:skmeans ✓ (c) 3 0.95 0.94 0.98 898 *
Node012 ATC:skmeans 3 1.00 0.99 0.99 275 **
Node0121-leaf ATC:skmeans ✓ (c) 4 0.97 0.94 0.98 109 **
Node0122 ATC:skmeans 2 1.00 0.97 0.99 108 **
Node01221-leaf ATC:skmeans ✓ (c) 3 1.00 0.96 0.98 84 **
Node01222-leaf not applied ✓ (b) 24
Node0123-leaf not applied ✓ (b) 58
Node013 ATC:skmeans 2 1.00 0.99 1.00 182 **
Node0131-leaf ATC:skmeans ✓ (c) 3 1.00 0.97 0.99 134 **
Node0132-leaf not applied ✓ (b) 48
Node02 ATC:skmeans 4 0.99 0.96 0.97 2159 **
Node021 ATC:skmeans 3 1.00 0.96 0.98 532 **
Node0211 ATC:skmeans 2 1.00 0.98 0.99 243 **
Node02111 ATC:skmeans 4 0.92 0.91 0.95 146 *
Node021111-leaf ATC:skmeans ✓ (c) 4 0.90 0.90 0.95 75 *
Node021112-leaf ATC:skmeans ✓ (c) 3 0.98 0.93 0.96 71 **
Node02112 ATC:skmeans 3 1.00 0.98 0.99 97 **
Node021121-leaf not applied ✓ (b) 41
Node021122-leaf not applied ✓ (b) 28
Node021123-leaf not applied ✓ (b) 28
Node0212 ATC:skmeans 2 0.93 0.95 0.98 238 *
Node02121 ATC:skmeans 4 0.98 0.93 0.97 142 **
Node021211-leaf not applied ✓ (b) 52
Node021212-leaf not applied ✓ (b) 56
Node021213-leaf not applied ✓ (b) 34
Node02122 ATC:skmeans 3 0.97 0.95 0.98 96 **
Node021221-leaf not applied ✓ (b) 37
Node021222-leaf not applied ✓ (b) 37
Node021223-leaf not applied ✓ (b) 22
Node0213-leaf not applied ✓ (b) 51
Node022 ATC:skmeans 4 0.91 0.90 0.95 600 *
Node0221 ATC:skmeans 4 0.99 0.95 0.98 234 **
Node02211 ATC:skmeans 4 1.00 0.97 0.98 108 **
Node022111-leaf not applied ✓ (b) 39
Node022112-leaf not applied ✓ (b) 31
Node022113-leaf not applied ✓ (b) 21
Node022114-leaf not applied ✓ (b) 17
Node02212-leaf not applied ✓ (b) 69
Node02213-leaf not applied ✓ (b) 57
Node0222 ATC:skmeans 4 0.91 0.90 0.96 225 *
Node02221 ATC:skmeans 4 0.90 0.86 0.94 109 *
Node022211-leaf not applied ✓ (b) 36
Node022212-leaf not applied ✓ (b) 36
Node022213-leaf not applied ✓ (b) 37
Node02222 ATC:skmeans 4 1.00 0.99 1.00 90 **
Node022221-leaf not applied ✓ (b) 35
Node022222-leaf not applied ✓ (b) 16
Node022223-leaf not applied ✓ (b) 21
Node022224-leaf not applied ✓ (b) 18
Node02223-leaf not applied ✓ (b) 26
Node0223 ATC:skmeans 4 1.00 0.96 0.98 141 **
Node02231-leaf not applied ✓ (b) 45
Node02232-leaf not applied ✓ (b) 47
Node02233-leaf not applied ✓ (b) 35
Node02234-leaf not applied ✓ (b) 14
Node023 ATC:skmeans 3 1.00 0.97 0.99 499 **
Node0231 ATC:skmeans 3 1.00 0.98 0.99 166 **
Node02311-leaf not applied ✓ (b) 58
Node02312 ATC:skmeans 3 1.00 0.97 0.99 83 **
Node023121-leaf not applied ✓ (b) 45
Node023122-leaf not applied ✓ (b) 25
Node023123-leaf not applied ✓ (b) 13
Node02313-leaf not applied ✓ (b) 25
Node0232 ATC:skmeans 4 1.00 0.96 0.97 255 **
Node02321-leaf ATC:skmeans ✓ (c) 3 0.91 0.89 0.95 85 *
Node02322-leaf not applied ✓ (b) 67
Node02323-leaf not applied ✓ (b) 56
Node02324-leaf not applied ✓ (b) 47
Node0233 ATC:skmeans 3 0.91 0.91 0.97 78 *
Node02331-leaf not applied ✓ (b) 47
Node02332-leaf not applied ✓ (b) 31
Node024 ATC:skmeans 3 1.00 0.97 0.99 528 **
Node0241 ATC:skmeans 2 1.00 1.00 1.00 176 **
Node02411-leaf ATC:skmeans ✓ (c) 3 0.93 0.94 0.97 107 *
Node02412-leaf not applied ✓ (b) 69
Node0242 ATC:skmeans 3 1.00 1.00 1.00 194 **
Node02421-leaf not applied ✓ (b) 65
Node02422 ATC:skmeans 4 0.94 0.94 0.96 84 *
Node024221-leaf not applied ✓ (b) 36
Node024222-leaf not applied ✓ (b) 28
Node024223-leaf not applied ✓ (b) 20
Node02423-leaf not applied ✓ (b) 45
Node0243 ATC:skmeans 3 1.00 0.98 0.98 158 **
Node02431-leaf ATC:skmeans ✓ (c) 2 0.97 0.95 0.98 70 **
Node02432-leaf not applied ✓ (b) 68
Node02433-leaf not applied ✓ (b) 20

Stop reason: b) Subgroup had too few columns. c) There were too few signatures.

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

Partition hierarchy

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 = 543))
#> 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 = 581))
#> 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 = 608))
#> 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 = 623))
#> 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 = 672))
#> 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 = 755))
#> 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 = 899))
#> 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 = 1037))
#> 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 = 1150))
#> 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 = 1332))
#> 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 = 1513))
#> 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 = 1619))
#> 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 = 1732))
#> 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 = 1854))
#> 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 = 1857))
#> 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 = 2643))
#> 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 = 2828))
#> 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 = 3093))
#> 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 = 3208))
#> 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 = 3292))
#> 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 = 3402))
#> 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 = 3750))
#> 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 = 4137))
#> 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 = 4952))
#> 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 = 6027))
#> 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 = 7097))
#> 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 = 7550))
#> 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 = 8594))
#> 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 = 10671))
#> 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 = 10998))
#> 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).

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 543))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>            "011"            "011"            "011"            "011"           "0131" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>           "0121"         "021222"         "021221"          "02212"          "02324" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>         "021221"          "02322"          "02322"          "02321"          "02323" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"          "02411"          "01221"         "021222" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>            "011"            "011"            "011"         "021213"          "02412" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>          "02322"          "02321"           "0213"          "02212"            "011" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>          "02321"            "011"            "011"          "02321"          "02412" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>            "011"          "02212"          "02324"          "02322"          "02331" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>         "021221"          "01221"          "02323"         "021222"          "02412" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>            "011"          "02321"          "02323"          "02212"            "011" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>          "02332"          "02321"          "02323"          "02331"          "02412" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>          "02331"          "02323"          "02323"          "02322"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>         "024223"           "0131"           "0131"            "011"            "011" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>         "021211"          "02321"           "0132"         "021221"          "02322" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>          "02322"          "02331"            "011"          "02324"          "02412" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>           "0132"          "02331"         "021211"          "02412"          "02332" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>          "02324"            "011"            "011"          "02324"         "021222" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>            "011"          "02412"            "011"          "02331"         "021112" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>            "011"          "02322"            "011"          "02323"           "0131" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>         "021223"            "011"          "02321"            "011"           "0132" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>          "02324"          "02321"            "011"          "02324"          "02321" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"          "02321"          "02212"         "021122"            "011" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>         "021223"          "02321"          "02412"            "011"          "02411" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>            "011"         "021221"          "02331"            "011"            "011" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>          "02322"         "021222"            "011"          "02321"            "011" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>            "011"          "02324"          "02323"          "02324"            "011" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"            "011"         "021221"          "02412"          "02321" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>            "011"          "02321"           "0131"            "011"            "011" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"          "02411"          "01222"            "011"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>          "02331"          "02331"          "02212"          "02311"            "011" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>          "02322"         "021221"          "02212"            "011"         "021222" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>          "02331"         "021222"            "011"          "02324"         "021223" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>           "0132"          "02321"            "011"          "02324"         "021222" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>          "02324"            "011"            "011"         "021122"          "02323" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>         "021222"          "02321"          "02331"          "02411"          "02323" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>          "02331"          "02331"          "02321"          "02331"          "02324" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>            "011"         "021223"            "011"         "021221"          "02324" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>          "02321"          "02323"          "02331"          "02322"          "02332" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>          "02412"          "02212"            "011"          "02322"          "02321" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>           "0132"          "02412"          "02321"            "011"          "02411" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>          "02321"           "0121"            "011"          "02321"         "021222" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>          "02322"          "02331"            "011"         "021221"           "0131" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>          "02322"          "02322"          "02332"         "021222"         "021111" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>            "011"          "02331"          "02321"          "02331"         "021123" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>          "02323"            "011"           "0132"         "021123"            "011" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>            "011"            "011"          "02332"         "021222"          "02324" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>          "02322"         "021222"          "02323"           "0132"          "02322" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>         "021221"         "021222"          "02212"          "02322"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>          "02323"          "02321"         "024223"         "021221"          "02323" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>         "021122"         "021222"          "02321"         "021223"          "02322" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>          "02331"          "01222"            "011"         "021222"            "011" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>            "011"            "011"          "02321"         "024223"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>            "011"          "01222"          "02331"          "02321"          "02321" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>          "02412"          "02331"         "021223"           "0131"          "02323" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>          "02321"          "02323"          "02322"            "011"          "02324" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>          "02331"         "021112"         "021221"          "02412"         "024223" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>            "011"          "02322"            "011"            "011"          "02323" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>          "02323"          "01221"          "02331"          "02332"          "02332" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>            "011"         "021223"          "02322"            "011"          "02322" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"            "011"          "02412"          "02323"            "011" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>            "011"           "0121"            "011"            "011"          "02323" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>            "011"          "02323"          "02332"            "011"          "02323" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>         "021221"          "02322"          "02322"          "02331"            "011" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>          "02321"           "0131"          "02331"          "02323"         "021222" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>          "01221"         "021211"          "02212"          "02212"          "02322" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>          "02323"          "02332"            "011"          "02323"         "022222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>          "02321"         "021223"          "02323"          "02321"          "02322" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>          "01222"          "02321"          "02322"            "011"          "02321" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>          "02322"          "02324"         "021223"          "02322"         "024223" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>          "02412"         "021112"           "0132"          "02323"          "02321" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>          "02412"          "02321"            "011"            "011"          "02322" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>          "02321"         "021221"          "02324"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"          "02322"          "02324"          "02212"           "0131" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>            "011"           "0131"            "011"          "02324"           "0132" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>           "0131"          "02412"          "02324"            "011"            "011" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>         "021222"           "0131"            "011"            "011"          "02332" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"          "02322"          "02321"         "021211" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>           "0123"            "011"          "02212"            "011"          "02323" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>            "011"          "02412"          "02311"         "021112"          "02322" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>         "021223"          "02324"            "011"          "02324"          "02412" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>            "011"          "02322"          "02322"            "011"          "02331" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>          "02332"            "011"            "011"          "02412"          "02332" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>          "02321"          "02212"            "011"            "011"          "02331" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"          "02332"          "02331"          "02324"            "011" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>            "011"           "0121"          "02324"          "02332"          "02321" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>            "011"         "021112"            "011"          "02322"            "011" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>          "02324"          "02323"          "02324"          "02331"          "01221" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>           "0131"          "02322"          "02212"         "021112"          "02323" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>         "021222"           "0131"           "0213"            "011"          "02323" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>          "02331"          "02423"          "02321"         "021112"         "021223" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>          "02412"          "02323"         "021112"          "02324"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>          "02324"            "011"            "011"           "0121"          "02321" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>          "02412"          "02321"            "011"            "011"           "0131" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>            "011"            "011"           "0213"          "02212"          "02331" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>         "024223"            "011"            "011"          "02324"         "024223" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>          "02323"            "011"         "021221"         "021223"         "022222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>          "02322"          "02412"            "011"            "011"            "011" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>            "011"          "02321"          "02322"            "011"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>          "02332"          "02322"         "021221"         "021223"            "011" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>            "011"            "011"          "01222"         "024222"           "0132" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>          "02332"            "011"            "011"            "011"          "02324" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>          "02321"          "01222"            "011"            "011"            "011" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>           "0121"            "011"          "02212"          "02433"            "011" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>          "02321"           "0132"          "02323"            "011"          "02322" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>         "024223"            "011"            "011"          "02322"            "011" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>            "011"          "02323"          "02212"          "02323"          "02324" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>            "011"          "02331"          "02324"          "02323"          "02332" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>            "011"          "02411"            "011"          "02324"            "011" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>          "02323"          "02321"          "02323"          "02323"           "0131" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>          "02322"            "011"          "02412"          "02323"          "02332" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>          "02332"          "02331"            "011"            "011"          "02322" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>          "02323"          "02212"          "02331"         "021222"           "0132" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>          "02321"          "02412"          "02412"          "02332"          "02321" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>         "024223"          "02322"            "011"          "02321"            "011" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>         "021122"           "0121"          "02321"            "011"          "02423" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>            "011"            "011"          "02311"          "02331"          "02321" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>         "021221"            "011"         "021223"         "021221"          "02323" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>          "02331"          "02321"         "021112"           "0132"          "02322" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"          "02323"           "0132"          "02321"          "01222" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>          "02412"          "02331"            "011"          "02331"          "02321" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>          "02412"          "02331"           "0131"          "02322"          "02321" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"            "011"          "02332"            "011"          "02322" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>          "02322"            "011"          "02324"            "011"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>          "01222"           "0213"          "02323"          "02331"          "02331" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>           "0121"          "02323"          "02321"          "02324"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>            "011"            "011"            "011"            "011"         "024223" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>            "011"          "02332"          "02321"            "011"          "02331" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>            "011"            "011"           "0132"          "02324"          "02321" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>            "011"         "024223"         "021112"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>          "02332"          "02331"            "011"         "021122"          "02321" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>            "011"          "02322"          "02321"          "02332"          "02324" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"         "021221"            "011"          "02412"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>            "011"          "02332"            "011"          "02423"           "0132" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>            "011"           "0132"          "02323"            "011"          "02321" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>            "011"          "02212"            "011"          "02412"            "011" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>          "02323"          "02322"          "02313"         "021221"         "021221" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"          "02324"            "011"          "02321"         "021221" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>           "0131"           "0131"          "02322"          "02332"          "02323" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>          "02324"          "02332"          "02331"            "011"          "02332" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>          "02321"         "024222"          "01222"         "021112"          "02324" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>           "0213"         "021221"          "02321"           "0131"          "02321" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>          "02412"            "011"          "02332"          "02324"          "02322" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>          "02332"          "02212"          "02331"          "02331"         "024223" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>          "02412"            "011"          "02322"            "011"          "02322" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>          "02324"         "024223"          "02212"           "0132"          "02322" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>          "02322"          "02324"            "011"          "02322"          "02323" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"            "011"          "02322"          "02332"           "0121" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>            "011"         "021221"           "0132"            "011"          "02324" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>           "0131"          "02324"         "024223"         "024223"            "011" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>          "02423"           "0123"            "011"          "02212"          "02323" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>         "021221"           "0132"          "02321"           "0121"         "021221" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>          "02322"          "02321"          "02331"          "02321"          "02321" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>          "02321"          "02212"          "02323"          "02212"          "02321" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>          "02324"            "011"            "011"           "0121"         "021222" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>          "02321"          "02321"         "021213"         "021211"            "011" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>         "021222"         "021221"         "021211"         "021222"         "021221" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>         "021212"         "024223"            "011"            "011"           "0121" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>         "021223"         "021211"           "0131"          "02321"         "022114" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"            "011"           "0213"            "011"          "02323" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>           "0213"           "0131"          "02323"           "0121"         "021211" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>         "021211"          "02234"          "02321"           "0131"         "021213" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>            "011"            "011"          "02321"         "021223"          "02321" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>          "02321"            "011"           "0121"            "011"          "02423" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>          "02321"          "02321"          "02321"         "021221"            "011" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>          "02321"          "02323"          "02321"          "02212"         "021222" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>           "0121"            "011"         "021223"         "021211"         "021221" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>            "011"           "0132"            "011"            "011"          "01222" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>            "011"            "011"           "0213"           "0132"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>            "011"         "022112"         "023122"         "021122"          "02311" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"         "022111"          "02233"         "021122"         "022111" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>         "022111"            "011"         "021111"         "021112"         "023122" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>           "0132"         "021112"         "022111"          "02311"            "011" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>          "02311"          "02311"          "01221"           "0131"          "02311" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>         "021122"         "022111"         "023122"         "021122"           "0123" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>          "02411"            "011"         "022111"          "02322"          "02322" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"          "02423"         "022111"          "02411"         "021112" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>         "021112"           "0131"          "02411"          "02311"          "02411" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"         "022113"          "02232"           "0132"         "023122" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>            "011"         "021112"          "01221"           "0131"         "022111" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>            "011"         "022112"            "011"         "021112"         "021122" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"         "022111"            "011"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>         "023122"          "01221"         "023122"          "02232"            "011" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>            "011"            "011"         "022111"           "0121"          "02411" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>            "011"            "011"         "022111"         "023122"         "023122" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>         "021112"         "021123"         "022111"          "02311"          "02411" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>            "011"          "02311"          "02213"         "022113"            "011" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>         "022111"          "02213"          "02311"         "022111"            "011" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"           "0213"         "021112"           "0121"          "02411" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>            "011"           "0121"         "023123"           "0132"          "02311" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>          "02311"         "023122"           "0132"         "021111"         "021122" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>            "011"         "021112"         "022111"         "021112"         "021122" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>            "011"          "02213"            "011"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>            "011"           "0213"         "021112"            "011"           "0132" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>            "011"          "02311"          "02213"         "021112"           "0123" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>         "021111"           "0123"         "021122"          "02311"           "0123" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>          "02311"          "02213"          "02231"          "02412"            "011" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>          "02311"          "02411"          "02412"          "01221"         "021111" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>         "021111"         "022111"          "02212"         "023122"         "022222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>         "023122"          "02213"          "02213"          "02231"          "01221" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"         "022114"         "021123"            "011"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>         "022111"         "022111"          "02233"           "0213"          "02411" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>         "022111"            "011"          "02231"          "02311"           "0213" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>            "011"            "011"            "011"          "02311"         "023122" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>            "011"          "02232"         "021112"         "021112"         "023123" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>          "02311"         "023122"          "02233"         "023122"            "011" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>          "02412"            "011"         "023122"         "023122"          "02412" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"          "02311"         "023122"          "01221"         "022112" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>            "011"            "011"           "0123"            "011"         "023122" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>           "0121"            "011"          "02411"         "021112"          "02322" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>           "0132"          "02232"           "0123"          "02311"          "02412" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>            "011"         "022114"          "02233"          "02411"           "0121" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>           "0131"         "021122"          "02411"            "011"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>         "021112"          "02313"         "023123"            "011"         "022114" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>          "02311"           "0123"            "011"         "021112"         "022114" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"           "0123"          "02232"          "02311"         "022114" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>         "021111"          "02213"          "02232"          "02311"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"          "01221"         "021112"         "022112"         "022112" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>          "02311"          "02213"         "022114"            "011"            "011" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>          "02311"         "023122"            "011"         "022111"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"          "02311"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>         "022113"          "02213"          "02213"            "011"            "011" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>         "022112"         "024223"         "021122"            "011"          "01221" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>           "0121"          "01221"          "02311"          "02311"            "011" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>            "011"         "022114"          "02412"         "021112"            "011" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"            "011"          "02233"         "022111"         "021112" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"            "011"         "021112"         "022113" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>         "022111"          "02313"            "011"          "02411"          "01221" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>         "021121"          "01221"          "02311"          "02213"          "02322" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"         "022112"          "02313"          "02311"           "0132" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>         "023122"           "0121"            "011"            "011"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>          "02411"            "011"         "021112"          "02311"         "022114" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>         "022113"         "022111"          "02322"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>          "02311"            "011"         "021111"            "011"          "02423" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>           "0121"            "011"         "021112"         "022112"         "023122" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"          "02311"          "02212"         "023122"         "021122" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>         "022111"          "02311"          "02234"          "02231"         "021112" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>           "0131"         "021112"          "01221"          "02412"           "0131" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>           "0131"         "024223"         "022111"          "02311"          "02411" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>           "0123"          "02213"          "02311"          "02213"            "011" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>           "0131"            "011"         "022111"          "01221"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>           "0123"         "023122"          "02423"          "02412"         "023122" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"           "0131"            "011"           "0131"            "011" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>         "022111"          "02213"         "022213"            "011"            "011" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>            "011"         "021112"            "011"            "011"            "011" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>            "011"          "01221"            "011"            "011"         "021123" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>          "02412"          "02232"            "011"         "022112"         "022112" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>          "01222"          "02411"          "02233"            "011"            "011" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"            "011"            "011"          "02412" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"           "0121"           "0123"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>           "0121"            "011"         "021111"          "02232"           "0121" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>         "022114"          "02212"         "022112"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>         "022113"          "02231"          "02232"         "021123"          "01221" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>            "011"            "011"           "0131"            "011"           "0123" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"         "022112"           "0123"            "011"            "011" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>           "0123"          "02231"            "011"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>            "011"           "0123"            "011"          "02412"            "011" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>            "011"         "022112"            "011"            "011"            "011" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>         "021111"            "011"         "022112"           "0123"         "022113" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>         "022114"          "02233"            "011"           "0132"         "021112" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>            "011"            "011"          "01222"            "011"         "022114" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"         "022112"           "0131"          "02412"          "02423" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"          "02412"           "0131"            "011"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"           "0123"          "02423"          "02313"            "011" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"           "0123"          "02231"         "022112"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>            "011"         "022111"         "022112"            "011"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>            "011"          "02231"          "02231"         "021111"          "02313" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>            "011"          "02231"          "02231"            "011"           "0121" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"           "0132"           "0121"            "011"            "011" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"         "022111"         "022113"         "023121"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"            "011"         "022112"          "02213"            "011" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>            "011"            "011"         "023121"         "023121"            "011" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>           "0123"         "022111"          "02313"         "022113"            "011" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"            "011"          "02232"         "022112"         "022113" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>            "011"         "022112"         "022111"          "02423"            "011" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"         "022111"          "02311"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>           "0131"         "022112"            "011"          "02411"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>            "011"          "02412"            "011"            "011"         "022113" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>         "022114"            "011"          "02233"          "02231"          "02311" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"          "02411"          "02412"            "011"         "022113" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>            "011"          "02213"          "02423"          "02313"         "022113" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>          "02313"            "011"          "02232"          "02411"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"          "01221"         "022112"            "011"            "011" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>           "0123"          "02313"            "011"          "02231"         "022113" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"          "02412"          "01221"           "0131"            "011" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>          "01221"          "02232"          "01221"            "011"          "01221" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>           "0123"          "02412"           "0123"          "02311"          "02412" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>            "011"           "0132"           "0131"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>          "01221"           "0131"         "022114"           "0123"            "011" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"          "02412"          "02233"         "021112"         "021122" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>            "011"          "02411"          "02212"            "011"            "011" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>          "02423"         "022111"            "011"          "02313"           "0123" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>          "02311"          "01221"            "011"           "0121"          "02423" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"         "021112"          "02423"          "02232"          "02423" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"            "011"            "011" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>         "022114"          "02313"          "02231"           "0131"            "011" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"            "011"         "022112"            "011" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>          "01221"         "022111"           "0132"            "011"         "021111" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>          "02411"            "011"            "011"          "02423"         "022112" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>          "02311"          "02313"          "02423"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"            "011"          "02231"            "011" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"           "0123"            "011"           "0123" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>            "011"            "011"            "011"         "022113"           "0213" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>            "011"            "011"          "02423"            "011"         "022112" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>          "02423"            "011"         "022112"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>          "02423"           "0131"          "02311"          "02412"          "01222" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>           "0121"         "023121"         "022112"          "02231"           "0123" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"           "0131"            "011"         "021122"            "011" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>            "011"          "02231"          "02313"            "011"            "011" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>            "011"          "02213"            "011"          "01221"         "021112" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"          "01222"          "02412"          "02412" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>           "0131"         "022114"          "02232"          "01222"            "011" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"         "021123"         "021111"          "02412" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>            "011"           "0123"         "022112"          "02311"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>            "011"          "02231"          "02411"         "022112"           "0132" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>          "02313"          "02231"           "0121"         "021111"         "022114" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>            "011"            "011"          "02232"         "022111"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>          "02313"           "0123"         "021112"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>            "011"          "02423"          "02423"         "022113"           "0123" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"          "02423"          "01222"            "011"            "011" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"            "011"            "011"            "011"            "011" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>           "0131"            "011"            "011"            "011"          "01222" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>          "02411"          "01221"            "011"          "01221"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>           "0132"          "02311"          "01221"            "011"          "02311" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>          "02311"           "0131"           "0131"         "021111"          "02411" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>            "011"            "011"         "023121"          "02411"         "021111" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>         "023121"          "02411"            "011"          "02411"         "021112" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"          "01221"           "0121"            "011"          "02423" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>          "02311"          "02412"          "01221"            "011"            "011" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>         "021111"         "021111"          "02423"         "021112"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>          "02412"            "011"          "01221"          "01221"           "0121" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>          "02411"            "011"          "02212"           "0131"         "021112" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>           "0131"          "02311"         "021112"         "021111"          "01221" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>          "02311"         "021111"            "011"          "02313"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>         "021111"            "011"           "0131"         "021111"          "02411" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>         "021123"          "01221"           "0131"         "021111"         "023121" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>           "0121"         "021111"          "02411"         "021112"            "011" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>          "01221"         "021111"          "02411"          "02411"          "01222" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>         "021112"          "02411"          "02411"            "011"         "023121" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>            "011"           "0131"           "0131"         "021112"           "0132" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>            "011"         "023121"         "021111"           "0121"           "0121" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>          "02411"          "02411"         "023121"         "021112"            "011" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>          "02411"          "02423"         "021111"         "021111"           "0121" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>            "011"           "0131"           "0131"          "01221"         "021122" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>          "01221"            "011"         "021122"          "02411"         "021123" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>          "02411"          "01221"         "021111"           "0131"          "02411" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>            "011"            "011"         "023121"          "02231"         "021111" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>         "022113"            "011"         "021111"         "023121"         "023121" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>           "0213"          "02411"            "011"          "02411"            "011" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>         "021111"           "0121"            "011"         "023121"         "021111" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>            "011"          "02233"            "011"         "021111"         "021111" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>          "01221"           "0121"          "02423"         "021112"          "02313" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>          "02411"            "011"            "011"           "0121"         "023121" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>         "021122"           "0131"         "023121"          "01221"         "021111" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>          "02411"          "02311"            "011"         "023121"            "011" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>          "02411"           "0131"          "02232"           "0121"            "011" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>          "02423"         "021111"            "011"            "011"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>         "021111"          "01221"          "02411"         "021111"         "021112" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>         "021122"         "023121"          "02411"          "02411"         "023121" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>          "02411"          "01221"         "021111"          "01221"          "02411" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>         "021112"          "02411"          "02411"            "011"           "0121" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>            "011"            "011"          "02233"          "02411"         "021111" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>          "02423"          "02423"            "011"         "021112"         "023121" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>            "011"          "02411"          "02411"          "02411"          "01221" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>          "02411"            "011"         "023121"         "021122"          "02411" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>         "023121"          "02423"            "011"           "0131"           "0121" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>          "01221"            "011"          "01221"           "0131"            "011" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>         "021111"            "011"           "0121"          "01222"         "021111" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>         "021111"          "02411"         "023121"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>         "021111"            "011"           "0121"         "021111"            "011" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>           "0131"           "0131"         "023121"         "021111"         "023121" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>         "021112"         "023121"          "01221"          "01222"           "0121" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>         "021123"            "011"          "01221"           "0121"         "021111" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>           "0131"          "02411"         "021111"          "01221"           "0121" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>         "023121"          "02411"            "011"         "023123"           "0131" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>           "0121"          "02411"         "021122"            "011"          "02411" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>          "02423"            "011"           "0132"          "02423"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>          "02411"          "02411"         "021112"          "02412"         "021122" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>           "0131"            "011"            "011"          "02411"          "02411" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>           "0121"          "02423"         "021111"          "02411"          "02411" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>          "01221"         "021111"          "02423"         "021123"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>            "011"           "0131"           "0123"            "011"          "01221" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>         "021111"          "01221"            "011"          "02411"          "02411" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>         "021111"            "011"         "022113"           "0121"          "02411" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>            "011"         "021112"          "02411"           "0121"            "011" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>         "023121"            "011"            "011"          "02411"           "0123" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>         "023122"         "023121"            "011"          "01221"          "02411" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>         "021112"         "023121"           "0131"           "0213"           "0131" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>           "0131"         "021122"          "02411"         "021111"         "023121" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>          "02411"            "011"         "021122"         "021111"          "01221" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>            "011"         "023121"            "011"          "02411"         "021111" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>          "02423"         "023121"          "02423"         "021111"           "0121" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>            "011"          "02411"         "021112"          "02423"            "011" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>           "0131"         "023121"           "0131"          "01221"         "021111" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>          "01221"           "0213"          "01221"          "02411"          "02411" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>         "021111"          "02423"          "02412"         "021111"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"           "0123"          "02423"           "0121"            "011" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>            "011"           "0131"           "0131"           "0123"            "011" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>          "02411"           "0121"          "02423"            "011"            "011" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>            "011"            "011"            "011"           "0131"          "01221" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>            "011"            "011"           "0123"         "022112"           "0123" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>          "01221"            "011"         "021111"          "02313"          "01221" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>            "011"           "0121"            "011"           "0121"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>            "011"           "0131"            "011"            "011"            "011" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>         "021111"            "011"           "0123"            "011"           "0121" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>            "011"         "022111"         "021111"         "021112"          "01221" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>           "0131"            "011"           "0121"           "0131"            "011" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"            "011"          "02233"         "023121"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>           "0121"          "02232"            "011"           "0131"            "011" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>          "02411"           "0213"           "0131"         "021112"          "02411" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>           "0131"           "0131"          "02411"            "011"            "011" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>           "0121"           "0131"            "011"            "011"            "011" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>         "021111"            "011"          "01221"            "011"          "01221" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>            "011"           "0121"          "01221"            "011"            "011" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>            "011"            "011"          "02411"            "011"           "0121" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>            "011"            "011"          "01221"         "023121"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>         "021123"          "02411"           "0121"          "02232"          "02311" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>           "0131"           "0123"           "0131"            "011"           "0131" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>         "023121"            "011"         "022111"            "011"            "011" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>            "011"           "0123"          "01221"           "0131"           "0131" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"          "02411"          "02213"            "011"            "011" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>            "011"           "0121"          "01221"            "011"          "02311" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>            "011"          "01221"           "0121"            "011"            "011" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>            "011"            "011"          "02311"           "0121"          "01221" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>          "02411"            "011"          "02232"           "0213"          "01221" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>            "011"         "021111"           "0123"            "011"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>           "0121"            "011"          "02233"            "011"            "011" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>            "011"          "02233"           "0121"           "0123"            "011" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>         "021111"           "0121"            "011"            "011"            "011" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>            "011"            "011"         "021111"         "023121"          "01221" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>            "011"            "011"            "011"            "011"            "011" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>           "0131"           "0131"            "011"         "023121"            "011" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>           "0131"           "0121"         "021111"           "0131"          "02311" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>         "023121"            "011"         "023121"            "011"            "011" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>            "011"           "0121"          "01221"          "01221"            "011" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>            "011"            "011"          "01221"           "0121"           "0131" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>         "021111"            "011"            "011"            "011"         "022112" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>           "0123"           "0121"          "02411"         "021112"           "0121" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>            "011"            "011"           "0131"           "0121"            "011" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>            "011"            "011"           "0121"          "02411"          "02411" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"          "02411"            "011"            "011"           "0121" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>            "011"           "0121"            "011"            "011"          "02423" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>            "011"            "011"         "021111"            "011"          "02411" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>            "011"           "0131"            "011"           "0123"          "02411" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>         "022113"         "021112"         "022113"           "0121"           "0121" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>           "0131"           "0123"           "0121"           "0121"            "011" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>           "0131"            "011"          "01221"           "0131"         "021111" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>            "011"            "011"           "0121"           "0131"            "011" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"           "0121"           "0131"            "011"          "02411" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>            "011"           "0121"           "0131"          "02423"         "021223" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>           "0121"           "0121"            "011"            "011"         "023121" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>           "0131"           "0131"          "01221"           "0131"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>           "0121"           "0123"            "011"            "011"            "011" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>          "02423"            "011"          "02234"         "023121"           "0123" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>            "011"           "0131"            "011"          "02411"            "011" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>            "011"          "01221"          "02311"           "0121"           "0123" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>           "0131"          "02232"           "0131"          "01221"           "0131" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"           "0131"            "011"           "0131"            "011" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>            "011"         "022111"           "0121"           "0121"            "011" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>          "02411"            "011"            "011"           "0131"         "022113" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>           "0131"            "011"           "0121"          "02411"            "011" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>         "021111"           "0121"           "0121"         "021122"            "011" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>         "021111"            "011"          "02232"           "0131"           "0121" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>            "011"            "011"           "0131"           "0121"            "011" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>            "011"            "011"           "0121"         "021112"            "011" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>           "0123"            "011"            "011"           "0123"         "022111" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>            "011"           "0131"           "0123"          "02233"         "021111" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>            "011"            "011"           "0213"         "023121"            "011" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>          "02411"           "0121"            "011"            "011"            "011" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>           "0131"          "01221"           "0123"           "0131"          "02411" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"            "011"            "011"          "01221"           "0131" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>         "023121"            "011"            "011"            "011"           "0131" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>           "0132"         "021212"         "021211"            "011"         "021213" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>         "021213"         "021211"         "021213"         "021223"           "0213" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>           "0121"          "02212"         "021212"         "021211"         "021212" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>         "021213"            "011"            "011"            "011"            "011" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>            "011"            "011"            "011"         "021213"            "011" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>            "011"            "011"            "011"         "022222"         "021212" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>            "011"         "021213"            "011"         "021212"         "021211" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>         "021222"            "011"         "021221"            "011"          "02433" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>         "021211"         "021221"         "021212"         "021212"         "022222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>            "011"            "011"         "021212"         "021211"            "011" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>            "011"         "021213"         "022222"         "021212"         "022222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>            "011"         "021211"            "011"            "011"            "011" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>            "011"         "021213"            "011"            "011"            "011" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>         "021211"         "021211"         "021212"            "011"            "011" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>         "021211"          "02412"         "021212"            "011"         "021213" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>         "021212"         "021211"         "021211"          "02433"         "021211" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>            "011"         "021211"         "021221"            "011"            "011" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>         "021211"            "011"         "021222"         "021211"         "021212" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>          "02322"         "021212"            "011"            "011"            "011" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>         "021213"         "021212"         "021213"         "022222"            "011" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>            "011"         "021221"          "02433"           "0213"         "021211" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>           "0213"            "011"         "021222"            "011"            "011" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>           "0213"           "0121"         "021211"         "021221"         "021212" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>           "0213"         "021211"         "022222"            "011"         "021212" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>         "021211"           "0213"         "021212"         "021213"         "021212" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>            "011"         "021211"         "021211"         "021212"            "011" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>           "0213"         "021212"           "0213"         "021212"            "011" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>            "011"            "011"         "021212"           "0213"            "011" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>           "0213"            "011"          "01222"            "011"           "0213" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>            "011"            "011"         "021211"           "0213"         "021222" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>            "011"         "021211"         "021213"            "011"           "0213" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>         "021211"            "011"         "021213"         "021212"         "021112" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>            "011"          "02212"         "021212"            "011"         "021212" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>           "0132"         "021222"         "021212"            "011"            "011" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>         "021211"         "021211"            "011"         "021223"            "011" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>           "0213"            "011"            "011"           "0213"         "021212" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>            "011"         "021211"         "022222"         "021213"            "011" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>            "011"          "02433"            "011"           "0213"            "011" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>         "021213"         "021213"            "011"          "02433"          "02433" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>         "022222"            "011"         "021213"            "011"            "011" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>            "011"         "021213"            "011"         "021212"         "024223" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>            "011"            "011"            "011"            "011"           "0131" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>            "011"            "011"         "021221"         "021223"         "021213" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>         "021112"           "0131"            "011"          "02433"            "011" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>          "02433"           "0213"          "02433"         "021212"         "021212" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>         "021212"            "011"            "011"            "011"            "011" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>            "011"         "021213"           "0213"         "021213"           "0121" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>         "021213"         "021211"            "011"            "011"         "021212" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>         "021212"          "02433"         "021211"         "021211"            "011" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>         "022222"            "011"         "021222"           "0213"          "02433" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>            "011"          "02433"            "011"            "011"         "021222" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>            "011"            "011"            "011"         "021212"         "022222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>            "011"           "0213"            "011"           "0121"          "02421" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>            "011"         "021212"            "011"         "021211"         "021213" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>           "0132"         "021212"         "021222"            "011"            "011" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>         "021212"            "011"         "021212"            "011"          "02433" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>         "021213"         "021212"            "011"         "021212"            "011" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>            "011"            "011"         "021212"            "011"         "022222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>         "021211"            "011"            "011"            "011"         "021222" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>         "021212"         "022222"            "011"         "021211"            "011" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>            "011"         "021212"         "021212"            "011"            "011" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>          "02433"         "021213"         "021211"         "021211"            "011" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>          "02412"         "021212"         "021212"         "021212"            "011" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>         "021223"           "0121"         "021212"         "021222"           "0132" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>            "011"            "011"         "021221"            "011"            "011" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>            "011"          "02433"         "021211"         "024223"            "011" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>         "021211"         "021112"           "0213"         "021222"            "011" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>            "011"         "021212"         "022222"         "021212"            "011" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>         "021211"         "021211"         "021222"            "011"           "0121" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>            "011"            "011"            "011"         "021211"          "02433" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>            "011"            "011"         "021213"            "011"            "011" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>            "011"         "021222"         "021212"         "021213"            "011" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>         "021211"           "0213"         "021213"            "011"           "0213" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>         "021212"            "011"         "021212"            "011"            "011" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>           "0213"          "02433"         "021213"         "021213"         "021212" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>         "022221"          "02432"            "011"           "0121"         "024221" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>         "024222"            "011"         "021121"         "021121"         "021111" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>          "02432"            "011"            "011"          "02223"         "022213" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>         "022221"          "02223"         "022211"         "024222"         "024221" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>          "02432"            "011"          "02431"         "022212"          "02432" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>          "02432"         "022223"          "02432"            "011"            "011" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>         "022211"         "024221"          "02421"          "02421"            "011" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>         "022224"            "011"            "011"            "011"          "02313" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>         "024221"            "011"          "02223"          "02431"          "02432" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>          "02432"         "021123"            "011"          "02432"         "021121" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>         "022221"         "022212"         "021123"            "011"           "0132" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>         "022213"          "02431"            "011"          "02432"         "022211" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>         "022213"          "02432"         "022224"         "022213"          "02412" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>          "02412"         "021121"          "02432"            "011"         "021121" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>            "011"         "024222"          "02431"            "011"          "02421" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>            "011"           "0131"          "02421"          "02432"          "02313" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>            "011"          "02432"          "02223"            "011"            "011" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>            "011"            "011"         "022223"            "011"         "022212" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>          "02431"          "02213"         "022221"          "02421"          "02432" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>          "02431"          "02421"          "02432"         "024221"          "02431" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>         "022213"          "02223"         "021121"          "02421"           "0131" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>          "02431"          "02431"         "021121"          "02431"          "02313" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>            "011"         "024222"          "02421"          "02421"            "011" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>          "02431"            "011"         "024221"         "024221"         "022224" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>          "02421"          "02432"          "02432"          "02421"         "022213" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>           "0131"          "02421"           "0213"          "02421"         "022223" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>           "0132"         "022213"            "011"          "02223"            "011" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>          "02431"          "02421"         "022211"          "02421"         "021112" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>         "022212"          "02421"         "024222"         "022213"          "02432" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>         "022213"          "02431"         "021112"         "022211"         "024221" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>          "02432"         "022212"         "022211"         "021121"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>         "021123"           "0213"         "021121"            "011"            "011" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"         "024221"            "011"         "024221"            "011" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>         "021121"          "02421"         "022224"         "024222"          "02421" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>         "021121"         "022211"          "02421"         "022211"         "022224" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>            "011"         "024221"          "02421"          "02431"          "02432" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>         "022223"            "011"          "02421"          "02421"            "011" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>         "022221"         "022211"         "024221"            "011"           "0131" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>          "02432"          "02432"            "011"          "02421"          "02421" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>          "02431"          "02432"         "021121"            "011"         "022212" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>         "022224"          "02421"         "022213"            "011"          "02433" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>          "02431"          "02432"         "024221"          "02431"          "02431" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>          "02432"         "022223"         "022211"            "011"          "02412" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>         "024221"           "0123"         "022212"         "022211"            "011" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>         "024222"           "0131"         "022221"          "02223"            "011" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"          "02421"         "021121"          "02421"         "022224" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>         "024221"          "02421"          "02421"          "02421"         "021121" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>         "022212"         "022213"         "021123"          "02421"            "011" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>         "021121"          "02213"          "02421"          "02432"         "023123" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>         "022211"            "011"           "0213"         "022221"         "022212" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>         "022213"          "02433"          "02432"            "011"          "02432" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>         "021121"            "011"         "021121"         "022223"            "011" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>         "022221"           "0213"         "022221"            "011"         "022211" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>         "021121"          "02431"          "02421"            "011"         "022223" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>            "011"            "011"          "02223"         "022212"            "011" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"            "011"            "011"         "022224"          "02421" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>         "022221"          "02431"          "02431"          "02421"         "022212" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"         "022212"          "02431"         "022223" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>          "02431"          "02223"          "02432"            "011"         "022213" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>            "011"          "02432"          "02431"         "024221"         "021121" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>         "022212"          "02421"            "011"         "021121"         "022213" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>         "022211"         "022212"          "02432"            "011"         "022221" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>          "02431"           "0131"         "022213"         "023123"         "024222" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>         "022223"          "02223"            "011"         "021121"         "024221" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>          "02431"         "021121"          "02432"          "02431"         "024222" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>          "02432"          "02431"         "022213"         "024222"          "02432" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>         "022213"         "022221"            "011"            "011"         "022211" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>         "022224"           "0131"          "02412"          "02421"         "021121" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>         "024222"         "022211"          "02431"          "02421"           "0131" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"         "024221"          "02421"          "02431"         "022213" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>            "011"            "011"          "02412"         "022212"            "011" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>          "02432"            "011"         "022212"            "011"         "024221" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>         "022223"         "022212"         "022224"            "011"         "022221" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>            "011"            "011"            "011"            "011"            "011" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>          "02421"         "022211"          "02431"          "02421"          "02432" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>            "011"         "021121"         "024222"         "022221"         "021121" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"         "021123"            "011"         "022212"         "022212" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>         "024222"            "011"            "011"            "011"         "024221" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>           "0132"         "022213"          "02432"            "011"            "011" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"         "022224"         "022221"          "02432"          "02432" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>          "02432"            "011"         "021121"         "022221"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>         "021123"            "011"            "011"         "023123"          "02432" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>            "011"         "022212"          "02431"            "011"         "022223" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>         "022223"            "011"         "022211"         "024221"         "021121" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>         "022211"         "022213"         "022213"            "011"         "022212" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>           "0131"            "011"            "011"            "011"          "02313" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>          "02421"         "023123"           "0213"          "02313"          "02431" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>          "02421"         "021123"         "022224"            "011"         "024221" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>         "022212"         "024221"          "02431"         "022223"         "021121" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>         "022212"           "0132"         "022212"          "02412"           "0213" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>           "0123"         "022223"         "022223"          "02431"            "011" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>            "011"          "02432"          "02431"         "022221"          "01222" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>          "02432"         "023123"          "01222"         "021121"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>          "02421"            "011"           "0131"          "02431"         "022213" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>            "011"          "02432"            "011"          "02431"          "02432" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>          "02431"            "011"         "024221"            "011"            "011" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>          "02421"            "011"         "024221"          "02421"            "011" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>          "02421"            "011"          "02431"            "011"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>          "02431"         "022212"          "02421"         "021121"          "02431" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>         "022213"         "021121"           "0123"         "024221"         "022213" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>         "022211"            "011"         "022221"         "022221"            "011" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>         "022213"         "022213"         "021121"          "02223"         "022223" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>          "02421"          "02421"         "021121"          "02431"         "021121" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>            "011"         "021123"          "02223"            "011"          "02431" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>         "022213"         "024222"            "011"         "024221"          "02431" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>         "022211"         "022221"          "02432"         "022213"         "024222" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>         "022213"          "02431"          "02213"         "021123"           "0213" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>            "011"          "02223"         "022221"          "02431"         "022221" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>            "011"          "02431"         "022224"         "022213"           "0123" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>         "022224"            "011"          "02432"          "02431"           "0131" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>            "011"          "02213"         "022221"         "021123"          "02421" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>           "0131"          "02432"          "02431"           "0132"         "022213" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"          "02431"          "02432"            "011" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"            "011"          "02431"            "011"         "022213" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>         "022211"            "011"            "011"            "011"         "022211" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>            "011"         "022221"          "02421"          "02213"         "022211" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>          "02432"            "011"           "0121"            "011"         "023123" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>          "02432"          "02431"         "022221"         "024222"          "02431" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>          "02431"          "02212"         "024221"            "011"         "023123" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>         "022223"         "024221"            "011"          "02431"         "022223" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>         "024222"            "011"          "02432"         "022211"            "011" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>          "02421"         "022213"          "02431"           "0213"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>            "011"          "02431"           "0121"          "02431"         "022223" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>         "024222"           "0132"         "022224"          "02432"         "022212" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>         "022224"         "023123"          "02432"         "021121"            "011" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>         "022223"          "02432"          "02431"         "022213"         "024221" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>            "011"         "022211"            "011"         "021123"         "022212" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>         "022211"            "011"         "024221"         "021121"         "024222" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>         "021121"            "011"          "02213"            "011"         "022211" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>         "021123"          "02421"          "02431"          "02223"            "011" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>          "02432"         "022212"            "011"         "022211"         "021123" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>         "022221"         "022221"            "011"         "024221"            "011" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>          "02421"          "02432"         "024221"         "022212"         "024222" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>         "022213"            "011"            "011"            "011"          "02421" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>         "021123"          "02432"         "022211"         "022221"          "02431" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>         "022221"         "022211"          "02431"         "024222"           "0121" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>         "022212"         "021121"          "02412"         "022221"            "011" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>          "01222"          "02421"            "011"          "02421"          "02412" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>         "024222"         "021121"          "02223"         "022211"            "011" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>         "024222"         "022212"         "022213"         "022224"            "011" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>          "02431"          "02431"          "02432"         "021123"         "022221" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>         "022221"         "022221"         "022211"          "02431"          "02432" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>         "022224"         "022212"          "02432"          "02432"         "022221" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>          "02421"            "011"          "02421"         "021121"          "02421" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>         "022212"         "021123"            "011"           "0123"         "022211" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>            "011"            "011"           "0131"         "022223"         "022221" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>          "02431"          "02432"         "022212"          "02421"          "02421" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>         "022212"          "02431"          "02421"          "02313"            "011" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>         "022212"         "022211"            "011"         "024222"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>          "02431"         "021112"         "021112"         "024222"            "011" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>            "011"         "024221"         "022211"            "011"            "011" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>          "02432"         "023123"         "024221"          "02223"           "0132" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"          "02431"         "024222"            "011"          "02432" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>         "024221"          "02432"            "011"          "02432"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 581))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>            "011"            "011"            "011"            "011"           "0131" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>           "0121"          "02122"          "02122"          "02212"          "02324" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>          "02122"          "02322"          "02322"          "02321"          "02323" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"          "02411"          "01221"          "02122" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>            "011"            "011"            "011"         "021213"          "02412" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>          "02322"          "02321"           "0213"          "02212"            "011" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>          "02321"            "011"            "011"          "02321"          "02412" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>            "011"          "02212"          "02324"          "02322"          "02331" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>          "02122"          "01221"          "02323"          "02122"          "02412" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>            "011"          "02321"          "02323"          "02212"            "011" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>          "02332"          "02321"          "02323"          "02331"          "02412" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>          "02331"          "02323"          "02323"          "02322"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>         "024223"           "0131"           "0131"            "011"            "011" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>         "021211"          "02321"           "0132"          "02122"          "02322" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>          "02322"          "02331"            "011"          "02324"          "02412" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>           "0132"          "02331"         "021211"          "02412"          "02332" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>          "02324"            "011"            "011"          "02324"          "02122" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>            "011"          "02412"            "011"          "02331"         "021112" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>            "011"          "02322"            "011"          "02323"           "0131" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>          "02122"            "011"          "02321"            "011"           "0132" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>          "02324"          "02321"            "011"          "02324"          "02321" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"          "02321"          "02212"         "021122"            "011" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>          "02122"          "02321"          "02412"            "011"          "02411" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>            "011"          "02122"          "02331"            "011"            "011" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>          "02322"          "02122"            "011"          "02321"            "011" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>            "011"          "02324"          "02323"          "02324"            "011" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"            "011"          "02122"          "02412"          "02321" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>            "011"          "02321"           "0131"            "011"            "011" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"          "02411"          "01222"            "011"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>          "02331"          "02331"          "02212"          "02311"            "011" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>          "02322"          "02122"          "02212"            "011"          "02122" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>          "02331"          "02122"            "011"          "02324"          "02122" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>           "0132"          "02321"            "011"          "02324"          "02122" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>          "02324"            "011"            "011"         "021122"          "02323" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>          "02122"          "02321"          "02331"          "02411"          "02323" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>          "02331"          "02331"          "02321"          "02331"          "02324" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>            "011"          "02122"            "011"          "02122"          "02324" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>          "02321"          "02323"          "02331"          "02322"          "02332" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>          "02412"          "02212"            "011"          "02322"          "02321" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>           "0132"          "02412"          "02321"            "011"          "02411" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>          "02321"           "0121"            "011"          "02321"          "02122" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>          "02322"          "02331"            "011"          "02122"           "0131" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>          "02322"          "02322"          "02332"          "02122"         "021111" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>            "011"          "02331"          "02321"          "02331"         "021123" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>          "02323"            "011"           "0132"         "021123"            "011" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>            "011"            "011"          "02332"          "02122"          "02324" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>          "02322"          "02122"          "02323"           "0132"          "02322" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>          "02122"          "02122"          "02212"          "02322"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>          "02323"          "02321"         "024223"          "02122"          "02323" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>         "021122"          "02122"          "02321"          "02122"          "02322" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>          "02331"          "01222"            "011"          "02122"            "011" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>            "011"            "011"          "02321"         "024223"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>            "011"          "01222"          "02331"          "02321"          "02321" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>          "02412"          "02331"          "02122"           "0131"          "02323" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>          "02321"          "02323"          "02322"            "011"          "02324" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>          "02331"         "021112"          "02122"          "02412"         "024223" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>            "011"          "02322"            "011"            "011"          "02323" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>          "02323"          "01221"          "02331"          "02332"          "02332" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>            "011"          "02122"          "02322"            "011"          "02322" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"            "011"          "02412"          "02323"            "011" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>            "011"           "0121"            "011"            "011"          "02323" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>            "011"          "02323"          "02332"            "011"          "02323" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>          "02122"          "02322"          "02322"          "02331"            "011" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>          "02321"           "0131"          "02331"          "02323"          "02122" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>          "01221"         "021211"          "02212"          "02212"          "02322" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>          "02323"          "02332"            "011"          "02323"         "022222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>          "02321"          "02122"          "02323"          "02321"          "02322" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>          "01222"          "02321"          "02322"            "011"          "02321" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>          "02322"          "02324"          "02122"          "02322"         "024223" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>          "02412"         "021112"           "0132"          "02323"          "02321" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>          "02412"          "02321"            "011"            "011"          "02322" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>          "02321"          "02122"          "02324"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"          "02322"          "02324"          "02212"           "0131" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>            "011"           "0131"            "011"          "02324"           "0132" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>           "0131"          "02412"          "02324"            "011"            "011" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>          "02122"           "0131"            "011"            "011"          "02332" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"          "02322"          "02321"         "021211" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>           "0123"            "011"          "02212"            "011"          "02323" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>            "011"          "02412"          "02311"         "021112"          "02322" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>          "02122"          "02324"            "011"          "02324"          "02412" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>            "011"          "02322"          "02322"            "011"          "02331" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>          "02332"            "011"            "011"          "02412"          "02332" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>          "02321"          "02212"            "011"            "011"          "02331" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"          "02332"          "02331"          "02324"            "011" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>            "011"           "0121"          "02324"          "02332"          "02321" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>            "011"         "021112"            "011"          "02322"            "011" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>          "02324"          "02323"          "02324"          "02331"          "01221" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>           "0131"          "02322"          "02212"         "021112"          "02323" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>          "02122"           "0131"           "0213"            "011"          "02323" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>          "02331"          "02423"          "02321"         "021112"          "02122" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>          "02412"          "02323"         "021112"          "02324"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>          "02324"            "011"            "011"           "0121"          "02321" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>          "02412"          "02321"            "011"            "011"           "0131" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>            "011"            "011"           "0213"          "02212"          "02331" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>         "024223"            "011"            "011"          "02324"         "024223" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>          "02323"            "011"          "02122"          "02122"         "022222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>          "02322"          "02412"            "011"            "011"            "011" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>            "011"          "02321"          "02322"            "011"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>          "02332"          "02322"          "02122"          "02122"            "011" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>            "011"            "011"          "01222"         "024222"           "0132" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>          "02332"            "011"            "011"            "011"          "02324" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>          "02321"          "01222"            "011"            "011"            "011" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>           "0121"            "011"          "02212"          "02433"            "011" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>          "02321"           "0132"          "02323"            "011"          "02322" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>         "024223"            "011"            "011"          "02322"            "011" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>            "011"          "02323"          "02212"          "02323"          "02324" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>            "011"          "02331"          "02324"          "02323"          "02332" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>            "011"          "02411"            "011"          "02324"            "011" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>          "02323"          "02321"          "02323"          "02323"           "0131" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>          "02322"            "011"          "02412"          "02323"          "02332" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>          "02332"          "02331"            "011"            "011"          "02322" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>          "02323"          "02212"          "02331"          "02122"           "0132" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>          "02321"          "02412"          "02412"          "02332"          "02321" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>         "024223"          "02322"            "011"          "02321"            "011" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>         "021122"           "0121"          "02321"            "011"          "02423" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>            "011"            "011"          "02311"          "02331"          "02321" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>          "02122"            "011"          "02122"          "02122"          "02323" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>          "02331"          "02321"         "021112"           "0132"          "02322" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"          "02323"           "0132"          "02321"          "01222" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>          "02412"          "02331"            "011"          "02331"          "02321" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>          "02412"          "02331"           "0131"          "02322"          "02321" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"            "011"          "02332"            "011"          "02322" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>          "02322"            "011"          "02324"            "011"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>          "01222"           "0213"          "02323"          "02331"          "02331" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>           "0121"          "02323"          "02321"          "02324"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>            "011"            "011"            "011"            "011"         "024223" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>            "011"          "02332"          "02321"            "011"          "02331" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>            "011"            "011"           "0132"          "02324"          "02321" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>            "011"         "024223"         "021112"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>          "02332"          "02331"            "011"         "021122"          "02321" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>            "011"          "02322"          "02321"          "02332"          "02324" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"          "02122"            "011"          "02412"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>            "011"          "02332"            "011"          "02423"           "0132" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>            "011"           "0132"          "02323"            "011"          "02321" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>            "011"          "02212"            "011"          "02412"            "011" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>          "02323"          "02322"          "02313"          "02122"          "02122" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"          "02324"            "011"          "02321"          "02122" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>           "0131"           "0131"          "02322"          "02332"          "02323" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>          "02324"          "02332"          "02331"            "011"          "02332" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>          "02321"         "024222"          "01222"         "021112"          "02324" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>           "0213"          "02122"          "02321"           "0131"          "02321" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>          "02412"            "011"          "02332"          "02324"          "02322" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>          "02332"          "02212"          "02331"          "02331"         "024223" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>          "02412"            "011"          "02322"            "011"          "02322" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>          "02324"         "024223"          "02212"           "0132"          "02322" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>          "02322"          "02324"            "011"          "02322"          "02323" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"            "011"          "02322"          "02332"           "0121" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>            "011"          "02122"           "0132"            "011"          "02324" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>           "0131"          "02324"         "024223"         "024223"            "011" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>          "02423"           "0123"            "011"          "02212"          "02323" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>          "02122"           "0132"          "02321"           "0121"          "02122" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>          "02322"          "02321"          "02331"          "02321"          "02321" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>          "02321"          "02212"          "02323"          "02212"          "02321" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>          "02324"            "011"            "011"           "0121"          "02122" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>          "02321"          "02321"         "021213"         "021211"            "011" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>          "02122"          "02122"         "021211"          "02122"          "02122" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>         "021212"         "024223"            "011"            "011"           "0121" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>          "02122"         "021211"           "0131"          "02321"         "022114" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"            "011"           "0213"            "011"          "02323" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>           "0213"           "0131"          "02323"           "0121"         "021211" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>         "021211"          "02234"          "02321"           "0131"         "021213" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>            "011"            "011"          "02321"          "02122"          "02321" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>          "02321"            "011"           "0121"            "011"          "02423" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>          "02321"          "02321"          "02321"          "02122"            "011" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>          "02321"          "02323"          "02321"          "02212"          "02122" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>           "0121"            "011"          "02122"         "021211"          "02122" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>            "011"           "0132"            "011"            "011"          "01222" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>            "011"            "011"           "0213"           "0132"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>            "011"         "022112"         "023122"         "021122"          "02311" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"         "022111"          "02233"         "021122"         "022111" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>         "022111"            "011"         "021111"         "021112"         "023122" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>           "0132"         "021112"         "022111"          "02311"            "011" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>          "02311"          "02311"          "01221"           "0131"          "02311" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>         "021122"         "022111"         "023122"         "021122"           "0123" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>          "02411"            "011"         "022111"          "02322"          "02322" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"          "02423"         "022111"          "02411"         "021112" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>         "021112"           "0131"          "02411"          "02311"          "02411" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"         "022113"          "02232"           "0132"         "023122" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>            "011"         "021112"          "01221"           "0131"         "022111" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>            "011"         "022112"            "011"         "021112"         "021122" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"         "022111"            "011"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>         "023122"          "01221"         "023122"          "02232"            "011" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>            "011"            "011"         "022111"           "0121"          "02411" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>            "011"            "011"         "022111"         "023122"         "023122" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>         "021112"         "021123"         "022111"          "02311"          "02411" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>            "011"          "02311"          "02213"         "022113"            "011" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>         "022111"          "02213"          "02311"         "022111"            "011" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"           "0213"         "021112"           "0121"          "02411" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>            "011"           "0121"         "023123"           "0132"          "02311" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>          "02311"         "023122"           "0132"         "021111"         "021122" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>            "011"         "021112"         "022111"         "021112"         "021122" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>            "011"          "02213"            "011"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>            "011"           "0213"         "021112"            "011"           "0132" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>            "011"          "02311"          "02213"         "021112"           "0123" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>         "021111"           "0123"         "021122"          "02311"           "0123" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>          "02311"          "02213"          "02231"          "02412"            "011" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>          "02311"          "02411"          "02412"          "01221"         "021111" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>         "021111"         "022111"          "02212"         "023122"         "022222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>         "023122"          "02213"          "02213"          "02231"          "01221" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"         "022114"         "021123"            "011"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>         "022111"         "022111"          "02233"           "0213"          "02411" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>         "022111"            "011"          "02231"          "02311"           "0213" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>            "011"            "011"            "011"          "02311"         "023122" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>            "011"          "02232"         "021112"         "021112"         "023123" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>          "02311"         "023122"          "02233"         "023122"            "011" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>          "02412"            "011"         "023122"         "023122"          "02412" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"          "02311"         "023122"          "01221"         "022112" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>            "011"            "011"           "0123"            "011"         "023122" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>           "0121"            "011"          "02411"         "021112"          "02322" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>           "0132"          "02232"           "0123"          "02311"          "02412" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>            "011"         "022114"          "02233"          "02411"           "0121" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>           "0131"         "021122"          "02411"            "011"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>         "021112"          "02313"         "023123"            "011"         "022114" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>          "02311"           "0123"            "011"         "021112"         "022114" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"           "0123"          "02232"          "02311"         "022114" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>         "021111"          "02213"          "02232"          "02311"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"          "01221"         "021112"         "022112"         "022112" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>          "02311"          "02213"         "022114"            "011"            "011" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>          "02311"         "023122"            "011"         "022111"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"          "02311"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>         "022113"          "02213"          "02213"            "011"            "011" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>         "022112"         "024223"         "021122"            "011"          "01221" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>           "0121"          "01221"          "02311"          "02311"            "011" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>            "011"         "022114"          "02412"         "021112"            "011" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"            "011"          "02233"         "022111"         "021112" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"            "011"         "021112"         "022113" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>         "022111"          "02313"            "011"          "02411"          "01221" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>         "021121"          "01221"          "02311"          "02213"          "02322" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"         "022112"          "02313"          "02311"           "0132" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>         "023122"           "0121"            "011"            "011"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>          "02411"            "011"         "021112"          "02311"         "022114" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>         "022113"         "022111"          "02322"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>          "02311"            "011"         "021111"            "011"          "02423" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>           "0121"            "011"         "021112"         "022112"         "023122" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"          "02311"          "02212"         "023122"         "021122" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>         "022111"          "02311"          "02234"          "02231"         "021112" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>           "0131"         "021112"          "01221"          "02412"           "0131" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>           "0131"         "024223"         "022111"          "02311"          "02411" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>           "0123"          "02213"          "02311"          "02213"            "011" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>           "0131"            "011"         "022111"          "01221"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>           "0123"         "023122"          "02423"          "02412"         "023122" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"           "0131"            "011"           "0131"            "011" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>         "022111"          "02213"         "022213"            "011"            "011" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>            "011"         "021112"            "011"            "011"            "011" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>            "011"          "01221"            "011"            "011"         "021123" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>          "02412"          "02232"            "011"         "022112"         "022112" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>          "01222"          "02411"          "02233"            "011"            "011" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"            "011"            "011"          "02412" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"           "0121"           "0123"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>           "0121"            "011"         "021111"          "02232"           "0121" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>         "022114"          "02212"         "022112"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>         "022113"          "02231"          "02232"         "021123"          "01221" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>            "011"            "011"           "0131"            "011"           "0123" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"         "022112"           "0123"            "011"            "011" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>           "0123"          "02231"            "011"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>            "011"           "0123"            "011"          "02412"            "011" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>            "011"         "022112"            "011"            "011"            "011" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>         "021111"            "011"         "022112"           "0123"         "022113" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>         "022114"          "02233"            "011"           "0132"         "021112" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>            "011"            "011"          "01222"            "011"         "022114" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"         "022112"           "0131"          "02412"          "02423" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"          "02412"           "0131"            "011"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"           "0123"          "02423"          "02313"            "011" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"           "0123"          "02231"         "022112"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>            "011"         "022111"         "022112"            "011"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>            "011"          "02231"          "02231"         "021111"          "02313" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>            "011"          "02231"          "02231"            "011"           "0121" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"           "0132"           "0121"            "011"            "011" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"         "022111"         "022113"         "023121"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"            "011"         "022112"          "02213"            "011" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>            "011"            "011"         "023121"         "023121"            "011" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>           "0123"         "022111"          "02313"         "022113"            "011" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"            "011"          "02232"         "022112"         "022113" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>            "011"         "022112"         "022111"          "02423"            "011" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"         "022111"          "02311"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>           "0131"         "022112"            "011"          "02411"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>            "011"          "02412"            "011"            "011"         "022113" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>         "022114"            "011"          "02233"          "02231"          "02311" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"          "02411"          "02412"            "011"         "022113" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>            "011"          "02213"          "02423"          "02313"         "022113" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>          "02313"            "011"          "02232"          "02411"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"          "01221"         "022112"            "011"            "011" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>           "0123"          "02313"            "011"          "02231"         "022113" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"          "02412"          "01221"           "0131"            "011" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>          "01221"          "02232"          "01221"            "011"          "01221" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>           "0123"          "02412"           "0123"          "02311"          "02412" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>            "011"           "0132"           "0131"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>          "01221"           "0131"         "022114"           "0123"            "011" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"          "02412"          "02233"         "021112"         "021122" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>            "011"          "02411"          "02212"            "011"            "011" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>          "02423"         "022111"            "011"          "02313"           "0123" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>          "02311"          "01221"            "011"           "0121"          "02423" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"         "021112"          "02423"          "02232"          "02423" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"            "011"            "011" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>         "022114"          "02313"          "02231"           "0131"            "011" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"            "011"         "022112"            "011" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>          "01221"         "022111"           "0132"            "011"         "021111" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>          "02411"            "011"            "011"          "02423"         "022112" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>          "02311"          "02313"          "02423"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"            "011"          "02231"            "011" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"           "0123"            "011"           "0123" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>            "011"            "011"            "011"         "022113"           "0213" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>            "011"            "011"          "02423"            "011"         "022112" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>          "02423"            "011"         "022112"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>          "02423"           "0131"          "02311"          "02412"          "01222" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>           "0121"         "023121"         "022112"          "02231"           "0123" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"           "0131"            "011"         "021122"            "011" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>            "011"          "02231"          "02313"            "011"            "011" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>            "011"          "02213"            "011"          "01221"         "021112" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"          "01222"          "02412"          "02412" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>           "0131"         "022114"          "02232"          "01222"            "011" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"         "021123"         "021111"          "02412" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>            "011"           "0123"         "022112"          "02311"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>            "011"          "02231"          "02411"         "022112"           "0132" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>          "02313"          "02231"           "0121"         "021111"         "022114" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>            "011"            "011"          "02232"         "022111"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>          "02313"           "0123"         "021112"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>            "011"          "02423"          "02423"         "022113"           "0123" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"          "02423"          "01222"            "011"            "011" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"            "011"            "011"            "011"            "011" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>           "0131"            "011"            "011"            "011"          "01222" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>          "02411"          "01221"            "011"          "01221"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>           "0132"          "02311"          "01221"            "011"          "02311" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>          "02311"           "0131"           "0131"         "021111"          "02411" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>            "011"            "011"         "023121"          "02411"         "021111" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>         "023121"          "02411"            "011"          "02411"         "021112" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"          "01221"           "0121"            "011"          "02423" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>          "02311"          "02412"          "01221"            "011"            "011" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>         "021111"         "021111"          "02423"         "021112"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>          "02412"            "011"          "01221"          "01221"           "0121" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>          "02411"            "011"          "02212"           "0131"         "021112" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>           "0131"          "02311"         "021112"         "021111"          "01221" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>          "02311"         "021111"            "011"          "02313"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>         "021111"            "011"           "0131"         "021111"          "02411" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>         "021123"          "01221"           "0131"         "021111"         "023121" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>           "0121"         "021111"          "02411"         "021112"            "011" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>          "01221"         "021111"          "02411"          "02411"          "01222" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>         "021112"          "02411"          "02411"            "011"         "023121" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>            "011"           "0131"           "0131"         "021112"           "0132" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>            "011"         "023121"         "021111"           "0121"           "0121" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>          "02411"          "02411"         "023121"         "021112"            "011" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>          "02411"          "02423"         "021111"         "021111"           "0121" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>            "011"           "0131"           "0131"          "01221"         "021122" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>          "01221"            "011"         "021122"          "02411"         "021123" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>          "02411"          "01221"         "021111"           "0131"          "02411" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>            "011"            "011"         "023121"          "02231"         "021111" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>         "022113"            "011"         "021111"         "023121"         "023121" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>           "0213"          "02411"            "011"          "02411"            "011" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>         "021111"           "0121"            "011"         "023121"         "021111" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>            "011"          "02233"            "011"         "021111"         "021111" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>          "01221"           "0121"          "02423"         "021112"          "02313" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>          "02411"            "011"            "011"           "0121"         "023121" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>         "021122"           "0131"         "023121"          "01221"         "021111" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>          "02411"          "02311"            "011"         "023121"            "011" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>          "02411"           "0131"          "02232"           "0121"            "011" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>          "02423"         "021111"            "011"            "011"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>         "021111"          "01221"          "02411"         "021111"         "021112" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>         "021122"         "023121"          "02411"          "02411"         "023121" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>          "02411"          "01221"         "021111"          "01221"          "02411" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>         "021112"          "02411"          "02411"            "011"           "0121" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>            "011"            "011"          "02233"          "02411"         "021111" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>          "02423"          "02423"            "011"         "021112"         "023121" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>            "011"          "02411"          "02411"          "02411"          "01221" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>          "02411"            "011"         "023121"         "021122"          "02411" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>         "023121"          "02423"            "011"           "0131"           "0121" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>          "01221"            "011"          "01221"           "0131"            "011" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>         "021111"            "011"           "0121"          "01222"         "021111" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>         "021111"          "02411"         "023121"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>         "021111"            "011"           "0121"         "021111"            "011" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>           "0131"           "0131"         "023121"         "021111"         "023121" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>         "021112"         "023121"          "01221"          "01222"           "0121" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>         "021123"            "011"          "01221"           "0121"         "021111" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>           "0131"          "02411"         "021111"          "01221"           "0121" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>         "023121"          "02411"            "011"         "023123"           "0131" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>           "0121"          "02411"         "021122"            "011"          "02411" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>          "02423"            "011"           "0132"          "02423"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>          "02411"          "02411"         "021112"          "02412"         "021122" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>           "0131"            "011"            "011"          "02411"          "02411" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>           "0121"          "02423"         "021111"          "02411"          "02411" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>          "01221"         "021111"          "02423"         "021123"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>            "011"           "0131"           "0123"            "011"          "01221" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>         "021111"          "01221"            "011"          "02411"          "02411" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>         "021111"            "011"         "022113"           "0121"          "02411" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>            "011"         "021112"          "02411"           "0121"            "011" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>         "023121"            "011"            "011"          "02411"           "0123" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>         "023122"         "023121"            "011"          "01221"          "02411" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>         "021112"         "023121"           "0131"           "0213"           "0131" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>           "0131"         "021122"          "02411"         "021111"         "023121" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>          "02411"            "011"         "021122"         "021111"          "01221" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>            "011"         "023121"            "011"          "02411"         "021111" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>          "02423"         "023121"          "02423"         "021111"           "0121" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>            "011"          "02411"         "021112"          "02423"            "011" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>           "0131"         "023121"           "0131"          "01221"         "021111" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>          "01221"           "0213"          "01221"          "02411"          "02411" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>         "021111"          "02423"          "02412"         "021111"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"           "0123"          "02423"           "0121"            "011" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>            "011"           "0131"           "0131"           "0123"            "011" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>          "02411"           "0121"          "02423"            "011"            "011" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>            "011"            "011"            "011"           "0131"          "01221" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>            "011"            "011"           "0123"         "022112"           "0123" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>          "01221"            "011"         "021111"          "02313"          "01221" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>            "011"           "0121"            "011"           "0121"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>            "011"           "0131"            "011"            "011"            "011" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>         "021111"            "011"           "0123"            "011"           "0121" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>            "011"         "022111"         "021111"         "021112"          "01221" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>           "0131"            "011"           "0121"           "0131"            "011" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"            "011"          "02233"         "023121"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>           "0121"          "02232"            "011"           "0131"            "011" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>          "02411"           "0213"           "0131"         "021112"          "02411" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>           "0131"           "0131"          "02411"            "011"            "011" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>           "0121"           "0131"            "011"            "011"            "011" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>         "021111"            "011"          "01221"            "011"          "01221" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>            "011"           "0121"          "01221"            "011"            "011" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>            "011"            "011"          "02411"            "011"           "0121" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>            "011"            "011"          "01221"         "023121"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>         "021123"          "02411"           "0121"          "02232"          "02311" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>           "0131"           "0123"           "0131"            "011"           "0131" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>         "023121"            "011"         "022111"            "011"            "011" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>            "011"           "0123"          "01221"           "0131"           "0131" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"          "02411"          "02213"            "011"            "011" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>            "011"           "0121"          "01221"            "011"          "02311" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>            "011"          "01221"           "0121"            "011"            "011" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>            "011"            "011"          "02311"           "0121"          "01221" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>          "02411"            "011"          "02232"           "0213"          "01221" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>            "011"         "021111"           "0123"            "011"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>           "0121"            "011"          "02233"            "011"            "011" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>            "011"          "02233"           "0121"           "0123"            "011" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>         "021111"           "0121"            "011"            "011"            "011" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>            "011"            "011"         "021111"         "023121"          "01221" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>            "011"            "011"            "011"            "011"            "011" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>           "0131"           "0131"            "011"         "023121"            "011" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>           "0131"           "0121"         "021111"           "0131"          "02311" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>         "023121"            "011"         "023121"            "011"            "011" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>            "011"           "0121"          "01221"          "01221"            "011" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>            "011"            "011"          "01221"           "0121"           "0131" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>         "021111"            "011"            "011"            "011"         "022112" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>           "0123"           "0121"          "02411"         "021112"           "0121" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>            "011"            "011"           "0131"           "0121"            "011" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>            "011"            "011"           "0121"          "02411"          "02411" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"          "02411"            "011"            "011"           "0121" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>            "011"           "0121"            "011"            "011"          "02423" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>            "011"            "011"         "021111"            "011"          "02411" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>            "011"           "0131"            "011"           "0123"          "02411" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>         "022113"         "021112"         "022113"           "0121"           "0121" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>           "0131"           "0123"           "0121"           "0121"            "011" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>           "0131"            "011"          "01221"           "0131"         "021111" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>            "011"            "011"           "0121"           "0131"            "011" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"           "0121"           "0131"            "011"          "02411" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>            "011"           "0121"           "0131"          "02423"          "02122" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>           "0121"           "0121"            "011"            "011"         "023121" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>           "0131"           "0131"          "01221"           "0131"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>           "0121"           "0123"            "011"            "011"            "011" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>          "02423"            "011"          "02234"         "023121"           "0123" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>            "011"           "0131"            "011"          "02411"            "011" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>            "011"          "01221"          "02311"           "0121"           "0123" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>           "0131"          "02232"           "0131"          "01221"           "0131" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"           "0131"            "011"           "0131"            "011" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>            "011"         "022111"           "0121"           "0121"            "011" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>          "02411"            "011"            "011"           "0131"         "022113" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>           "0131"            "011"           "0121"          "02411"            "011" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>         "021111"           "0121"           "0121"         "021122"            "011" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>         "021111"            "011"          "02232"           "0131"           "0121" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>            "011"            "011"           "0131"           "0121"            "011" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>            "011"            "011"           "0121"         "021112"            "011" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>           "0123"            "011"            "011"           "0123"         "022111" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>            "011"           "0131"           "0123"          "02233"         "021111" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>            "011"            "011"           "0213"         "023121"            "011" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>          "02411"           "0121"            "011"            "011"            "011" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>           "0131"          "01221"           "0123"           "0131"          "02411" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"            "011"            "011"          "01221"           "0131" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>         "023121"            "011"            "011"            "011"           "0131" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>           "0132"         "021212"         "021211"            "011"         "021213" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>         "021213"         "021211"         "021213"          "02122"           "0213" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>           "0121"          "02212"         "021212"         "021211"         "021212" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>         "021213"            "011"            "011"            "011"            "011" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>            "011"            "011"            "011"         "021213"            "011" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>            "011"            "011"            "011"         "022222"         "021212" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>            "011"         "021213"            "011"         "021212"         "021211" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>          "02122"            "011"          "02122"            "011"          "02433" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>         "021211"          "02122"         "021212"         "021212"         "022222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>            "011"            "011"         "021212"         "021211"            "011" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>            "011"         "021213"         "022222"         "021212"         "022222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>            "011"         "021211"            "011"            "011"            "011" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>            "011"         "021213"            "011"            "011"            "011" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>         "021211"         "021211"         "021212"            "011"            "011" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>         "021211"          "02412"         "021212"            "011"         "021213" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>         "021212"         "021211"         "021211"          "02433"         "021211" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>            "011"         "021211"          "02122"            "011"            "011" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>         "021211"            "011"          "02122"         "021211"         "021212" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>          "02322"         "021212"            "011"            "011"            "011" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>         "021213"         "021212"         "021213"         "022222"            "011" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>            "011"          "02122"          "02433"           "0213"         "021211" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>           "0213"            "011"          "02122"            "011"            "011" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>           "0213"           "0121"         "021211"          "02122"         "021212" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>           "0213"         "021211"         "022222"            "011"         "021212" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>         "021211"           "0213"         "021212"         "021213"         "021212" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>            "011"         "021211"         "021211"         "021212"            "011" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>           "0213"         "021212"           "0213"         "021212"            "011" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>            "011"            "011"         "021212"           "0213"            "011" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>           "0213"            "011"          "01222"            "011"           "0213" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>            "011"            "011"         "021211"           "0213"          "02122" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>            "011"         "021211"         "021213"            "011"           "0213" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>         "021211"            "011"         "021213"         "021212"         "021112" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>            "011"          "02212"         "021212"            "011"         "021212" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>           "0132"          "02122"         "021212"            "011"            "011" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>         "021211"         "021211"            "011"          "02122"            "011" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>           "0213"            "011"            "011"           "0213"         "021212" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>            "011"         "021211"         "022222"         "021213"            "011" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>            "011"          "02433"            "011"           "0213"            "011" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>         "021213"         "021213"            "011"          "02433"          "02433" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>         "022222"            "011"         "021213"            "011"            "011" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>            "011"         "021213"            "011"         "021212"         "024223" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>            "011"            "011"            "011"            "011"           "0131" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>            "011"            "011"          "02122"          "02122"         "021213" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>         "021112"           "0131"            "011"          "02433"            "011" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>          "02433"           "0213"          "02433"         "021212"         "021212" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>         "021212"            "011"            "011"            "011"            "011" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>            "011"         "021213"           "0213"         "021213"           "0121" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>         "021213"         "021211"            "011"            "011"         "021212" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>         "021212"          "02433"         "021211"         "021211"            "011" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>         "022222"            "011"          "02122"           "0213"          "02433" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>            "011"          "02433"            "011"            "011"          "02122" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>            "011"            "011"            "011"         "021212"         "022222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>            "011"           "0213"            "011"           "0121"          "02421" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>            "011"         "021212"            "011"         "021211"         "021213" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>           "0132"         "021212"          "02122"            "011"            "011" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>         "021212"            "011"         "021212"            "011"          "02433" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>         "021213"         "021212"            "011"         "021212"            "011" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>            "011"            "011"         "021212"            "011"         "022222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>         "021211"            "011"            "011"            "011"          "02122" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>         "021212"         "022222"            "011"         "021211"            "011" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>            "011"         "021212"         "021212"            "011"            "011" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>          "02433"         "021213"         "021211"         "021211"            "011" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>          "02412"         "021212"         "021212"         "021212"            "011" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>          "02122"           "0121"         "021212"          "02122"           "0132" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>            "011"            "011"          "02122"            "011"            "011" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>            "011"          "02433"         "021211"         "024223"            "011" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>         "021211"         "021112"           "0213"          "02122"            "011" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>            "011"         "021212"         "022222"         "021212"            "011" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>         "021211"         "021211"          "02122"            "011"           "0121" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>            "011"            "011"            "011"         "021211"          "02433" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>            "011"            "011"         "021213"            "011"            "011" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>            "011"          "02122"         "021212"         "021213"            "011" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>         "021211"           "0213"         "021213"            "011"           "0213" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>         "021212"            "011"         "021212"            "011"            "011" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>           "0213"          "02433"         "021213"         "021213"         "021212" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>         "022221"          "02432"            "011"           "0121"         "024221" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>         "024222"            "011"         "021121"         "021121"         "021111" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>          "02432"            "011"            "011"          "02223"         "022213" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>         "022221"          "02223"         "022211"         "024222"         "024221" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>          "02432"            "011"          "02431"         "022212"          "02432" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>          "02432"         "022223"          "02432"            "011"            "011" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>         "022211"         "024221"          "02421"          "02421"            "011" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>         "022224"            "011"            "011"            "011"          "02313" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>         "024221"            "011"          "02223"          "02431"          "02432" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>          "02432"         "021123"            "011"          "02432"         "021121" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>         "022221"         "022212"         "021123"            "011"           "0132" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>         "022213"          "02431"            "011"          "02432"         "022211" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>         "022213"          "02432"         "022224"         "022213"          "02412" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>          "02412"         "021121"          "02432"            "011"         "021121" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>            "011"         "024222"          "02431"            "011"          "02421" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>            "011"           "0131"          "02421"          "02432"          "02313" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>            "011"          "02432"          "02223"            "011"            "011" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>            "011"            "011"         "022223"            "011"         "022212" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>          "02431"          "02213"         "022221"          "02421"          "02432" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>          "02431"          "02421"          "02432"         "024221"          "02431" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>         "022213"          "02223"         "021121"          "02421"           "0131" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>          "02431"          "02431"         "021121"          "02431"          "02313" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>            "011"         "024222"          "02421"          "02421"            "011" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>          "02431"            "011"         "024221"         "024221"         "022224" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>          "02421"          "02432"          "02432"          "02421"         "022213" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>           "0131"          "02421"           "0213"          "02421"         "022223" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>           "0132"         "022213"            "011"          "02223"            "011" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>          "02431"          "02421"         "022211"          "02421"         "021112" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>         "022212"          "02421"         "024222"         "022213"          "02432" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>         "022213"          "02431"         "021112"         "022211"         "024221" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>          "02432"         "022212"         "022211"         "021121"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>         "021123"           "0213"         "021121"            "011"            "011" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"         "024221"            "011"         "024221"            "011" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>         "021121"          "02421"         "022224"         "024222"          "02421" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>         "021121"         "022211"          "02421"         "022211"         "022224" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>            "011"         "024221"          "02421"          "02431"          "02432" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>         "022223"            "011"          "02421"          "02421"            "011" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>         "022221"         "022211"         "024221"            "011"           "0131" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>          "02432"          "02432"            "011"          "02421"          "02421" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>          "02431"          "02432"         "021121"            "011"         "022212" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>         "022224"          "02421"         "022213"            "011"          "02433" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>          "02431"          "02432"         "024221"          "02431"          "02431" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>          "02432"         "022223"         "022211"            "011"          "02412" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>         "024221"           "0123"         "022212"         "022211"            "011" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>         "024222"           "0131"         "022221"          "02223"            "011" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"          "02421"         "021121"          "02421"         "022224" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>         "024221"          "02421"          "02421"          "02421"         "021121" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>         "022212"         "022213"         "021123"          "02421"            "011" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>         "021121"          "02213"          "02421"          "02432"         "023123" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>         "022211"            "011"           "0213"         "022221"         "022212" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>         "022213"          "02433"          "02432"            "011"          "02432" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>         "021121"            "011"         "021121"         "022223"            "011" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>         "022221"           "0213"         "022221"            "011"         "022211" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>         "021121"          "02431"          "02421"            "011"         "022223" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>            "011"            "011"          "02223"         "022212"            "011" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"            "011"            "011"         "022224"          "02421" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>         "022221"          "02431"          "02431"          "02421"         "022212" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"         "022212"          "02431"         "022223" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>          "02431"          "02223"          "02432"            "011"         "022213" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>            "011"          "02432"          "02431"         "024221"         "021121" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>         "022212"          "02421"            "011"         "021121"         "022213" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>         "022211"         "022212"          "02432"            "011"         "022221" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>          "02431"           "0131"         "022213"         "023123"         "024222" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>         "022223"          "02223"            "011"         "021121"         "024221" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>          "02431"         "021121"          "02432"          "02431"         "024222" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>          "02432"          "02431"         "022213"         "024222"          "02432" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>         "022213"         "022221"            "011"            "011"         "022211" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>         "022224"           "0131"          "02412"          "02421"         "021121" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>         "024222"         "022211"          "02431"          "02421"           "0131" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"         "024221"          "02421"          "02431"         "022213" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>            "011"            "011"          "02412"         "022212"            "011" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>          "02432"            "011"         "022212"            "011"         "024221" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>         "022223"         "022212"         "022224"            "011"         "022221" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>            "011"            "011"            "011"            "011"            "011" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>          "02421"         "022211"          "02431"          "02421"          "02432" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>            "011"         "021121"         "024222"         "022221"         "021121" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"         "021123"            "011"         "022212"         "022212" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>         "024222"            "011"            "011"            "011"         "024221" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>           "0132"         "022213"          "02432"            "011"            "011" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"         "022224"         "022221"          "02432"          "02432" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>          "02432"            "011"         "021121"         "022221"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>         "021123"            "011"            "011"         "023123"          "02432" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>            "011"         "022212"          "02431"            "011"         "022223" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>         "022223"            "011"         "022211"         "024221"         "021121" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>         "022211"         "022213"         "022213"            "011"         "022212" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>           "0131"            "011"            "011"            "011"          "02313" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>          "02421"         "023123"           "0213"          "02313"          "02431" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>          "02421"         "021123"         "022224"            "011"         "024221" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>         "022212"         "024221"          "02431"         "022223"         "021121" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>         "022212"           "0132"         "022212"          "02412"           "0213" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>           "0123"         "022223"         "022223"          "02431"            "011" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>            "011"          "02432"          "02431"         "022221"          "01222" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>          "02432"         "023123"          "01222"         "021121"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>          "02421"            "011"           "0131"          "02431"         "022213" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>            "011"          "02432"            "011"          "02431"          "02432" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>          "02431"            "011"         "024221"            "011"            "011" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>          "02421"            "011"         "024221"          "02421"            "011" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>          "02421"            "011"          "02431"            "011"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>          "02431"         "022212"          "02421"         "021121"          "02431" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>         "022213"         "021121"           "0123"         "024221"         "022213" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>         "022211"            "011"         "022221"         "022221"            "011" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>         "022213"         "022213"         "021121"          "02223"         "022223" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>          "02421"          "02421"         "021121"          "02431"         "021121" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>            "011"         "021123"          "02223"            "011"          "02431" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>         "022213"         "024222"            "011"         "024221"          "02431" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>         "022211"         "022221"          "02432"         "022213"         "024222" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>         "022213"          "02431"          "02213"         "021123"           "0213" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>            "011"          "02223"         "022221"          "02431"         "022221" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>            "011"          "02431"         "022224"         "022213"           "0123" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>         "022224"            "011"          "02432"          "02431"           "0131" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>            "011"          "02213"         "022221"         "021123"          "02421" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>           "0131"          "02432"          "02431"           "0132"         "022213" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"          "02431"          "02432"            "011" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"            "011"          "02431"            "011"         "022213" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>         "022211"            "011"            "011"            "011"         "022211" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>            "011"         "022221"          "02421"          "02213"         "022211" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>          "02432"            "011"           "0121"            "011"         "023123" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>          "02432"          "02431"         "022221"         "024222"          "02431" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>          "02431"          "02212"         "024221"            "011"         "023123" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>         "022223"         "024221"            "011"          "02431"         "022223" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>         "024222"            "011"          "02432"         "022211"            "011" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>          "02421"         "022213"          "02431"           "0213"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>            "011"          "02431"           "0121"          "02431"         "022223" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>         "024222"           "0132"         "022224"          "02432"         "022212" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>         "022224"         "023123"          "02432"         "021121"            "011" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>         "022223"          "02432"          "02431"         "022213"         "024221" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>            "011"         "022211"            "011"         "021123"         "022212" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>         "022211"            "011"         "024221"         "021121"         "024222" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>         "021121"            "011"          "02213"            "011"         "022211" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>         "021123"          "02421"          "02431"          "02223"            "011" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>          "02432"         "022212"            "011"         "022211"         "021123" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>         "022221"         "022221"            "011"         "024221"            "011" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>          "02421"          "02432"         "024221"         "022212"         "024222" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>         "022213"            "011"            "011"            "011"          "02421" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>         "021123"          "02432"         "022211"         "022221"          "02431" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>         "022221"         "022211"          "02431"         "024222"           "0121" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>         "022212"         "021121"          "02412"         "022221"            "011" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>          "01222"          "02421"            "011"          "02421"          "02412" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>         "024222"         "021121"          "02223"         "022211"            "011" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>         "024222"         "022212"         "022213"         "022224"            "011" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>          "02431"          "02431"          "02432"         "021123"         "022221" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>         "022221"         "022221"         "022211"          "02431"          "02432" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>         "022224"         "022212"          "02432"          "02432"         "022221" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>          "02421"            "011"          "02421"         "021121"          "02421" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>         "022212"         "021123"            "011"           "0123"         "022211" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>            "011"            "011"           "0131"         "022223"         "022221" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>          "02431"          "02432"         "022212"          "02421"          "02421" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>         "022212"          "02431"          "02421"          "02313"            "011" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>         "022212"         "022211"            "011"         "024222"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>          "02431"         "021112"         "021112"         "024222"            "011" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>            "011"         "024221"         "022211"            "011"            "011" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>          "02432"         "023123"         "024221"          "02223"           "0132" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"          "02431"         "024222"            "011"          "02432" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>         "024221"          "02432"            "011"          "02432"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 608))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>            "011"            "011"            "011"            "011"            "013" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>           "0121"          "02122"          "02122"          "02212"          "02324" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>          "02122"          "02322"          "02322"          "02321"          "02323" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"          "02411"          "01221"          "02122" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>            "011"            "011"            "011"         "021213"          "02412" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>          "02322"          "02321"           "0213"          "02212"            "011" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>          "02321"            "011"            "011"          "02321"          "02412" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>            "011"          "02212"          "02324"          "02322"          "02331" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>          "02122"          "01221"          "02323"          "02122"          "02412" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>            "011"          "02321"          "02323"          "02212"            "011" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>          "02332"          "02321"          "02323"          "02331"          "02412" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>          "02331"          "02323"          "02323"          "02322"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>         "024223"            "013"            "013"            "011"            "011" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>         "021211"          "02321"            "013"          "02122"          "02322" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>          "02322"          "02331"            "011"          "02324"          "02412" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>            "013"          "02331"         "021211"          "02412"          "02332" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>          "02324"            "011"            "011"          "02324"          "02122" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>            "011"          "02412"            "011"          "02331"         "021112" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>            "011"          "02322"            "011"          "02323"            "013" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>          "02122"            "011"          "02321"            "011"            "013" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>          "02324"          "02321"            "011"          "02324"          "02321" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"          "02321"          "02212"         "021122"            "011" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>          "02122"          "02321"          "02412"            "011"          "02411" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>            "011"          "02122"          "02331"            "011"            "011" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>          "02322"          "02122"            "011"          "02321"            "011" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>            "011"          "02324"          "02323"          "02324"            "011" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"            "011"          "02122"          "02412"          "02321" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>            "011"          "02321"            "013"            "011"            "011" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"          "02411"          "01222"            "011"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>          "02331"          "02331"          "02212"          "02311"            "011" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>          "02322"          "02122"          "02212"            "011"          "02122" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>          "02331"          "02122"            "011"          "02324"          "02122" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>            "013"          "02321"            "011"          "02324"          "02122" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>          "02324"            "011"            "011"         "021122"          "02323" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>          "02122"          "02321"          "02331"          "02411"          "02323" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>          "02331"          "02331"          "02321"          "02331"          "02324" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>            "011"          "02122"            "011"          "02122"          "02324" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>          "02321"          "02323"          "02331"          "02322"          "02332" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>          "02412"          "02212"            "011"          "02322"          "02321" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>            "013"          "02412"          "02321"            "011"          "02411" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>          "02321"           "0121"            "011"          "02321"          "02122" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>          "02322"          "02331"            "011"          "02122"            "013" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>          "02322"          "02322"          "02332"          "02122"         "021111" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>            "011"          "02331"          "02321"          "02331"         "021123" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>          "02323"            "011"            "013"         "021123"            "011" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>            "011"            "011"          "02332"          "02122"          "02324" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>          "02322"          "02122"          "02323"            "013"          "02322" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>          "02122"          "02122"          "02212"          "02322"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>          "02323"          "02321"         "024223"          "02122"          "02323" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>         "021122"          "02122"          "02321"          "02122"          "02322" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>          "02331"          "01222"            "011"          "02122"            "011" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>            "011"            "011"          "02321"         "024223"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>            "011"          "01222"          "02331"          "02321"          "02321" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>          "02412"          "02331"          "02122"            "013"          "02323" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>          "02321"          "02323"          "02322"            "011"          "02324" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>          "02331"         "021112"          "02122"          "02412"         "024223" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>            "011"          "02322"            "011"            "011"          "02323" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>          "02323"          "01221"          "02331"          "02332"          "02332" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>            "011"          "02122"          "02322"            "011"          "02322" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"            "011"          "02412"          "02323"            "011" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>            "011"           "0121"            "011"            "011"          "02323" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>            "011"          "02323"          "02332"            "011"          "02323" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>          "02122"          "02322"          "02322"          "02331"            "011" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>          "02321"            "013"          "02331"          "02323"          "02122" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>          "01221"         "021211"          "02212"          "02212"          "02322" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>          "02323"          "02332"            "011"          "02323"         "022222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>          "02321"          "02122"          "02323"          "02321"          "02322" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>          "01222"          "02321"          "02322"            "011"          "02321" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>          "02322"          "02324"          "02122"          "02322"         "024223" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>          "02412"         "021112"            "013"          "02323"          "02321" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>          "02412"          "02321"            "011"            "011"          "02322" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>          "02321"          "02122"          "02324"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"          "02322"          "02324"          "02212"            "013" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>            "011"            "013"            "011"          "02324"            "013" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>            "013"          "02412"          "02324"            "011"            "011" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>          "02122"            "013"            "011"            "011"          "02332" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"          "02322"          "02321"         "021211" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>           "0123"            "011"          "02212"            "011"          "02323" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>            "011"          "02412"          "02311"         "021112"          "02322" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>          "02122"          "02324"            "011"          "02324"          "02412" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>            "011"          "02322"          "02322"            "011"          "02331" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>          "02332"            "011"            "011"          "02412"          "02332" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>          "02321"          "02212"            "011"            "011"          "02331" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"          "02332"          "02331"          "02324"            "011" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>            "011"           "0121"          "02324"          "02332"          "02321" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>            "011"         "021112"            "011"          "02322"            "011" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>          "02324"          "02323"          "02324"          "02331"          "01221" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>            "013"          "02322"          "02212"         "021112"          "02323" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>          "02122"            "013"           "0213"            "011"          "02323" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>          "02331"          "02423"          "02321"         "021112"          "02122" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>          "02412"          "02323"         "021112"          "02324"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>          "02324"            "011"            "011"           "0121"          "02321" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>          "02412"          "02321"            "011"            "011"            "013" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>            "011"            "011"           "0213"          "02212"          "02331" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>         "024223"            "011"            "011"          "02324"         "024223" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>          "02323"            "011"          "02122"          "02122"         "022222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>          "02322"          "02412"            "011"            "011"            "011" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>            "011"          "02321"          "02322"            "011"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>          "02332"          "02322"          "02122"          "02122"            "011" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>            "011"            "011"          "01222"         "024222"            "013" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>          "02332"            "011"            "011"            "011"          "02324" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>          "02321"          "01222"            "011"            "011"            "011" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>           "0121"            "011"          "02212"          "02433"            "011" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>          "02321"            "013"          "02323"            "011"          "02322" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>         "024223"            "011"            "011"          "02322"            "011" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>            "011"          "02323"          "02212"          "02323"          "02324" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>            "011"          "02331"          "02324"          "02323"          "02332" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>            "011"          "02411"            "011"          "02324"            "011" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>          "02323"          "02321"          "02323"          "02323"            "013" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>          "02322"            "011"          "02412"          "02323"          "02332" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>          "02332"          "02331"            "011"            "011"          "02322" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>          "02323"          "02212"          "02331"          "02122"            "013" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>          "02321"          "02412"          "02412"          "02332"          "02321" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>         "024223"          "02322"            "011"          "02321"            "011" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>         "021122"           "0121"          "02321"            "011"          "02423" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>            "011"            "011"          "02311"          "02331"          "02321" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>          "02122"            "011"          "02122"          "02122"          "02323" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>          "02331"          "02321"         "021112"            "013"          "02322" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"          "02323"            "013"          "02321"          "01222" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>          "02412"          "02331"            "011"          "02331"          "02321" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>          "02412"          "02331"            "013"          "02322"          "02321" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"            "011"          "02332"            "011"          "02322" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>          "02322"            "011"          "02324"            "011"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>          "01222"           "0213"          "02323"          "02331"          "02331" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>           "0121"          "02323"          "02321"          "02324"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>            "011"            "011"            "011"            "011"         "024223" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>            "011"          "02332"          "02321"            "011"          "02331" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>            "011"            "011"            "013"          "02324"          "02321" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>            "011"         "024223"         "021112"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>          "02332"          "02331"            "011"         "021122"          "02321" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>            "011"          "02322"          "02321"          "02332"          "02324" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"          "02122"            "011"          "02412"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>            "011"          "02332"            "011"          "02423"            "013" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>            "011"            "013"          "02323"            "011"          "02321" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>            "011"          "02212"            "011"          "02412"            "011" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>          "02323"          "02322"          "02313"          "02122"          "02122" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"          "02324"            "011"          "02321"          "02122" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>            "013"            "013"          "02322"          "02332"          "02323" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>          "02324"          "02332"          "02331"            "011"          "02332" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>          "02321"         "024222"          "01222"         "021112"          "02324" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>           "0213"          "02122"          "02321"            "013"          "02321" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>          "02412"            "011"          "02332"          "02324"          "02322" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>          "02332"          "02212"          "02331"          "02331"         "024223" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>          "02412"            "011"          "02322"            "011"          "02322" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>          "02324"         "024223"          "02212"            "013"          "02322" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>          "02322"          "02324"            "011"          "02322"          "02323" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"            "011"          "02322"          "02332"           "0121" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>            "011"          "02122"            "013"            "011"          "02324" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>            "013"          "02324"         "024223"         "024223"            "011" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>          "02423"           "0123"            "011"          "02212"          "02323" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>          "02122"            "013"          "02321"           "0121"          "02122" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>          "02322"          "02321"          "02331"          "02321"          "02321" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>          "02321"          "02212"          "02323"          "02212"          "02321" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>          "02324"            "011"            "011"           "0121"          "02122" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>          "02321"          "02321"         "021213"         "021211"            "011" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>          "02122"          "02122"         "021211"          "02122"          "02122" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>         "021212"         "024223"            "011"            "011"           "0121" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>          "02122"         "021211"            "013"          "02321"         "022114" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"            "011"           "0213"            "011"          "02323" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>           "0213"            "013"          "02323"           "0121"         "021211" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>         "021211"          "02234"          "02321"            "013"         "021213" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>            "011"            "011"          "02321"          "02122"          "02321" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>          "02321"            "011"           "0121"            "011"          "02423" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>          "02321"          "02321"          "02321"          "02122"            "011" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>          "02321"          "02323"          "02321"          "02212"          "02122" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>           "0121"            "011"          "02122"         "021211"          "02122" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>            "011"            "013"            "011"            "011"          "01222" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>            "011"            "011"           "0213"            "013"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>            "011"         "022112"         "023122"         "021122"          "02311" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"         "022111"          "02233"         "021122"         "022111" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>         "022111"            "011"         "021111"         "021112"         "023122" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>            "013"         "021112"         "022111"          "02311"            "011" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>          "02311"          "02311"          "01221"            "013"          "02311" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>         "021122"         "022111"         "023122"         "021122"           "0123" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>          "02411"            "011"         "022111"          "02322"          "02322" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"          "02423"         "022111"          "02411"         "021112" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>         "021112"            "013"          "02411"          "02311"          "02411" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"         "022113"          "02232"            "013"         "023122" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>            "011"         "021112"          "01221"            "013"         "022111" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>            "011"         "022112"            "011"         "021112"         "021122" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"         "022111"            "011"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>         "023122"          "01221"         "023122"          "02232"            "011" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>            "011"            "011"         "022111"           "0121"          "02411" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>            "011"            "011"         "022111"         "023122"         "023122" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>         "021112"         "021123"         "022111"          "02311"          "02411" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>            "011"          "02311"          "02213"         "022113"            "011" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>         "022111"          "02213"          "02311"         "022111"            "011" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"           "0213"         "021112"           "0121"          "02411" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>            "011"           "0121"         "023123"            "013"          "02311" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>          "02311"         "023122"            "013"         "021111"         "021122" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>            "011"         "021112"         "022111"         "021112"         "021122" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>            "011"          "02213"            "011"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>            "011"           "0213"         "021112"            "011"            "013" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>            "011"          "02311"          "02213"         "021112"           "0123" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>         "021111"           "0123"         "021122"          "02311"           "0123" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>          "02311"          "02213"          "02231"          "02412"            "011" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>          "02311"          "02411"          "02412"          "01221"         "021111" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>         "021111"         "022111"          "02212"         "023122"         "022222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>         "023122"          "02213"          "02213"          "02231"          "01221" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"         "022114"         "021123"            "011"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>         "022111"         "022111"          "02233"           "0213"          "02411" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>         "022111"            "011"          "02231"          "02311"           "0213" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>            "011"            "011"            "011"          "02311"         "023122" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>            "011"          "02232"         "021112"         "021112"         "023123" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>          "02311"         "023122"          "02233"         "023122"            "011" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>          "02412"            "011"         "023122"         "023122"          "02412" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"          "02311"         "023122"          "01221"         "022112" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>            "011"            "011"           "0123"            "011"         "023122" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>           "0121"            "011"          "02411"         "021112"          "02322" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>            "013"          "02232"           "0123"          "02311"          "02412" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>            "011"         "022114"          "02233"          "02411"           "0121" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>            "013"         "021122"          "02411"            "011"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>         "021112"          "02313"         "023123"            "011"         "022114" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>          "02311"           "0123"            "011"         "021112"         "022114" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"           "0123"          "02232"          "02311"         "022114" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>         "021111"          "02213"          "02232"          "02311"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"          "01221"         "021112"         "022112"         "022112" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>          "02311"          "02213"         "022114"            "011"            "011" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>          "02311"         "023122"            "011"         "022111"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"          "02311"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>         "022113"          "02213"          "02213"            "011"            "011" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>         "022112"         "024223"         "021122"            "011"          "01221" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>           "0121"          "01221"          "02311"          "02311"            "011" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>            "011"         "022114"          "02412"         "021112"            "011" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"            "011"          "02233"         "022111"         "021112" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"            "011"         "021112"         "022113" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>         "022111"          "02313"            "011"          "02411"          "01221" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>         "021121"          "01221"          "02311"          "02213"          "02322" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"         "022112"          "02313"          "02311"            "013" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>         "023122"           "0121"            "011"            "011"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>          "02411"            "011"         "021112"          "02311"         "022114" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>         "022113"         "022111"          "02322"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>          "02311"            "011"         "021111"            "011"          "02423" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>           "0121"            "011"         "021112"         "022112"         "023122" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"          "02311"          "02212"         "023122"         "021122" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>         "022111"          "02311"          "02234"          "02231"         "021112" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>            "013"         "021112"          "01221"          "02412"            "013" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>            "013"         "024223"         "022111"          "02311"          "02411" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>           "0123"          "02213"          "02311"          "02213"            "011" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>            "013"            "011"         "022111"          "01221"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>           "0123"         "023122"          "02423"          "02412"         "023122" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"            "013"            "011"            "013"            "011" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>         "022111"          "02213"         "022213"            "011"            "011" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>            "011"         "021112"            "011"            "011"            "011" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>            "011"          "01221"            "011"            "011"         "021123" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>          "02412"          "02232"            "011"         "022112"         "022112" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>          "01222"          "02411"          "02233"            "011"            "011" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"            "011"            "011"          "02412" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"           "0121"           "0123"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>           "0121"            "011"         "021111"          "02232"           "0121" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>         "022114"          "02212"         "022112"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>         "022113"          "02231"          "02232"         "021123"          "01221" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>            "011"            "011"            "013"            "011"           "0123" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"         "022112"           "0123"            "011"            "011" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>           "0123"          "02231"            "011"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>            "011"           "0123"            "011"          "02412"            "011" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>            "011"         "022112"            "011"            "011"            "011" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>         "021111"            "011"         "022112"           "0123"         "022113" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>         "022114"          "02233"            "011"            "013"         "021112" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>            "011"            "011"          "01222"            "011"         "022114" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"         "022112"            "013"          "02412"          "02423" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"          "02412"            "013"            "011"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"           "0123"          "02423"          "02313"            "011" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"           "0123"          "02231"         "022112"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>            "011"         "022111"         "022112"            "011"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>            "011"          "02231"          "02231"         "021111"          "02313" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>            "011"          "02231"          "02231"            "011"           "0121" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"            "013"           "0121"            "011"            "011" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"         "022111"         "022113"         "023121"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"            "011"         "022112"          "02213"            "011" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>            "011"            "011"         "023121"         "023121"            "011" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>           "0123"         "022111"          "02313"         "022113"            "011" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"            "011"          "02232"         "022112"         "022113" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>            "011"         "022112"         "022111"          "02423"            "011" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"         "022111"          "02311"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>            "013"         "022112"            "011"          "02411"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>            "011"          "02412"            "011"            "011"         "022113" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>         "022114"            "011"          "02233"          "02231"          "02311" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"          "02411"          "02412"            "011"         "022113" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>            "011"          "02213"          "02423"          "02313"         "022113" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>          "02313"            "011"          "02232"          "02411"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"          "01221"         "022112"            "011"            "011" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>           "0123"          "02313"            "011"          "02231"         "022113" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"          "02412"          "01221"            "013"            "011" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>          "01221"          "02232"          "01221"            "011"          "01221" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>           "0123"          "02412"           "0123"          "02311"          "02412" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>            "011"            "013"            "013"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>          "01221"            "013"         "022114"           "0123"            "011" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"          "02412"          "02233"         "021112"         "021122" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>            "011"          "02411"          "02212"            "011"            "011" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>          "02423"         "022111"            "011"          "02313"           "0123" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>          "02311"          "01221"            "011"           "0121"          "02423" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"         "021112"          "02423"          "02232"          "02423" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"            "011"            "011" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>         "022114"          "02313"          "02231"            "013"            "011" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"            "011"         "022112"            "011" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>          "01221"         "022111"            "013"            "011"         "021111" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>          "02411"            "011"            "011"          "02423"         "022112" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>          "02311"          "02313"          "02423"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"            "011"          "02231"            "011" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"           "0123"            "011"           "0123" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>            "011"            "011"            "011"         "022113"           "0213" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>            "011"            "011"          "02423"            "011"         "022112" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>          "02423"            "011"         "022112"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>          "02423"            "013"          "02311"          "02412"          "01222" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>           "0121"         "023121"         "022112"          "02231"           "0123" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"            "013"            "011"         "021122"            "011" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>            "011"          "02231"          "02313"            "011"            "011" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>            "011"          "02213"            "011"          "01221"         "021112" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"          "01222"          "02412"          "02412" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>            "013"         "022114"          "02232"          "01222"            "011" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"         "021123"         "021111"          "02412" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>            "011"           "0123"         "022112"          "02311"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>            "011"          "02231"          "02411"         "022112"            "013" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>          "02313"          "02231"           "0121"         "021111"         "022114" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>            "011"            "011"          "02232"         "022111"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>          "02313"           "0123"         "021112"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>            "011"          "02423"          "02423"         "022113"           "0123" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"          "02423"          "01222"            "011"            "011" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"            "011"            "011"            "011"            "011" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>            "013"            "011"            "011"            "011"          "01222" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>          "02411"          "01221"            "011"          "01221"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>            "013"          "02311"          "01221"            "011"          "02311" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>          "02311"            "013"            "013"         "021111"          "02411" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>            "011"            "011"         "023121"          "02411"         "021111" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>         "023121"          "02411"            "011"          "02411"         "021112" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"          "01221"           "0121"            "011"          "02423" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>          "02311"          "02412"          "01221"            "011"            "011" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>         "021111"         "021111"          "02423"         "021112"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>          "02412"            "011"          "01221"          "01221"           "0121" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>          "02411"            "011"          "02212"            "013"         "021112" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>            "013"          "02311"         "021112"         "021111"          "01221" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>          "02311"         "021111"            "011"          "02313"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>         "021111"            "011"            "013"         "021111"          "02411" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>         "021123"          "01221"            "013"         "021111"         "023121" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>           "0121"         "021111"          "02411"         "021112"            "011" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>          "01221"         "021111"          "02411"          "02411"          "01222" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>         "021112"          "02411"          "02411"            "011"         "023121" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>            "011"            "013"            "013"         "021112"            "013" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>            "011"         "023121"         "021111"           "0121"           "0121" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>          "02411"          "02411"         "023121"         "021112"            "011" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>          "02411"          "02423"         "021111"         "021111"           "0121" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>            "011"            "013"            "013"          "01221"         "021122" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>          "01221"            "011"         "021122"          "02411"         "021123" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>          "02411"          "01221"         "021111"            "013"          "02411" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>            "011"            "011"         "023121"          "02231"         "021111" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>         "022113"            "011"         "021111"         "023121"         "023121" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>           "0213"          "02411"            "011"          "02411"            "011" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>         "021111"           "0121"            "011"         "023121"         "021111" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>            "011"          "02233"            "011"         "021111"         "021111" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>          "01221"           "0121"          "02423"         "021112"          "02313" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>          "02411"            "011"            "011"           "0121"         "023121" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>         "021122"            "013"         "023121"          "01221"         "021111" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>          "02411"          "02311"            "011"         "023121"            "011" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>          "02411"            "013"          "02232"           "0121"            "011" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>          "02423"         "021111"            "011"            "011"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>         "021111"          "01221"          "02411"         "021111"         "021112" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>         "021122"         "023121"          "02411"          "02411"         "023121" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>          "02411"          "01221"         "021111"          "01221"          "02411" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>         "021112"          "02411"          "02411"            "011"           "0121" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>            "011"            "011"          "02233"          "02411"         "021111" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>          "02423"          "02423"            "011"         "021112"         "023121" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>            "011"          "02411"          "02411"          "02411"          "01221" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>          "02411"            "011"         "023121"         "021122"          "02411" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>         "023121"          "02423"            "011"            "013"           "0121" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>          "01221"            "011"          "01221"            "013"            "011" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>         "021111"            "011"           "0121"          "01222"         "021111" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>         "021111"          "02411"         "023121"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>         "021111"            "011"           "0121"         "021111"            "011" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>            "013"            "013"         "023121"         "021111"         "023121" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>         "021112"         "023121"          "01221"          "01222"           "0121" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>         "021123"            "011"          "01221"           "0121"         "021111" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>            "013"          "02411"         "021111"          "01221"           "0121" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>         "023121"          "02411"            "011"         "023123"            "013" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>           "0121"          "02411"         "021122"            "011"          "02411" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>          "02423"            "011"            "013"          "02423"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>          "02411"          "02411"         "021112"          "02412"         "021122" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>            "013"            "011"            "011"          "02411"          "02411" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>           "0121"          "02423"         "021111"          "02411"          "02411" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>          "01221"         "021111"          "02423"         "021123"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>            "011"            "013"           "0123"            "011"          "01221" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>         "021111"          "01221"            "011"          "02411"          "02411" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>         "021111"            "011"         "022113"           "0121"          "02411" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>            "011"         "021112"          "02411"           "0121"            "011" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>         "023121"            "011"            "011"          "02411"           "0123" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>         "023122"         "023121"            "011"          "01221"          "02411" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>         "021112"         "023121"            "013"           "0213"            "013" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>            "013"         "021122"          "02411"         "021111"         "023121" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>          "02411"            "011"         "021122"         "021111"          "01221" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>            "011"         "023121"            "011"          "02411"         "021111" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>          "02423"         "023121"          "02423"         "021111"           "0121" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>            "011"          "02411"         "021112"          "02423"            "011" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>            "013"         "023121"            "013"          "01221"         "021111" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>          "01221"           "0213"          "01221"          "02411"          "02411" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>         "021111"          "02423"          "02412"         "021111"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"           "0123"          "02423"           "0121"            "011" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>            "011"            "013"            "013"           "0123"            "011" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>          "02411"           "0121"          "02423"            "011"            "011" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>            "011"            "011"            "011"            "013"          "01221" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>            "011"            "011"           "0123"         "022112"           "0123" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>          "01221"            "011"         "021111"          "02313"          "01221" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>            "011"           "0121"            "011"           "0121"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>            "011"            "013"            "011"            "011"            "011" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>         "021111"            "011"           "0123"            "011"           "0121" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>            "011"         "022111"         "021111"         "021112"          "01221" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>            "013"            "011"           "0121"            "013"            "011" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"            "011"          "02233"         "023121"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>           "0121"          "02232"            "011"            "013"            "011" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>          "02411"           "0213"            "013"         "021112"          "02411" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>            "013"            "013"          "02411"            "011"            "011" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>           "0121"            "013"            "011"            "011"            "011" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>         "021111"            "011"          "01221"            "011"          "01221" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>            "011"           "0121"          "01221"            "011"            "011" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>            "011"            "011"          "02411"            "011"           "0121" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>            "011"            "011"          "01221"         "023121"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>         "021123"          "02411"           "0121"          "02232"          "02311" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>            "013"           "0123"            "013"            "011"            "013" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>         "023121"            "011"         "022111"            "011"            "011" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>            "011"           "0123"          "01221"            "013"            "013" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"          "02411"          "02213"            "011"            "011" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>            "011"           "0121"          "01221"            "011"          "02311" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>            "011"          "01221"           "0121"            "011"            "011" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>            "011"            "011"          "02311"           "0121"          "01221" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>          "02411"            "011"          "02232"           "0213"          "01221" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>            "011"         "021111"           "0123"            "011"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>           "0121"            "011"          "02233"            "011"            "011" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>            "011"          "02233"           "0121"           "0123"            "011" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>         "021111"           "0121"            "011"            "011"            "011" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>            "011"            "011"         "021111"         "023121"          "01221" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>            "011"            "011"            "011"            "011"            "011" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>            "013"            "013"            "011"         "023121"            "011" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>            "013"           "0121"         "021111"            "013"          "02311" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>         "023121"            "011"         "023121"            "011"            "011" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>            "011"           "0121"          "01221"          "01221"            "011" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>            "011"            "011"          "01221"           "0121"            "013" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>         "021111"            "011"            "011"            "011"         "022112" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>           "0123"           "0121"          "02411"         "021112"           "0121" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>            "011"            "011"            "013"           "0121"            "011" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>            "011"            "011"           "0121"          "02411"          "02411" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"          "02411"            "011"            "011"           "0121" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>            "011"           "0121"            "011"            "011"          "02423" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>            "011"            "011"         "021111"            "011"          "02411" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>            "011"            "013"            "011"           "0123"          "02411" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>         "022113"         "021112"         "022113"           "0121"           "0121" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>            "013"           "0123"           "0121"           "0121"            "011" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>            "013"            "011"          "01221"            "013"         "021111" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>            "011"            "011"           "0121"            "013"            "011" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"           "0121"            "013"            "011"          "02411" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>            "011"           "0121"            "013"          "02423"          "02122" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>           "0121"           "0121"            "011"            "011"         "023121" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>            "013"            "013"          "01221"            "013"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>           "0121"           "0123"            "011"            "011"            "011" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>          "02423"            "011"          "02234"         "023121"           "0123" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>            "011"            "013"            "011"          "02411"            "011" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>            "011"          "01221"          "02311"           "0121"           "0123" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>            "013"          "02232"            "013"          "01221"            "013" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"            "013"            "011"            "013"            "011" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>            "011"         "022111"           "0121"           "0121"            "011" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>          "02411"            "011"            "011"            "013"         "022113" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>            "013"            "011"           "0121"          "02411"            "011" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>         "021111"           "0121"           "0121"         "021122"            "011" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>         "021111"            "011"          "02232"            "013"           "0121" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>            "011"            "011"            "013"           "0121"            "011" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>            "011"            "011"           "0121"         "021112"            "011" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>           "0123"            "011"            "011"           "0123"         "022111" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>            "011"            "013"           "0123"          "02233"         "021111" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>            "011"            "011"           "0213"         "023121"            "011" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>          "02411"           "0121"            "011"            "011"            "011" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>            "013"          "01221"           "0123"            "013"          "02411" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"            "011"            "011"          "01221"            "013" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>         "023121"            "011"            "011"            "011"            "013" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>            "013"         "021212"         "021211"            "011"         "021213" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>         "021213"         "021211"         "021213"          "02122"           "0213" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>           "0121"          "02212"         "021212"         "021211"         "021212" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>         "021213"            "011"            "011"            "011"            "011" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>            "011"            "011"            "011"         "021213"            "011" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>            "011"            "011"            "011"         "022222"         "021212" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>            "011"         "021213"            "011"         "021212"         "021211" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>          "02122"            "011"          "02122"            "011"          "02433" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>         "021211"          "02122"         "021212"         "021212"         "022222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>            "011"            "011"         "021212"         "021211"            "011" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>            "011"         "021213"         "022222"         "021212"         "022222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>            "011"         "021211"            "011"            "011"            "011" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>            "011"         "021213"            "011"            "011"            "011" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>         "021211"         "021211"         "021212"            "011"            "011" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>         "021211"          "02412"         "021212"            "011"         "021213" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>         "021212"         "021211"         "021211"          "02433"         "021211" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>            "011"         "021211"          "02122"            "011"            "011" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>         "021211"            "011"          "02122"         "021211"         "021212" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>          "02322"         "021212"            "011"            "011"            "011" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>         "021213"         "021212"         "021213"         "022222"            "011" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>            "011"          "02122"          "02433"           "0213"         "021211" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>           "0213"            "011"          "02122"            "011"            "011" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>           "0213"           "0121"         "021211"          "02122"         "021212" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>           "0213"         "021211"         "022222"            "011"         "021212" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>         "021211"           "0213"         "021212"         "021213"         "021212" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>            "011"         "021211"         "021211"         "021212"            "011" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>           "0213"         "021212"           "0213"         "021212"            "011" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>            "011"            "011"         "021212"           "0213"            "011" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>           "0213"            "011"          "01222"            "011"           "0213" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>            "011"            "011"         "021211"           "0213"          "02122" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>            "011"         "021211"         "021213"            "011"           "0213" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>         "021211"            "011"         "021213"         "021212"         "021112" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>            "011"          "02212"         "021212"            "011"         "021212" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>            "013"          "02122"         "021212"            "011"            "011" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>         "021211"         "021211"            "011"          "02122"            "011" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>           "0213"            "011"            "011"           "0213"         "021212" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>            "011"         "021211"         "022222"         "021213"            "011" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>            "011"          "02433"            "011"           "0213"            "011" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>         "021213"         "021213"            "011"          "02433"          "02433" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>         "022222"            "011"         "021213"            "011"            "011" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>            "011"         "021213"            "011"         "021212"         "024223" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>            "011"            "011"            "011"            "011"            "013" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>            "011"            "011"          "02122"          "02122"         "021213" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>         "021112"            "013"            "011"          "02433"            "011" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>          "02433"           "0213"          "02433"         "021212"         "021212" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>         "021212"            "011"            "011"            "011"            "011" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>            "011"         "021213"           "0213"         "021213"           "0121" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>         "021213"         "021211"            "011"            "011"         "021212" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>         "021212"          "02433"         "021211"         "021211"            "011" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>         "022222"            "011"          "02122"           "0213"          "02433" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>            "011"          "02433"            "011"            "011"          "02122" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>            "011"            "011"            "011"         "021212"         "022222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>            "011"           "0213"            "011"           "0121"          "02421" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>            "011"         "021212"            "011"         "021211"         "021213" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>            "013"         "021212"          "02122"            "011"            "011" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>         "021212"            "011"         "021212"            "011"          "02433" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>         "021213"         "021212"            "011"         "021212"            "011" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>            "011"            "011"         "021212"            "011"         "022222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>         "021211"            "011"            "011"            "011"          "02122" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>         "021212"         "022222"            "011"         "021211"            "011" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>            "011"         "021212"         "021212"            "011"            "011" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>          "02433"         "021213"         "021211"         "021211"            "011" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>          "02412"         "021212"         "021212"         "021212"            "011" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>          "02122"           "0121"         "021212"          "02122"            "013" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>            "011"            "011"          "02122"            "011"            "011" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>            "011"          "02433"         "021211"         "024223"            "011" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>         "021211"         "021112"           "0213"          "02122"            "011" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>            "011"         "021212"         "022222"         "021212"            "011" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>         "021211"         "021211"          "02122"            "011"           "0121" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>            "011"            "011"            "011"         "021211"          "02433" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>            "011"            "011"         "021213"            "011"            "011" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>            "011"          "02122"         "021212"         "021213"            "011" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>         "021211"           "0213"         "021213"            "011"           "0213" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>         "021212"            "011"         "021212"            "011"            "011" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>           "0213"          "02433"         "021213"         "021213"         "021212" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>         "022221"          "02432"            "011"           "0121"         "024221" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>         "024222"            "011"         "021121"         "021121"         "021111" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>          "02432"            "011"            "011"          "02223"         "022213" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>         "022221"          "02223"         "022211"         "024222"         "024221" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>          "02432"            "011"          "02431"         "022212"          "02432" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>          "02432"         "022223"          "02432"            "011"            "011" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>         "022211"         "024221"          "02421"          "02421"            "011" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>         "022224"            "011"            "011"            "011"          "02313" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>         "024221"            "011"          "02223"          "02431"          "02432" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>          "02432"         "021123"            "011"          "02432"         "021121" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>         "022221"         "022212"         "021123"            "011"            "013" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>         "022213"          "02431"            "011"          "02432"         "022211" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>         "022213"          "02432"         "022224"         "022213"          "02412" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>          "02412"         "021121"          "02432"            "011"         "021121" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>            "011"         "024222"          "02431"            "011"          "02421" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>            "011"            "013"          "02421"          "02432"          "02313" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>            "011"          "02432"          "02223"            "011"            "011" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>            "011"            "011"         "022223"            "011"         "022212" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>          "02431"          "02213"         "022221"          "02421"          "02432" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>          "02431"          "02421"          "02432"         "024221"          "02431" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>         "022213"          "02223"         "021121"          "02421"            "013" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>          "02431"          "02431"         "021121"          "02431"          "02313" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>            "011"         "024222"          "02421"          "02421"            "011" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>          "02431"            "011"         "024221"         "024221"         "022224" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>          "02421"          "02432"          "02432"          "02421"         "022213" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>            "013"          "02421"           "0213"          "02421"         "022223" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>            "013"         "022213"            "011"          "02223"            "011" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>          "02431"          "02421"         "022211"          "02421"         "021112" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>         "022212"          "02421"         "024222"         "022213"          "02432" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>         "022213"          "02431"         "021112"         "022211"         "024221" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>          "02432"         "022212"         "022211"         "021121"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>         "021123"           "0213"         "021121"            "011"            "011" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"         "024221"            "011"         "024221"            "011" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>         "021121"          "02421"         "022224"         "024222"          "02421" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>         "021121"         "022211"          "02421"         "022211"         "022224" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>            "011"         "024221"          "02421"          "02431"          "02432" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>         "022223"            "011"          "02421"          "02421"            "011" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>         "022221"         "022211"         "024221"            "011"            "013" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>          "02432"          "02432"            "011"          "02421"          "02421" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>          "02431"          "02432"         "021121"            "011"         "022212" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>         "022224"          "02421"         "022213"            "011"          "02433" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>          "02431"          "02432"         "024221"          "02431"          "02431" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>          "02432"         "022223"         "022211"            "011"          "02412" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>         "024221"           "0123"         "022212"         "022211"            "011" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>         "024222"            "013"         "022221"          "02223"            "011" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"          "02421"         "021121"          "02421"         "022224" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>         "024221"          "02421"          "02421"          "02421"         "021121" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>         "022212"         "022213"         "021123"          "02421"            "011" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>         "021121"          "02213"          "02421"          "02432"         "023123" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>         "022211"            "011"           "0213"         "022221"         "022212" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>         "022213"          "02433"          "02432"            "011"          "02432" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>         "021121"            "011"         "021121"         "022223"            "011" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>         "022221"           "0213"         "022221"            "011"         "022211" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>         "021121"          "02431"          "02421"            "011"         "022223" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>            "011"            "011"          "02223"         "022212"            "011" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"            "011"            "011"         "022224"          "02421" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>         "022221"          "02431"          "02431"          "02421"         "022212" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"         "022212"          "02431"         "022223" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>          "02431"          "02223"          "02432"            "011"         "022213" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>            "011"          "02432"          "02431"         "024221"         "021121" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>         "022212"          "02421"            "011"         "021121"         "022213" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>         "022211"         "022212"          "02432"            "011"         "022221" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>          "02431"            "013"         "022213"         "023123"         "024222" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>         "022223"          "02223"            "011"         "021121"         "024221" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>          "02431"         "021121"          "02432"          "02431"         "024222" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>          "02432"          "02431"         "022213"         "024222"          "02432" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>         "022213"         "022221"            "011"            "011"         "022211" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>         "022224"            "013"          "02412"          "02421"         "021121" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>         "024222"         "022211"          "02431"          "02421"            "013" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"         "024221"          "02421"          "02431"         "022213" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>            "011"            "011"          "02412"         "022212"            "011" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>          "02432"            "011"         "022212"            "011"         "024221" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>         "022223"         "022212"         "022224"            "011"         "022221" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>            "011"            "011"            "011"            "011"            "011" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>          "02421"         "022211"          "02431"          "02421"          "02432" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>            "011"         "021121"         "024222"         "022221"         "021121" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"         "021123"            "011"         "022212"         "022212" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>         "024222"            "011"            "011"            "011"         "024221" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>            "013"         "022213"          "02432"            "011"            "011" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"         "022224"         "022221"          "02432"          "02432" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>          "02432"            "011"         "021121"         "022221"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>         "021123"            "011"            "011"         "023123"          "02432" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>            "011"         "022212"          "02431"            "011"         "022223" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>         "022223"            "011"         "022211"         "024221"         "021121" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>         "022211"         "022213"         "022213"            "011"         "022212" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>            "013"            "011"            "011"            "011"          "02313" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>          "02421"         "023123"           "0213"          "02313"          "02431" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>          "02421"         "021123"         "022224"            "011"         "024221" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>         "022212"         "024221"          "02431"         "022223"         "021121" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>         "022212"            "013"         "022212"          "02412"           "0213" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>           "0123"         "022223"         "022223"          "02431"            "011" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>            "011"          "02432"          "02431"         "022221"          "01222" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>          "02432"         "023123"          "01222"         "021121"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>          "02421"            "011"            "013"          "02431"         "022213" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>            "011"          "02432"            "011"          "02431"          "02432" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>          "02431"            "011"         "024221"            "011"            "011" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>          "02421"            "011"         "024221"          "02421"            "011" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>          "02421"            "011"          "02431"            "011"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>          "02431"         "022212"          "02421"         "021121"          "02431" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>         "022213"         "021121"           "0123"         "024221"         "022213" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>         "022211"            "011"         "022221"         "022221"            "011" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>         "022213"         "022213"         "021121"          "02223"         "022223" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>          "02421"          "02421"         "021121"          "02431"         "021121" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>            "011"         "021123"          "02223"            "011"          "02431" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>         "022213"         "024222"            "011"         "024221"          "02431" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>         "022211"         "022221"          "02432"         "022213"         "024222" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>         "022213"          "02431"          "02213"         "021123"           "0213" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>            "011"          "02223"         "022221"          "02431"         "022221" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>            "011"          "02431"         "022224"         "022213"           "0123" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>         "022224"            "011"          "02432"          "02431"            "013" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>            "011"          "02213"         "022221"         "021123"          "02421" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>            "013"          "02432"          "02431"            "013"         "022213" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"          "02431"          "02432"            "011" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"            "011"          "02431"            "011"         "022213" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>         "022211"            "011"            "011"            "011"         "022211" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>            "011"         "022221"          "02421"          "02213"         "022211" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>          "02432"            "011"           "0121"            "011"         "023123" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>          "02432"          "02431"         "022221"         "024222"          "02431" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>          "02431"          "02212"         "024221"            "011"         "023123" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>         "022223"         "024221"            "011"          "02431"         "022223" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>         "024222"            "011"          "02432"         "022211"            "011" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>          "02421"         "022213"          "02431"           "0213"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>            "011"          "02431"           "0121"          "02431"         "022223" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>         "024222"            "013"         "022224"          "02432"         "022212" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>         "022224"         "023123"          "02432"         "021121"            "011" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>         "022223"          "02432"          "02431"         "022213"         "024221" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>            "011"         "022211"            "011"         "021123"         "022212" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>         "022211"            "011"         "024221"         "021121"         "024222" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>         "021121"            "011"          "02213"            "011"         "022211" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>         "021123"          "02421"          "02431"          "02223"            "011" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>          "02432"         "022212"            "011"         "022211"         "021123" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>         "022221"         "022221"            "011"         "024221"            "011" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>          "02421"          "02432"         "024221"         "022212"         "024222" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>         "022213"            "011"            "011"            "011"          "02421" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>         "021123"          "02432"         "022211"         "022221"          "02431" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>         "022221"         "022211"          "02431"         "024222"           "0121" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>         "022212"         "021121"          "02412"         "022221"            "011" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>          "01222"          "02421"            "011"          "02421"          "02412" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>         "024222"         "021121"          "02223"         "022211"            "011" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>         "024222"         "022212"         "022213"         "022224"            "011" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>          "02431"          "02431"          "02432"         "021123"         "022221" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>         "022221"         "022221"         "022211"          "02431"          "02432" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>         "022224"         "022212"          "02432"          "02432"         "022221" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>          "02421"            "011"          "02421"         "021121"          "02421" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>         "022212"         "021123"            "011"           "0123"         "022211" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>            "011"            "011"            "013"         "022223"         "022221" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>          "02431"          "02432"         "022212"          "02421"          "02421" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>         "022212"          "02431"          "02421"          "02313"            "011" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>         "022212"         "022211"            "011"         "024222"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>          "02431"         "021112"         "021112"         "024222"            "011" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>            "011"         "024221"         "022211"            "011"            "011" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>          "02432"         "023123"         "024221"          "02223"            "013" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"          "02431"         "024222"            "011"          "02432" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>         "024221"          "02432"            "011"          "02432"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 623))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>            "011"            "011"            "011"            "011"            "013" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>           "0121"          "02122"          "02122"          "02212"          "02324" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>          "02122"          "02322"          "02322"          "02321"          "02323" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"          "02411"          "01221"          "02122" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>            "011"            "011"            "011"         "021213"          "02412" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>          "02322"          "02321"           "0213"          "02212"            "011" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>          "02321"            "011"            "011"          "02321"          "02412" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>            "011"          "02212"          "02324"          "02322"           "0233" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>          "02122"          "01221"          "02323"          "02122"          "02412" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>            "011"          "02321"          "02323"          "02212"            "011" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>           "0233"          "02321"          "02323"           "0233"          "02412" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>           "0233"          "02323"          "02323"          "02322"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>         "024223"            "013"            "013"            "011"            "011" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>         "021211"          "02321"            "013"          "02122"          "02322" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>          "02322"           "0233"            "011"          "02324"          "02412" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>            "013"           "0233"         "021211"          "02412"           "0233" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>          "02324"            "011"            "011"          "02324"          "02122" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>            "011"          "02412"            "011"           "0233"         "021112" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>            "011"          "02322"            "011"          "02323"            "013" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>          "02122"            "011"          "02321"            "011"            "013" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>          "02324"          "02321"            "011"          "02324"          "02321" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"          "02321"          "02212"         "021122"            "011" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>          "02122"          "02321"          "02412"            "011"          "02411" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>            "011"          "02122"           "0233"            "011"            "011" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>          "02322"          "02122"            "011"          "02321"            "011" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>            "011"          "02324"          "02323"          "02324"            "011" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"            "011"          "02122"          "02412"          "02321" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>            "011"          "02321"            "013"            "011"            "011" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"          "02411"          "01222"            "011"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>           "0233"           "0233"          "02212"          "02311"            "011" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>          "02322"          "02122"          "02212"            "011"          "02122" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>           "0233"          "02122"            "011"          "02324"          "02122" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>            "013"          "02321"            "011"          "02324"          "02122" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>          "02324"            "011"            "011"         "021122"          "02323" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>          "02122"          "02321"           "0233"          "02411"          "02323" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>           "0233"           "0233"          "02321"           "0233"          "02324" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>            "011"          "02122"            "011"          "02122"          "02324" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>          "02321"          "02323"           "0233"          "02322"           "0233" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>          "02412"          "02212"            "011"          "02322"          "02321" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>            "013"          "02412"          "02321"            "011"          "02411" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>          "02321"           "0121"            "011"          "02321"          "02122" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>          "02322"           "0233"            "011"          "02122"            "013" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>          "02322"          "02322"           "0233"          "02122"         "021111" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>            "011"           "0233"          "02321"           "0233"         "021123" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>          "02323"            "011"            "013"         "021123"            "011" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>            "011"            "011"           "0233"          "02122"          "02324" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>          "02322"          "02122"          "02323"            "013"          "02322" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>          "02122"          "02122"          "02212"          "02322"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>          "02323"          "02321"         "024223"          "02122"          "02323" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>         "021122"          "02122"          "02321"          "02122"          "02322" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>           "0233"          "01222"            "011"          "02122"            "011" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>            "011"            "011"          "02321"         "024223"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>            "011"          "01222"           "0233"          "02321"          "02321" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>          "02412"           "0233"          "02122"            "013"          "02323" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>          "02321"          "02323"          "02322"            "011"          "02324" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>           "0233"         "021112"          "02122"          "02412"         "024223" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>            "011"          "02322"            "011"            "011"          "02323" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>          "02323"          "01221"           "0233"           "0233"           "0233" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>            "011"          "02122"          "02322"            "011"          "02322" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"            "011"          "02412"          "02323"            "011" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>            "011"           "0121"            "011"            "011"          "02323" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>            "011"          "02323"           "0233"            "011"          "02323" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>          "02122"          "02322"          "02322"           "0233"            "011" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>          "02321"            "013"           "0233"          "02323"          "02122" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>          "01221"         "021211"          "02212"          "02212"          "02322" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>          "02323"           "0233"            "011"          "02323"         "022222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>          "02321"          "02122"          "02323"          "02321"          "02322" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>          "01222"          "02321"          "02322"            "011"          "02321" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>          "02322"          "02324"          "02122"          "02322"         "024223" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>          "02412"         "021112"            "013"          "02323"          "02321" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>          "02412"          "02321"            "011"            "011"          "02322" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>          "02321"          "02122"          "02324"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"          "02322"          "02324"          "02212"            "013" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>            "011"            "013"            "011"          "02324"            "013" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>            "013"          "02412"          "02324"            "011"            "011" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>          "02122"            "013"            "011"            "011"           "0233" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"          "02322"          "02321"         "021211" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>           "0123"            "011"          "02212"            "011"          "02323" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>            "011"          "02412"          "02311"         "021112"          "02322" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>          "02122"          "02324"            "011"          "02324"          "02412" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>            "011"          "02322"          "02322"            "011"           "0233" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>           "0233"            "011"            "011"          "02412"           "0233" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>          "02321"          "02212"            "011"            "011"           "0233" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"           "0233"           "0233"          "02324"            "011" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>            "011"           "0121"          "02324"           "0233"          "02321" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>            "011"         "021112"            "011"          "02322"            "011" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>          "02324"          "02323"          "02324"           "0233"          "01221" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>            "013"          "02322"          "02212"         "021112"          "02323" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>          "02122"            "013"           "0213"            "011"          "02323" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>           "0233"          "02423"          "02321"         "021112"          "02122" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>          "02412"          "02323"         "021112"          "02324"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>          "02324"            "011"            "011"           "0121"          "02321" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>          "02412"          "02321"            "011"            "011"            "013" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>            "011"            "011"           "0213"          "02212"           "0233" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>         "024223"            "011"            "011"          "02324"         "024223" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>          "02323"            "011"          "02122"          "02122"         "022222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>          "02322"          "02412"            "011"            "011"            "011" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>            "011"          "02321"          "02322"            "011"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>           "0233"          "02322"          "02122"          "02122"            "011" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>            "011"            "011"          "01222"         "024222"            "013" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>           "0233"            "011"            "011"            "011"          "02324" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>          "02321"          "01222"            "011"            "011"            "011" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>           "0121"            "011"          "02212"          "02433"            "011" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>          "02321"            "013"          "02323"            "011"          "02322" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>         "024223"            "011"            "011"          "02322"            "011" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>            "011"          "02323"          "02212"          "02323"          "02324" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>            "011"           "0233"          "02324"          "02323"           "0233" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>            "011"          "02411"            "011"          "02324"            "011" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>          "02323"          "02321"          "02323"          "02323"            "013" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>          "02322"            "011"          "02412"          "02323"           "0233" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>           "0233"           "0233"            "011"            "011"          "02322" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>          "02323"          "02212"           "0233"          "02122"            "013" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>          "02321"          "02412"          "02412"           "0233"          "02321" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>         "024223"          "02322"            "011"          "02321"            "011" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>         "021122"           "0121"          "02321"            "011"          "02423" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>            "011"            "011"          "02311"           "0233"          "02321" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>          "02122"            "011"          "02122"          "02122"          "02323" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>           "0233"          "02321"         "021112"            "013"          "02322" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"          "02323"            "013"          "02321"          "01222" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>          "02412"           "0233"            "011"           "0233"          "02321" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>          "02412"           "0233"            "013"          "02322"          "02321" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"            "011"           "0233"            "011"          "02322" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>          "02322"            "011"          "02324"            "011"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>          "01222"           "0213"          "02323"           "0233"           "0233" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>           "0121"          "02323"          "02321"          "02324"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>            "011"            "011"            "011"            "011"         "024223" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>            "011"           "0233"          "02321"            "011"           "0233" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>            "011"            "011"            "013"          "02324"          "02321" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>            "011"         "024223"         "021112"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>           "0233"           "0233"            "011"         "021122"          "02321" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>            "011"          "02322"          "02321"           "0233"          "02324" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"          "02122"            "011"          "02412"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>            "011"           "0233"            "011"          "02423"            "013" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>            "011"            "013"          "02323"            "011"          "02321" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>            "011"          "02212"            "011"          "02412"            "011" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>          "02323"          "02322"          "02313"          "02122"          "02122" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"          "02324"            "011"          "02321"          "02122" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>            "013"            "013"          "02322"           "0233"          "02323" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>          "02324"           "0233"           "0233"            "011"           "0233" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>          "02321"         "024222"          "01222"         "021112"          "02324" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>           "0213"          "02122"          "02321"            "013"          "02321" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>          "02412"            "011"           "0233"          "02324"          "02322" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>           "0233"          "02212"           "0233"           "0233"         "024223" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>          "02412"            "011"          "02322"            "011"          "02322" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>          "02324"         "024223"          "02212"            "013"          "02322" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>          "02322"          "02324"            "011"          "02322"          "02323" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"            "011"          "02322"           "0233"           "0121" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>            "011"          "02122"            "013"            "011"          "02324" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>            "013"          "02324"         "024223"         "024223"            "011" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>          "02423"           "0123"            "011"          "02212"          "02323" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>          "02122"            "013"          "02321"           "0121"          "02122" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>          "02322"          "02321"           "0233"          "02321"          "02321" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>          "02321"          "02212"          "02323"          "02212"          "02321" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>          "02324"            "011"            "011"           "0121"          "02122" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>          "02321"          "02321"         "021213"         "021211"            "011" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>          "02122"          "02122"         "021211"          "02122"          "02122" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>         "021212"         "024223"            "011"            "011"           "0121" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>          "02122"         "021211"            "013"          "02321"         "022114" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"            "011"           "0213"            "011"          "02323" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>           "0213"            "013"          "02323"           "0121"         "021211" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>         "021211"          "02234"          "02321"            "013"         "021213" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>            "011"            "011"          "02321"          "02122"          "02321" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>          "02321"            "011"           "0121"            "011"          "02423" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>          "02321"          "02321"          "02321"          "02122"            "011" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>          "02321"          "02323"          "02321"          "02212"          "02122" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>           "0121"            "011"          "02122"         "021211"          "02122" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>            "011"            "013"            "011"            "011"          "01222" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>            "011"            "011"           "0213"            "013"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>            "011"         "022112"         "023122"         "021122"          "02311" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"         "022111"          "02233"         "021122"         "022111" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>         "022111"            "011"         "021111"         "021112"         "023122" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>            "013"         "021112"         "022111"          "02311"            "011" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>          "02311"          "02311"          "01221"            "013"          "02311" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>         "021122"         "022111"         "023122"         "021122"           "0123" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>          "02411"            "011"         "022111"          "02322"          "02322" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"          "02423"         "022111"          "02411"         "021112" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>         "021112"            "013"          "02411"          "02311"          "02411" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"         "022113"          "02232"            "013"         "023122" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>            "011"         "021112"          "01221"            "013"         "022111" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>            "011"         "022112"            "011"         "021112"         "021122" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"         "022111"            "011"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>         "023122"          "01221"         "023122"          "02232"            "011" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>            "011"            "011"         "022111"           "0121"          "02411" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>            "011"            "011"         "022111"         "023122"         "023122" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>         "021112"         "021123"         "022111"          "02311"          "02411" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>            "011"          "02311"          "02213"         "022113"            "011" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>         "022111"          "02213"          "02311"         "022111"            "011" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"           "0213"         "021112"           "0121"          "02411" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>            "011"           "0121"         "023123"            "013"          "02311" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>          "02311"         "023122"            "013"         "021111"         "021122" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>            "011"         "021112"         "022111"         "021112"         "021122" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>            "011"          "02213"            "011"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>            "011"           "0213"         "021112"            "011"            "013" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>            "011"          "02311"          "02213"         "021112"           "0123" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>         "021111"           "0123"         "021122"          "02311"           "0123" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>          "02311"          "02213"          "02231"          "02412"            "011" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>          "02311"          "02411"          "02412"          "01221"         "021111" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>         "021111"         "022111"          "02212"         "023122"         "022222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>         "023122"          "02213"          "02213"          "02231"          "01221" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"         "022114"         "021123"            "011"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>         "022111"         "022111"          "02233"           "0213"          "02411" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>         "022111"            "011"          "02231"          "02311"           "0213" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>            "011"            "011"            "011"          "02311"         "023122" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>            "011"          "02232"         "021112"         "021112"         "023123" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>          "02311"         "023122"          "02233"         "023122"            "011" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>          "02412"            "011"         "023122"         "023122"          "02412" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"          "02311"         "023122"          "01221"         "022112" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>            "011"            "011"           "0123"            "011"         "023122" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>           "0121"            "011"          "02411"         "021112"          "02322" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>            "013"          "02232"           "0123"          "02311"          "02412" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>            "011"         "022114"          "02233"          "02411"           "0121" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>            "013"         "021122"          "02411"            "011"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>         "021112"          "02313"         "023123"            "011"         "022114" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>          "02311"           "0123"            "011"         "021112"         "022114" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"           "0123"          "02232"          "02311"         "022114" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>         "021111"          "02213"          "02232"          "02311"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"          "01221"         "021112"         "022112"         "022112" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>          "02311"          "02213"         "022114"            "011"            "011" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>          "02311"         "023122"            "011"         "022111"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"          "02311"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>         "022113"          "02213"          "02213"            "011"            "011" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>         "022112"         "024223"         "021122"            "011"          "01221" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>           "0121"          "01221"          "02311"          "02311"            "011" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>            "011"         "022114"          "02412"         "021112"            "011" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"            "011"          "02233"         "022111"         "021112" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"            "011"         "021112"         "022113" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>         "022111"          "02313"            "011"          "02411"          "01221" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>         "021121"          "01221"          "02311"          "02213"          "02322" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"         "022112"          "02313"          "02311"            "013" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>         "023122"           "0121"            "011"            "011"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>          "02411"            "011"         "021112"          "02311"         "022114" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>         "022113"         "022111"          "02322"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>          "02311"            "011"         "021111"            "011"          "02423" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>           "0121"            "011"         "021112"         "022112"         "023122" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"          "02311"          "02212"         "023122"         "021122" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>         "022111"          "02311"          "02234"          "02231"         "021112" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>            "013"         "021112"          "01221"          "02412"            "013" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>            "013"         "024223"         "022111"          "02311"          "02411" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>           "0123"          "02213"          "02311"          "02213"            "011" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>            "013"            "011"         "022111"          "01221"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>           "0123"         "023122"          "02423"          "02412"         "023122" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"            "013"            "011"            "013"            "011" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>         "022111"          "02213"         "022213"            "011"            "011" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>            "011"         "021112"            "011"            "011"            "011" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>            "011"          "01221"            "011"            "011"         "021123" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>          "02412"          "02232"            "011"         "022112"         "022112" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>          "01222"          "02411"          "02233"            "011"            "011" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"            "011"            "011"          "02412" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"           "0121"           "0123"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>           "0121"            "011"         "021111"          "02232"           "0121" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>         "022114"          "02212"         "022112"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>         "022113"          "02231"          "02232"         "021123"          "01221" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>            "011"            "011"            "013"            "011"           "0123" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"         "022112"           "0123"            "011"            "011" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>           "0123"          "02231"            "011"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>            "011"           "0123"            "011"          "02412"            "011" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>            "011"         "022112"            "011"            "011"            "011" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>         "021111"            "011"         "022112"           "0123"         "022113" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>         "022114"          "02233"            "011"            "013"         "021112" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>            "011"            "011"          "01222"            "011"         "022114" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"         "022112"            "013"          "02412"          "02423" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"          "02412"            "013"            "011"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"           "0123"          "02423"          "02313"            "011" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"           "0123"          "02231"         "022112"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>            "011"         "022111"         "022112"            "011"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>            "011"          "02231"          "02231"         "021111"          "02313" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>            "011"          "02231"          "02231"            "011"           "0121" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"            "013"           "0121"            "011"            "011" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"         "022111"         "022113"         "023121"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"            "011"         "022112"          "02213"            "011" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>            "011"            "011"         "023121"         "023121"            "011" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>           "0123"         "022111"          "02313"         "022113"            "011" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"            "011"          "02232"         "022112"         "022113" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>            "011"         "022112"         "022111"          "02423"            "011" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"         "022111"          "02311"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>            "013"         "022112"            "011"          "02411"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>            "011"          "02412"            "011"            "011"         "022113" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>         "022114"            "011"          "02233"          "02231"          "02311" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"          "02411"          "02412"            "011"         "022113" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>            "011"          "02213"          "02423"          "02313"         "022113" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>          "02313"            "011"          "02232"          "02411"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"          "01221"         "022112"            "011"            "011" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>           "0123"          "02313"            "011"          "02231"         "022113" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"          "02412"          "01221"            "013"            "011" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>          "01221"          "02232"          "01221"            "011"          "01221" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>           "0123"          "02412"           "0123"          "02311"          "02412" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>            "011"            "013"            "013"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>          "01221"            "013"         "022114"           "0123"            "011" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"          "02412"          "02233"         "021112"         "021122" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>            "011"          "02411"          "02212"            "011"            "011" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>          "02423"         "022111"            "011"          "02313"           "0123" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>          "02311"          "01221"            "011"           "0121"          "02423" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"         "021112"          "02423"          "02232"          "02423" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"            "011"            "011" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>         "022114"          "02313"          "02231"            "013"            "011" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"            "011"         "022112"            "011" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>          "01221"         "022111"            "013"            "011"         "021111" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>          "02411"            "011"            "011"          "02423"         "022112" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>          "02311"          "02313"          "02423"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"            "011"          "02231"            "011" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"           "0123"            "011"           "0123" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>            "011"            "011"            "011"         "022113"           "0213" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>            "011"            "011"          "02423"            "011"         "022112" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>          "02423"            "011"         "022112"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>          "02423"            "013"          "02311"          "02412"          "01222" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>           "0121"         "023121"         "022112"          "02231"           "0123" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"            "013"            "011"         "021122"            "011" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>            "011"          "02231"          "02313"            "011"            "011" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>            "011"          "02213"            "011"          "01221"         "021112" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"          "01222"          "02412"          "02412" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>            "013"         "022114"          "02232"          "01222"            "011" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"         "021123"         "021111"          "02412" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>            "011"           "0123"         "022112"          "02311"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>            "011"          "02231"          "02411"         "022112"            "013" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>          "02313"          "02231"           "0121"         "021111"         "022114" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>            "011"            "011"          "02232"         "022111"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>          "02313"           "0123"         "021112"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>            "011"          "02423"          "02423"         "022113"           "0123" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"          "02423"          "01222"            "011"            "011" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"            "011"            "011"            "011"            "011" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>            "013"            "011"            "011"            "011"          "01222" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>          "02411"          "01221"            "011"          "01221"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>            "013"          "02311"          "01221"            "011"          "02311" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>          "02311"            "013"            "013"         "021111"          "02411" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>            "011"            "011"         "023121"          "02411"         "021111" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>         "023121"          "02411"            "011"          "02411"         "021112" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"          "01221"           "0121"            "011"          "02423" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>          "02311"          "02412"          "01221"            "011"            "011" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>         "021111"         "021111"          "02423"         "021112"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>          "02412"            "011"          "01221"          "01221"           "0121" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>          "02411"            "011"          "02212"            "013"         "021112" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>            "013"          "02311"         "021112"         "021111"          "01221" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>          "02311"         "021111"            "011"          "02313"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>         "021111"            "011"            "013"         "021111"          "02411" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>         "021123"          "01221"            "013"         "021111"         "023121" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>           "0121"         "021111"          "02411"         "021112"            "011" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>          "01221"         "021111"          "02411"          "02411"          "01222" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>         "021112"          "02411"          "02411"            "011"         "023121" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>            "011"            "013"            "013"         "021112"            "013" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>            "011"         "023121"         "021111"           "0121"           "0121" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>          "02411"          "02411"         "023121"         "021112"            "011" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>          "02411"          "02423"         "021111"         "021111"           "0121" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>            "011"            "013"            "013"          "01221"         "021122" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>          "01221"            "011"         "021122"          "02411"         "021123" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>          "02411"          "01221"         "021111"            "013"          "02411" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>            "011"            "011"         "023121"          "02231"         "021111" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>         "022113"            "011"         "021111"         "023121"         "023121" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>           "0213"          "02411"            "011"          "02411"            "011" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>         "021111"           "0121"            "011"         "023121"         "021111" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>            "011"          "02233"            "011"         "021111"         "021111" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>          "01221"           "0121"          "02423"         "021112"          "02313" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>          "02411"            "011"            "011"           "0121"         "023121" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>         "021122"            "013"         "023121"          "01221"         "021111" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>          "02411"          "02311"            "011"         "023121"            "011" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>          "02411"            "013"          "02232"           "0121"            "011" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>          "02423"         "021111"            "011"            "011"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>         "021111"          "01221"          "02411"         "021111"         "021112" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>         "021122"         "023121"          "02411"          "02411"         "023121" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>          "02411"          "01221"         "021111"          "01221"          "02411" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>         "021112"          "02411"          "02411"            "011"           "0121" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>            "011"            "011"          "02233"          "02411"         "021111" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>          "02423"          "02423"            "011"         "021112"         "023121" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>            "011"          "02411"          "02411"          "02411"          "01221" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>          "02411"            "011"         "023121"         "021122"          "02411" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>         "023121"          "02423"            "011"            "013"           "0121" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>          "01221"            "011"          "01221"            "013"            "011" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>         "021111"            "011"           "0121"          "01222"         "021111" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>         "021111"          "02411"         "023121"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>         "021111"            "011"           "0121"         "021111"            "011" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>            "013"            "013"         "023121"         "021111"         "023121" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>         "021112"         "023121"          "01221"          "01222"           "0121" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>         "021123"            "011"          "01221"           "0121"         "021111" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>            "013"          "02411"         "021111"          "01221"           "0121" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>         "023121"          "02411"            "011"         "023123"            "013" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>           "0121"          "02411"         "021122"            "011"          "02411" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>          "02423"            "011"            "013"          "02423"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>          "02411"          "02411"         "021112"          "02412"         "021122" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>            "013"            "011"            "011"          "02411"          "02411" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>           "0121"          "02423"         "021111"          "02411"          "02411" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>          "01221"         "021111"          "02423"         "021123"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>            "011"            "013"           "0123"            "011"          "01221" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>         "021111"          "01221"            "011"          "02411"          "02411" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>         "021111"            "011"         "022113"           "0121"          "02411" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>            "011"         "021112"          "02411"           "0121"            "011" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>         "023121"            "011"            "011"          "02411"           "0123" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>         "023122"         "023121"            "011"          "01221"          "02411" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>         "021112"         "023121"            "013"           "0213"            "013" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>            "013"         "021122"          "02411"         "021111"         "023121" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>          "02411"            "011"         "021122"         "021111"          "01221" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>            "011"         "023121"            "011"          "02411"         "021111" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>          "02423"         "023121"          "02423"         "021111"           "0121" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>            "011"          "02411"         "021112"          "02423"            "011" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>            "013"         "023121"            "013"          "01221"         "021111" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>          "01221"           "0213"          "01221"          "02411"          "02411" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>         "021111"          "02423"          "02412"         "021111"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"           "0123"          "02423"           "0121"            "011" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>            "011"            "013"            "013"           "0123"            "011" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>          "02411"           "0121"          "02423"            "011"            "011" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>            "011"            "011"            "011"            "013"          "01221" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>            "011"            "011"           "0123"         "022112"           "0123" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>          "01221"            "011"         "021111"          "02313"          "01221" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>            "011"           "0121"            "011"           "0121"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>            "011"            "013"            "011"            "011"            "011" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>         "021111"            "011"           "0123"            "011"           "0121" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>            "011"         "022111"         "021111"         "021112"          "01221" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>            "013"            "011"           "0121"            "013"            "011" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"            "011"          "02233"         "023121"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>           "0121"          "02232"            "011"            "013"            "011" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>          "02411"           "0213"            "013"         "021112"          "02411" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>            "013"            "013"          "02411"            "011"            "011" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>           "0121"            "013"            "011"            "011"            "011" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>         "021111"            "011"          "01221"            "011"          "01221" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>            "011"           "0121"          "01221"            "011"            "011" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>            "011"            "011"          "02411"            "011"           "0121" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>            "011"            "011"          "01221"         "023121"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>         "021123"          "02411"           "0121"          "02232"          "02311" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>            "013"           "0123"            "013"            "011"            "013" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>         "023121"            "011"         "022111"            "011"            "011" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>            "011"           "0123"          "01221"            "013"            "013" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"          "02411"          "02213"            "011"            "011" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>            "011"           "0121"          "01221"            "011"          "02311" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>            "011"          "01221"           "0121"            "011"            "011" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>            "011"            "011"          "02311"           "0121"          "01221" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>          "02411"            "011"          "02232"           "0213"          "01221" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>            "011"         "021111"           "0123"            "011"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>           "0121"            "011"          "02233"            "011"            "011" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>            "011"          "02233"           "0121"           "0123"            "011" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>         "021111"           "0121"            "011"            "011"            "011" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>            "011"            "011"         "021111"         "023121"          "01221" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>            "011"            "011"            "011"            "011"            "011" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>            "013"            "013"            "011"         "023121"            "011" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>            "013"           "0121"         "021111"            "013"          "02311" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>         "023121"            "011"         "023121"            "011"            "011" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>            "011"           "0121"          "01221"          "01221"            "011" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>            "011"            "011"          "01221"           "0121"            "013" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>         "021111"            "011"            "011"            "011"         "022112" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>           "0123"           "0121"          "02411"         "021112"           "0121" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>            "011"            "011"            "013"           "0121"            "011" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>            "011"            "011"           "0121"          "02411"          "02411" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"          "02411"            "011"            "011"           "0121" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>            "011"           "0121"            "011"            "011"          "02423" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>            "011"            "011"         "021111"            "011"          "02411" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>            "011"            "013"            "011"           "0123"          "02411" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>         "022113"         "021112"         "022113"           "0121"           "0121" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>            "013"           "0123"           "0121"           "0121"            "011" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>            "013"            "011"          "01221"            "013"         "021111" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>            "011"            "011"           "0121"            "013"            "011" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"           "0121"            "013"            "011"          "02411" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>            "011"           "0121"            "013"          "02423"          "02122" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>           "0121"           "0121"            "011"            "011"         "023121" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>            "013"            "013"          "01221"            "013"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>           "0121"           "0123"            "011"            "011"            "011" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>          "02423"            "011"          "02234"         "023121"           "0123" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>            "011"            "013"            "011"          "02411"            "011" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>            "011"          "01221"          "02311"           "0121"           "0123" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>            "013"          "02232"            "013"          "01221"            "013" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"            "013"            "011"            "013"            "011" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>            "011"         "022111"           "0121"           "0121"            "011" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>          "02411"            "011"            "011"            "013"         "022113" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>            "013"            "011"           "0121"          "02411"            "011" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>         "021111"           "0121"           "0121"         "021122"            "011" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>         "021111"            "011"          "02232"            "013"           "0121" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>            "011"            "011"            "013"           "0121"            "011" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>            "011"            "011"           "0121"         "021112"            "011" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>           "0123"            "011"            "011"           "0123"         "022111" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>            "011"            "013"           "0123"          "02233"         "021111" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>            "011"            "011"           "0213"         "023121"            "011" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>          "02411"           "0121"            "011"            "011"            "011" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>            "013"          "01221"           "0123"            "013"          "02411" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"            "011"            "011"          "01221"            "013" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>         "023121"            "011"            "011"            "011"            "013" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>            "013"         "021212"         "021211"            "011"         "021213" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>         "021213"         "021211"         "021213"          "02122"           "0213" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>           "0121"          "02212"         "021212"         "021211"         "021212" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>         "021213"            "011"            "011"            "011"            "011" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>            "011"            "011"            "011"         "021213"            "011" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>            "011"            "011"            "011"         "022222"         "021212" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>            "011"         "021213"            "011"         "021212"         "021211" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>          "02122"            "011"          "02122"            "011"          "02433" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>         "021211"          "02122"         "021212"         "021212"         "022222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>            "011"            "011"         "021212"         "021211"            "011" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>            "011"         "021213"         "022222"         "021212"         "022222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>            "011"         "021211"            "011"            "011"            "011" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>            "011"         "021213"            "011"            "011"            "011" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>         "021211"         "021211"         "021212"            "011"            "011" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>         "021211"          "02412"         "021212"            "011"         "021213" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>         "021212"         "021211"         "021211"          "02433"         "021211" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>            "011"         "021211"          "02122"            "011"            "011" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>         "021211"            "011"          "02122"         "021211"         "021212" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>          "02322"         "021212"            "011"            "011"            "011" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>         "021213"         "021212"         "021213"         "022222"            "011" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>            "011"          "02122"          "02433"           "0213"         "021211" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>           "0213"            "011"          "02122"            "011"            "011" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>           "0213"           "0121"         "021211"          "02122"         "021212" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>           "0213"         "021211"         "022222"            "011"         "021212" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>         "021211"           "0213"         "021212"         "021213"         "021212" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>            "011"         "021211"         "021211"         "021212"            "011" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>           "0213"         "021212"           "0213"         "021212"            "011" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>            "011"            "011"         "021212"           "0213"            "011" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>           "0213"            "011"          "01222"            "011"           "0213" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>            "011"            "011"         "021211"           "0213"          "02122" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>            "011"         "021211"         "021213"            "011"           "0213" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>         "021211"            "011"         "021213"         "021212"         "021112" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>            "011"          "02212"         "021212"            "011"         "021212" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>            "013"          "02122"         "021212"            "011"            "011" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>         "021211"         "021211"            "011"          "02122"            "011" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>           "0213"            "011"            "011"           "0213"         "021212" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>            "011"         "021211"         "022222"         "021213"            "011" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>            "011"          "02433"            "011"           "0213"            "011" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>         "021213"         "021213"            "011"          "02433"          "02433" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>         "022222"            "011"         "021213"            "011"            "011" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>            "011"         "021213"            "011"         "021212"         "024223" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>            "011"            "011"            "011"            "011"            "013" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>            "011"            "011"          "02122"          "02122"         "021213" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>         "021112"            "013"            "011"          "02433"            "011" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>          "02433"           "0213"          "02433"         "021212"         "021212" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>         "021212"            "011"            "011"            "011"            "011" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>            "011"         "021213"           "0213"         "021213"           "0121" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>         "021213"         "021211"            "011"            "011"         "021212" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>         "021212"          "02433"         "021211"         "021211"            "011" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>         "022222"            "011"          "02122"           "0213"          "02433" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>            "011"          "02433"            "011"            "011"          "02122" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>            "011"            "011"            "011"         "021212"         "022222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>            "011"           "0213"            "011"           "0121"          "02421" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>            "011"         "021212"            "011"         "021211"         "021213" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>            "013"         "021212"          "02122"            "011"            "011" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>         "021212"            "011"         "021212"            "011"          "02433" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>         "021213"         "021212"            "011"         "021212"            "011" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>            "011"            "011"         "021212"            "011"         "022222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>         "021211"            "011"            "011"            "011"          "02122" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>         "021212"         "022222"            "011"         "021211"            "011" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>            "011"         "021212"         "021212"            "011"            "011" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>          "02433"         "021213"         "021211"         "021211"            "011" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>          "02412"         "021212"         "021212"         "021212"            "011" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>          "02122"           "0121"         "021212"          "02122"            "013" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>            "011"            "011"          "02122"            "011"            "011" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>            "011"          "02433"         "021211"         "024223"            "011" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>         "021211"         "021112"           "0213"          "02122"            "011" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>            "011"         "021212"         "022222"         "021212"            "011" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>         "021211"         "021211"          "02122"            "011"           "0121" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>            "011"            "011"            "011"         "021211"          "02433" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>            "011"            "011"         "021213"            "011"            "011" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>            "011"          "02122"         "021212"         "021213"            "011" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>         "021211"           "0213"         "021213"            "011"           "0213" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>         "021212"            "011"         "021212"            "011"            "011" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>           "0213"          "02433"         "021213"         "021213"         "021212" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>         "022221"          "02432"            "011"           "0121"         "024221" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>         "024222"            "011"         "021121"         "021121"         "021111" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>          "02432"            "011"            "011"          "02223"         "022213" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>         "022221"          "02223"         "022211"         "024222"         "024221" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>          "02432"            "011"          "02431"         "022212"          "02432" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>          "02432"         "022223"          "02432"            "011"            "011" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>         "022211"         "024221"          "02421"          "02421"            "011" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>         "022224"            "011"            "011"            "011"          "02313" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>         "024221"            "011"          "02223"          "02431"          "02432" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>          "02432"         "021123"            "011"          "02432"         "021121" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>         "022221"         "022212"         "021123"            "011"            "013" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>         "022213"          "02431"            "011"          "02432"         "022211" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>         "022213"          "02432"         "022224"         "022213"          "02412" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>          "02412"         "021121"          "02432"            "011"         "021121" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>            "011"         "024222"          "02431"            "011"          "02421" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>            "011"            "013"          "02421"          "02432"          "02313" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>            "011"          "02432"          "02223"            "011"            "011" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>            "011"            "011"         "022223"            "011"         "022212" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>          "02431"          "02213"         "022221"          "02421"          "02432" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>          "02431"          "02421"          "02432"         "024221"          "02431" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>         "022213"          "02223"         "021121"          "02421"            "013" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>          "02431"          "02431"         "021121"          "02431"          "02313" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>            "011"         "024222"          "02421"          "02421"            "011" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>          "02431"            "011"         "024221"         "024221"         "022224" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>          "02421"          "02432"          "02432"          "02421"         "022213" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>            "013"          "02421"           "0213"          "02421"         "022223" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>            "013"         "022213"            "011"          "02223"            "011" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>          "02431"          "02421"         "022211"          "02421"         "021112" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>         "022212"          "02421"         "024222"         "022213"          "02432" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>         "022213"          "02431"         "021112"         "022211"         "024221" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>          "02432"         "022212"         "022211"         "021121"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>         "021123"           "0213"         "021121"            "011"            "011" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"         "024221"            "011"         "024221"            "011" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>         "021121"          "02421"         "022224"         "024222"          "02421" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>         "021121"         "022211"          "02421"         "022211"         "022224" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>            "011"         "024221"          "02421"          "02431"          "02432" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>         "022223"            "011"          "02421"          "02421"            "011" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>         "022221"         "022211"         "024221"            "011"            "013" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>          "02432"          "02432"            "011"          "02421"          "02421" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>          "02431"          "02432"         "021121"            "011"         "022212" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>         "022224"          "02421"         "022213"            "011"          "02433" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>          "02431"          "02432"         "024221"          "02431"          "02431" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>          "02432"         "022223"         "022211"            "011"          "02412" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>         "024221"           "0123"         "022212"         "022211"            "011" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>         "024222"            "013"         "022221"          "02223"            "011" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"          "02421"         "021121"          "02421"         "022224" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>         "024221"          "02421"          "02421"          "02421"         "021121" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>         "022212"         "022213"         "021123"          "02421"            "011" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>         "021121"          "02213"          "02421"          "02432"         "023123" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>         "022211"            "011"           "0213"         "022221"         "022212" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>         "022213"          "02433"          "02432"            "011"          "02432" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>         "021121"            "011"         "021121"         "022223"            "011" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>         "022221"           "0213"         "022221"            "011"         "022211" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>         "021121"          "02431"          "02421"            "011"         "022223" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>            "011"            "011"          "02223"         "022212"            "011" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"            "011"            "011"         "022224"          "02421" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>         "022221"          "02431"          "02431"          "02421"         "022212" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"         "022212"          "02431"         "022223" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>          "02431"          "02223"          "02432"            "011"         "022213" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>            "011"          "02432"          "02431"         "024221"         "021121" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>         "022212"          "02421"            "011"         "021121"         "022213" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>         "022211"         "022212"          "02432"            "011"         "022221" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>          "02431"            "013"         "022213"         "023123"         "024222" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>         "022223"          "02223"            "011"         "021121"         "024221" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>          "02431"         "021121"          "02432"          "02431"         "024222" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>          "02432"          "02431"         "022213"         "024222"          "02432" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>         "022213"         "022221"            "011"            "011"         "022211" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>         "022224"            "013"          "02412"          "02421"         "021121" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>         "024222"         "022211"          "02431"          "02421"            "013" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"         "024221"          "02421"          "02431"         "022213" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>            "011"            "011"          "02412"         "022212"            "011" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>          "02432"            "011"         "022212"            "011"         "024221" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>         "022223"         "022212"         "022224"            "011"         "022221" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>            "011"            "011"            "011"            "011"            "011" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>          "02421"         "022211"          "02431"          "02421"          "02432" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>            "011"         "021121"         "024222"         "022221"         "021121" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"         "021123"            "011"         "022212"         "022212" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>         "024222"            "011"            "011"            "011"         "024221" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>            "013"         "022213"          "02432"            "011"            "011" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"         "022224"         "022221"          "02432"          "02432" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>          "02432"            "011"         "021121"         "022221"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>         "021123"            "011"            "011"         "023123"          "02432" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>            "011"         "022212"          "02431"            "011"         "022223" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>         "022223"            "011"         "022211"         "024221"         "021121" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>         "022211"         "022213"         "022213"            "011"         "022212" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>            "013"            "011"            "011"            "011"          "02313" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>          "02421"         "023123"           "0213"          "02313"          "02431" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>          "02421"         "021123"         "022224"            "011"         "024221" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>         "022212"         "024221"          "02431"         "022223"         "021121" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>         "022212"            "013"         "022212"          "02412"           "0213" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>           "0123"         "022223"         "022223"          "02431"            "011" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>            "011"          "02432"          "02431"         "022221"          "01222" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>          "02432"         "023123"          "01222"         "021121"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>          "02421"            "011"            "013"          "02431"         "022213" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>            "011"          "02432"            "011"          "02431"          "02432" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>          "02431"            "011"         "024221"            "011"            "011" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>          "02421"            "011"         "024221"          "02421"            "011" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>          "02421"            "011"          "02431"            "011"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>          "02431"         "022212"          "02421"         "021121"          "02431" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>         "022213"         "021121"           "0123"         "024221"         "022213" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>         "022211"            "011"         "022221"         "022221"            "011" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>         "022213"         "022213"         "021121"          "02223"         "022223" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>          "02421"          "02421"         "021121"          "02431"         "021121" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>            "011"         "021123"          "02223"            "011"          "02431" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>         "022213"         "024222"            "011"         "024221"          "02431" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>         "022211"         "022221"          "02432"         "022213"         "024222" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>         "022213"          "02431"          "02213"         "021123"           "0213" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>            "011"          "02223"         "022221"          "02431"         "022221" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>            "011"          "02431"         "022224"         "022213"           "0123" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>         "022224"            "011"          "02432"          "02431"            "013" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>            "011"          "02213"         "022221"         "021123"          "02421" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>            "013"          "02432"          "02431"            "013"         "022213" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"          "02431"          "02432"            "011" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"            "011"          "02431"            "011"         "022213" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>         "022211"            "011"            "011"            "011"         "022211" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>            "011"         "022221"          "02421"          "02213"         "022211" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>          "02432"            "011"           "0121"            "011"         "023123" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>          "02432"          "02431"         "022221"         "024222"          "02431" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>          "02431"          "02212"         "024221"            "011"         "023123" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>         "022223"         "024221"            "011"          "02431"         "022223" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>         "024222"            "011"          "02432"         "022211"            "011" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>          "02421"         "022213"          "02431"           "0213"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>            "011"          "02431"           "0121"          "02431"         "022223" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>         "024222"            "013"         "022224"          "02432"         "022212" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>         "022224"         "023123"          "02432"         "021121"            "011" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>         "022223"          "02432"          "02431"         "022213"         "024221" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>            "011"         "022211"            "011"         "021123"         "022212" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>         "022211"            "011"         "024221"         "021121"         "024222" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>         "021121"            "011"          "02213"            "011"         "022211" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>         "021123"          "02421"          "02431"          "02223"            "011" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>          "02432"         "022212"            "011"         "022211"         "021123" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>         "022221"         "022221"            "011"         "024221"            "011" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>          "02421"          "02432"         "024221"         "022212"         "024222" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>         "022213"            "011"            "011"            "011"          "02421" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>         "021123"          "02432"         "022211"         "022221"          "02431" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>         "022221"         "022211"          "02431"         "024222"           "0121" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>         "022212"         "021121"          "02412"         "022221"            "011" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>          "01222"          "02421"            "011"          "02421"          "02412" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>         "024222"         "021121"          "02223"         "022211"            "011" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>         "024222"         "022212"         "022213"         "022224"            "011" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>          "02431"          "02431"          "02432"         "021123"         "022221" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>         "022221"         "022221"         "022211"          "02431"          "02432" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>         "022224"         "022212"          "02432"          "02432"         "022221" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>          "02421"            "011"          "02421"         "021121"          "02421" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>         "022212"         "021123"            "011"           "0123"         "022211" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>            "011"            "011"            "013"         "022223"         "022221" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>          "02431"          "02432"         "022212"          "02421"          "02421" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>         "022212"          "02431"          "02421"          "02313"            "011" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>         "022212"         "022211"            "011"         "024222"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>          "02431"         "021112"         "021112"         "024222"            "011" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>            "011"         "024221"         "022211"            "011"            "011" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>          "02432"         "023123"         "024221"          "02223"            "013" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"          "02431"         "024222"            "011"          "02432" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>         "024221"          "02432"            "011"          "02432"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 672))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>            "011"            "011"            "011"            "011"            "013" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>           "0121"          "02122"          "02122"          "02212"          "02324" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>          "02122"          "02322"          "02322"          "02321"          "02323" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"          "02411"          "01221"          "02122" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>            "011"            "011"            "011"         "021213"          "02412" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>          "02322"          "02321"           "0213"          "02212"            "011" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>          "02321"            "011"            "011"          "02321"          "02412" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>            "011"          "02212"          "02324"          "02322"           "0233" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>          "02122"          "01221"          "02323"          "02122"          "02412" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>            "011"          "02321"          "02323"          "02212"            "011" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>           "0233"          "02321"          "02323"           "0233"          "02412" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>           "0233"          "02323"          "02323"          "02322"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>         "024223"            "013"            "013"            "011"            "011" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>         "021211"          "02321"            "013"          "02122"          "02322" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>          "02322"           "0233"            "011"          "02324"          "02412" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>            "013"           "0233"         "021211"          "02412"           "0233" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>          "02324"            "011"            "011"          "02324"          "02122" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>            "011"          "02412"            "011"           "0233"          "02111" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>            "011"          "02322"            "011"          "02323"            "013" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>          "02122"            "011"          "02321"            "011"            "013" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>          "02324"          "02321"            "011"          "02324"          "02321" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"          "02321"          "02212"         "021122"            "011" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>          "02122"          "02321"          "02412"            "011"          "02411" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>            "011"          "02122"           "0233"            "011"            "011" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>          "02322"          "02122"            "011"          "02321"            "011" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>            "011"          "02324"          "02323"          "02324"            "011" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"            "011"          "02122"          "02412"          "02321" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>            "011"          "02321"            "013"            "011"            "011" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"          "02411"          "01222"            "011"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>           "0233"           "0233"          "02212"          "02311"            "011" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>          "02322"          "02122"          "02212"            "011"          "02122" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>           "0233"          "02122"            "011"          "02324"          "02122" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>            "013"          "02321"            "011"          "02324"          "02122" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>          "02324"            "011"            "011"         "021122"          "02323" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>          "02122"          "02321"           "0233"          "02411"          "02323" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>           "0233"           "0233"          "02321"           "0233"          "02324" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>            "011"          "02122"            "011"          "02122"          "02324" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>          "02321"          "02323"           "0233"          "02322"           "0233" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>          "02412"          "02212"            "011"          "02322"          "02321" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>            "013"          "02412"          "02321"            "011"          "02411" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>          "02321"           "0121"            "011"          "02321"          "02122" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>          "02322"           "0233"            "011"          "02122"            "013" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>          "02322"          "02322"           "0233"          "02122"          "02111" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>            "011"           "0233"          "02321"           "0233"         "021123" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>          "02323"            "011"            "013"         "021123"            "011" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>            "011"            "011"           "0233"          "02122"          "02324" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>          "02322"          "02122"          "02323"            "013"          "02322" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>          "02122"          "02122"          "02212"          "02322"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>          "02323"          "02321"         "024223"          "02122"          "02323" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>         "021122"          "02122"          "02321"          "02122"          "02322" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>           "0233"          "01222"            "011"          "02122"            "011" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>            "011"            "011"          "02321"         "024223"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>            "011"          "01222"           "0233"          "02321"          "02321" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>          "02412"           "0233"          "02122"            "013"          "02323" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>          "02321"          "02323"          "02322"            "011"          "02324" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>           "0233"          "02111"          "02122"          "02412"         "024223" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>            "011"          "02322"            "011"            "011"          "02323" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>          "02323"          "01221"           "0233"           "0233"           "0233" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>            "011"          "02122"          "02322"            "011"          "02322" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"            "011"          "02412"          "02323"            "011" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>            "011"           "0121"            "011"            "011"          "02323" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>            "011"          "02323"           "0233"            "011"          "02323" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>          "02122"          "02322"          "02322"           "0233"            "011" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>          "02321"            "013"           "0233"          "02323"          "02122" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>          "01221"         "021211"          "02212"          "02212"          "02322" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>          "02323"           "0233"            "011"          "02323"         "022222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>          "02321"          "02122"          "02323"          "02321"          "02322" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>          "01222"          "02321"          "02322"            "011"          "02321" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>          "02322"          "02324"          "02122"          "02322"         "024223" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>          "02412"          "02111"            "013"          "02323"          "02321" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>          "02412"          "02321"            "011"            "011"          "02322" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>          "02321"          "02122"          "02324"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"          "02322"          "02324"          "02212"            "013" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>            "011"            "013"            "011"          "02324"            "013" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>            "013"          "02412"          "02324"            "011"            "011" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>          "02122"            "013"            "011"            "011"           "0233" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"          "02322"          "02321"         "021211" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>           "0123"            "011"          "02212"            "011"          "02323" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>            "011"          "02412"          "02311"          "02111"          "02322" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>          "02122"          "02324"            "011"          "02324"          "02412" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>            "011"          "02322"          "02322"            "011"           "0233" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>           "0233"            "011"            "011"          "02412"           "0233" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>          "02321"          "02212"            "011"            "011"           "0233" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"           "0233"           "0233"          "02324"            "011" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>            "011"           "0121"          "02324"           "0233"          "02321" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>            "011"          "02111"            "011"          "02322"            "011" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>          "02324"          "02323"          "02324"           "0233"          "01221" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>            "013"          "02322"          "02212"          "02111"          "02323" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>          "02122"            "013"           "0213"            "011"          "02323" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>           "0233"          "02423"          "02321"          "02111"          "02122" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>          "02412"          "02323"          "02111"          "02324"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>          "02324"            "011"            "011"           "0121"          "02321" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>          "02412"          "02321"            "011"            "011"            "013" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>            "011"            "011"           "0213"          "02212"           "0233" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>         "024223"            "011"            "011"          "02324"         "024223" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>          "02323"            "011"          "02122"          "02122"         "022222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>          "02322"          "02412"            "011"            "011"            "011" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>            "011"          "02321"          "02322"            "011"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>           "0233"          "02322"          "02122"          "02122"            "011" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>            "011"            "011"          "01222"         "024222"            "013" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>           "0233"            "011"            "011"            "011"          "02324" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>          "02321"          "01222"            "011"            "011"            "011" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>           "0121"            "011"          "02212"          "02433"            "011" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>          "02321"            "013"          "02323"            "011"          "02322" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>         "024223"            "011"            "011"          "02322"            "011" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>            "011"          "02323"          "02212"          "02323"          "02324" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>            "011"           "0233"          "02324"          "02323"           "0233" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>            "011"          "02411"            "011"          "02324"            "011" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>          "02323"          "02321"          "02323"          "02323"            "013" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>          "02322"            "011"          "02412"          "02323"           "0233" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>           "0233"           "0233"            "011"            "011"          "02322" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>          "02323"          "02212"           "0233"          "02122"            "013" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>          "02321"          "02412"          "02412"           "0233"          "02321" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>         "024223"          "02322"            "011"          "02321"            "011" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>         "021122"           "0121"          "02321"            "011"          "02423" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>            "011"            "011"          "02311"           "0233"          "02321" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>          "02122"            "011"          "02122"          "02122"          "02323" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>           "0233"          "02321"          "02111"            "013"          "02322" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"          "02323"            "013"          "02321"          "01222" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>          "02412"           "0233"            "011"           "0233"          "02321" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>          "02412"           "0233"            "013"          "02322"          "02321" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"            "011"           "0233"            "011"          "02322" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>          "02322"            "011"          "02324"            "011"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>          "01222"           "0213"          "02323"           "0233"           "0233" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>           "0121"          "02323"          "02321"          "02324"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>            "011"            "011"            "011"            "011"         "024223" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>            "011"           "0233"          "02321"            "011"           "0233" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>            "011"            "011"            "013"          "02324"          "02321" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>            "011"         "024223"          "02111"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>           "0233"           "0233"            "011"         "021122"          "02321" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>            "011"          "02322"          "02321"           "0233"          "02324" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"          "02122"            "011"          "02412"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>            "011"           "0233"            "011"          "02423"            "013" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>            "011"            "013"          "02323"            "011"          "02321" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>            "011"          "02212"            "011"          "02412"            "011" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>          "02323"          "02322"          "02313"          "02122"          "02122" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"          "02324"            "011"          "02321"          "02122" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>            "013"            "013"          "02322"           "0233"          "02323" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>          "02324"           "0233"           "0233"            "011"           "0233" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>          "02321"         "024222"          "01222"          "02111"          "02324" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>           "0213"          "02122"          "02321"            "013"          "02321" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>          "02412"            "011"           "0233"          "02324"          "02322" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>           "0233"          "02212"           "0233"           "0233"         "024223" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>          "02412"            "011"          "02322"            "011"          "02322" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>          "02324"         "024223"          "02212"            "013"          "02322" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>          "02322"          "02324"            "011"          "02322"          "02323" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"            "011"          "02322"           "0233"           "0121" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>            "011"          "02122"            "013"            "011"          "02324" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>            "013"          "02324"         "024223"         "024223"            "011" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>          "02423"           "0123"            "011"          "02212"          "02323" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>          "02122"            "013"          "02321"           "0121"          "02122" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>          "02322"          "02321"           "0233"          "02321"          "02321" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>          "02321"          "02212"          "02323"          "02212"          "02321" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>          "02324"            "011"            "011"           "0121"          "02122" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>          "02321"          "02321"         "021213"         "021211"            "011" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>          "02122"          "02122"         "021211"          "02122"          "02122" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>         "021212"         "024223"            "011"            "011"           "0121" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>          "02122"         "021211"            "013"          "02321"         "022114" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"            "011"           "0213"            "011"          "02323" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>           "0213"            "013"          "02323"           "0121"         "021211" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>         "021211"          "02234"          "02321"            "013"         "021213" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>            "011"            "011"          "02321"          "02122"          "02321" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>          "02321"            "011"           "0121"            "011"          "02423" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>          "02321"          "02321"          "02321"          "02122"            "011" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>          "02321"          "02323"          "02321"          "02212"          "02122" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>           "0121"            "011"          "02122"         "021211"          "02122" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>            "011"            "013"            "011"            "011"          "01222" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>            "011"            "011"           "0213"            "013"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>            "011"         "022112"         "023122"         "021122"          "02311" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"         "022111"          "02233"         "021122"         "022111" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>         "022111"            "011"          "02111"          "02111"         "023122" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>            "013"          "02111"         "022111"          "02311"            "011" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>          "02311"          "02311"          "01221"            "013"          "02311" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>         "021122"         "022111"         "023122"         "021122"           "0123" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>          "02411"            "011"         "022111"          "02322"          "02322" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"          "02423"         "022111"          "02411"          "02111" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>          "02111"            "013"          "02411"          "02311"          "02411" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"         "022113"          "02232"            "013"         "023122" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>            "011"          "02111"          "01221"            "013"         "022111" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>            "011"         "022112"            "011"          "02111"         "021122" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"         "022111"            "011"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>         "023122"          "01221"         "023122"          "02232"            "011" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>            "011"            "011"         "022111"           "0121"          "02411" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>            "011"            "011"         "022111"         "023122"         "023122" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>          "02111"         "021123"         "022111"          "02311"          "02411" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>            "011"          "02311"          "02213"         "022113"            "011" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>         "022111"          "02213"          "02311"         "022111"            "011" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"           "0213"          "02111"           "0121"          "02411" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>            "011"           "0121"         "023123"            "013"          "02311" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>          "02311"         "023122"            "013"          "02111"         "021122" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>            "011"          "02111"         "022111"          "02111"         "021122" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>            "011"          "02213"            "011"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>            "011"           "0213"          "02111"            "011"            "013" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>            "011"          "02311"          "02213"          "02111"           "0123" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>          "02111"           "0123"         "021122"          "02311"           "0123" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>          "02311"          "02213"          "02231"          "02412"            "011" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>          "02311"          "02411"          "02412"          "01221"          "02111" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>          "02111"         "022111"          "02212"         "023122"         "022222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>         "023122"          "02213"          "02213"          "02231"          "01221" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"         "022114"         "021123"            "011"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>         "022111"         "022111"          "02233"           "0213"          "02411" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>         "022111"            "011"          "02231"          "02311"           "0213" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>            "011"            "011"            "011"          "02311"         "023122" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>            "011"          "02232"          "02111"          "02111"         "023123" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>          "02311"         "023122"          "02233"         "023122"            "011" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>          "02412"            "011"         "023122"         "023122"          "02412" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"          "02311"         "023122"          "01221"         "022112" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>            "011"            "011"           "0123"            "011"         "023122" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>           "0121"            "011"          "02411"          "02111"          "02322" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>            "013"          "02232"           "0123"          "02311"          "02412" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>            "011"         "022114"          "02233"          "02411"           "0121" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>            "013"         "021122"          "02411"            "011"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>          "02111"          "02313"         "023123"            "011"         "022114" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>          "02311"           "0123"            "011"          "02111"         "022114" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"           "0123"          "02232"          "02311"         "022114" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>          "02111"          "02213"          "02232"          "02311"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"          "01221"          "02111"         "022112"         "022112" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>          "02311"          "02213"         "022114"            "011"            "011" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>          "02311"         "023122"            "011"         "022111"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"          "02311"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>         "022113"          "02213"          "02213"            "011"            "011" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>         "022112"         "024223"         "021122"            "011"          "01221" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>           "0121"          "01221"          "02311"          "02311"            "011" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>            "011"         "022114"          "02412"          "02111"            "011" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"            "011"          "02233"         "022111"          "02111" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"            "011"          "02111"         "022113" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>         "022111"          "02313"            "011"          "02411"          "01221" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>         "021121"          "01221"          "02311"          "02213"          "02322" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"         "022112"          "02313"          "02311"            "013" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>         "023122"           "0121"            "011"            "011"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>          "02411"            "011"          "02111"          "02311"         "022114" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>         "022113"         "022111"          "02322"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>          "02311"            "011"          "02111"            "011"          "02423" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>           "0121"            "011"          "02111"         "022112"         "023122" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"          "02311"          "02212"         "023122"         "021122" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>         "022111"          "02311"          "02234"          "02231"          "02111" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>            "013"          "02111"          "01221"          "02412"            "013" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>            "013"         "024223"         "022111"          "02311"          "02411" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>           "0123"          "02213"          "02311"          "02213"            "011" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>            "013"            "011"         "022111"          "01221"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>           "0123"         "023122"          "02423"          "02412"         "023122" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"            "013"            "011"            "013"            "011" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>         "022111"          "02213"         "022213"            "011"            "011" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>            "011"          "02111"            "011"            "011"            "011" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>            "011"          "01221"            "011"            "011"         "021123" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>          "02412"          "02232"            "011"         "022112"         "022112" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>          "01222"          "02411"          "02233"            "011"            "011" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"            "011"            "011"          "02412" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"           "0121"           "0123"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>           "0121"            "011"          "02111"          "02232"           "0121" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>         "022114"          "02212"         "022112"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>         "022113"          "02231"          "02232"         "021123"          "01221" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>            "011"            "011"            "013"            "011"           "0123" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"         "022112"           "0123"            "011"            "011" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>           "0123"          "02231"            "011"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>            "011"           "0123"            "011"          "02412"            "011" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>            "011"         "022112"            "011"            "011"            "011" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>          "02111"            "011"         "022112"           "0123"         "022113" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>         "022114"          "02233"            "011"            "013"          "02111" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>            "011"            "011"          "01222"            "011"         "022114" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"         "022112"            "013"          "02412"          "02423" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"          "02412"            "013"            "011"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"           "0123"          "02423"          "02313"            "011" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"           "0123"          "02231"         "022112"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>            "011"         "022111"         "022112"            "011"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>            "011"          "02231"          "02231"          "02111"          "02313" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>            "011"          "02231"          "02231"            "011"           "0121" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"            "013"           "0121"            "011"            "011" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"         "022111"         "022113"         "023121"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"            "011"         "022112"          "02213"            "011" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>            "011"            "011"         "023121"         "023121"            "011" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>           "0123"         "022111"          "02313"         "022113"            "011" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"            "011"          "02232"         "022112"         "022113" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>            "011"         "022112"         "022111"          "02423"            "011" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"         "022111"          "02311"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>            "013"         "022112"            "011"          "02411"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>            "011"          "02412"            "011"            "011"         "022113" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>         "022114"            "011"          "02233"          "02231"          "02311" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"          "02411"          "02412"            "011"         "022113" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>            "011"          "02213"          "02423"          "02313"         "022113" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>          "02313"            "011"          "02232"          "02411"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"          "01221"         "022112"            "011"            "011" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>           "0123"          "02313"            "011"          "02231"         "022113" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"          "02412"          "01221"            "013"            "011" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>          "01221"          "02232"          "01221"            "011"          "01221" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>           "0123"          "02412"           "0123"          "02311"          "02412" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>            "011"            "013"            "013"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>          "01221"            "013"         "022114"           "0123"            "011" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"          "02412"          "02233"          "02111"         "021122" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>            "011"          "02411"          "02212"            "011"            "011" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>          "02423"         "022111"            "011"          "02313"           "0123" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>          "02311"          "01221"            "011"           "0121"          "02423" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"          "02111"          "02423"          "02232"          "02423" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"            "011"            "011" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>         "022114"          "02313"          "02231"            "013"            "011" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"            "011"         "022112"            "011" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>          "01221"         "022111"            "013"            "011"          "02111" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>          "02411"            "011"            "011"          "02423"         "022112" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>          "02311"          "02313"          "02423"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"            "011"          "02231"            "011" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"           "0123"            "011"           "0123" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>            "011"            "011"            "011"         "022113"           "0213" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>            "011"            "011"          "02423"            "011"         "022112" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>          "02423"            "011"         "022112"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>          "02423"            "013"          "02311"          "02412"          "01222" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>           "0121"         "023121"         "022112"          "02231"           "0123" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"            "013"            "011"         "021122"            "011" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>            "011"          "02231"          "02313"            "011"            "011" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>            "011"          "02213"            "011"          "01221"          "02111" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"          "01222"          "02412"          "02412" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>            "013"         "022114"          "02232"          "01222"            "011" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"         "021123"          "02111"          "02412" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>            "011"           "0123"         "022112"          "02311"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>            "011"          "02231"          "02411"         "022112"            "013" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>          "02313"          "02231"           "0121"          "02111"         "022114" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>            "011"            "011"          "02232"         "022111"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>          "02313"           "0123"          "02111"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>            "011"          "02423"          "02423"         "022113"           "0123" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"          "02423"          "01222"            "011"            "011" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"            "011"            "011"            "011"            "011" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>            "013"            "011"            "011"            "011"          "01222" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>          "02411"          "01221"            "011"          "01221"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>            "013"          "02311"          "01221"            "011"          "02311" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>          "02311"            "013"            "013"          "02111"          "02411" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>            "011"            "011"         "023121"          "02411"          "02111" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>         "023121"          "02411"            "011"          "02411"          "02111" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"          "01221"           "0121"            "011"          "02423" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>          "02311"          "02412"          "01221"            "011"            "011" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>          "02111"          "02111"          "02423"          "02111"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>          "02412"            "011"          "01221"          "01221"           "0121" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>          "02411"            "011"          "02212"            "013"          "02111" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>            "013"          "02311"          "02111"          "02111"          "01221" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>          "02311"          "02111"            "011"          "02313"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>          "02111"            "011"            "013"          "02111"          "02411" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>         "021123"          "01221"            "013"          "02111"         "023121" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>           "0121"          "02111"          "02411"          "02111"            "011" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>          "01221"          "02111"          "02411"          "02411"          "01222" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>          "02111"          "02411"          "02411"            "011"         "023121" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>            "011"            "013"            "013"          "02111"            "013" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>            "011"         "023121"          "02111"           "0121"           "0121" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>          "02411"          "02411"         "023121"          "02111"            "011" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>          "02411"          "02423"          "02111"          "02111"           "0121" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>            "011"            "013"            "013"          "01221"         "021122" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>          "01221"            "011"         "021122"          "02411"         "021123" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>          "02411"          "01221"          "02111"            "013"          "02411" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>            "011"            "011"         "023121"          "02231"          "02111" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>         "022113"            "011"          "02111"         "023121"         "023121" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>           "0213"          "02411"            "011"          "02411"            "011" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>          "02111"           "0121"            "011"         "023121"          "02111" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>            "011"          "02233"            "011"          "02111"          "02111" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>          "01221"           "0121"          "02423"          "02111"          "02313" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>          "02411"            "011"            "011"           "0121"         "023121" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>         "021122"            "013"         "023121"          "01221"          "02111" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>          "02411"          "02311"            "011"         "023121"            "011" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>          "02411"            "013"          "02232"           "0121"            "011" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>          "02423"          "02111"            "011"            "011"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>          "02111"          "01221"          "02411"          "02111"          "02111" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>         "021122"         "023121"          "02411"          "02411"         "023121" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>          "02411"          "01221"          "02111"          "01221"          "02411" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>          "02111"          "02411"          "02411"            "011"           "0121" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>            "011"            "011"          "02233"          "02411"          "02111" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>          "02423"          "02423"            "011"          "02111"         "023121" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>            "011"          "02411"          "02411"          "02411"          "01221" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>          "02411"            "011"         "023121"         "021122"          "02411" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>         "023121"          "02423"            "011"            "013"           "0121" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>          "01221"            "011"          "01221"            "013"            "011" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>          "02111"            "011"           "0121"          "01222"          "02111" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>          "02111"          "02411"         "023121"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>          "02111"            "011"           "0121"          "02111"            "011" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>            "013"            "013"         "023121"          "02111"         "023121" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>          "02111"         "023121"          "01221"          "01222"           "0121" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>         "021123"            "011"          "01221"           "0121"          "02111" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>            "013"          "02411"          "02111"          "01221"           "0121" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>         "023121"          "02411"            "011"         "023123"            "013" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>           "0121"          "02411"         "021122"            "011"          "02411" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>          "02423"            "011"            "013"          "02423"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>          "02411"          "02411"          "02111"          "02412"         "021122" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>            "013"            "011"            "011"          "02411"          "02411" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>           "0121"          "02423"          "02111"          "02411"          "02411" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>          "01221"          "02111"          "02423"         "021123"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>            "011"            "013"           "0123"            "011"          "01221" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>          "02111"          "01221"            "011"          "02411"          "02411" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>          "02111"            "011"         "022113"           "0121"          "02411" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>            "011"          "02111"          "02411"           "0121"            "011" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>         "023121"            "011"            "011"          "02411"           "0123" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>         "023122"         "023121"            "011"          "01221"          "02411" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>          "02111"         "023121"            "013"           "0213"            "013" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>            "013"         "021122"          "02411"          "02111"         "023121" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>          "02411"            "011"         "021122"          "02111"          "01221" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>            "011"         "023121"            "011"          "02411"          "02111" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>          "02423"         "023121"          "02423"          "02111"           "0121" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>            "011"          "02411"          "02111"          "02423"            "011" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>            "013"         "023121"            "013"          "01221"          "02111" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>          "01221"           "0213"          "01221"          "02411"          "02411" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>          "02111"          "02423"          "02412"          "02111"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"           "0123"          "02423"           "0121"            "011" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>            "011"            "013"            "013"           "0123"            "011" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>          "02411"           "0121"          "02423"            "011"            "011" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>            "011"            "011"            "011"            "013"          "01221" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>            "011"            "011"           "0123"         "022112"           "0123" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>          "01221"            "011"          "02111"          "02313"          "01221" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>            "011"           "0121"            "011"           "0121"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>            "011"            "013"            "011"            "011"            "011" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>          "02111"            "011"           "0123"            "011"           "0121" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>            "011"         "022111"          "02111"          "02111"          "01221" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>            "013"            "011"           "0121"            "013"            "011" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"            "011"          "02233"         "023121"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>           "0121"          "02232"            "011"            "013"            "011" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>          "02411"           "0213"            "013"          "02111"          "02411" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>            "013"            "013"          "02411"            "011"            "011" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>           "0121"            "013"            "011"            "011"            "011" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>          "02111"            "011"          "01221"            "011"          "01221" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>            "011"           "0121"          "01221"            "011"            "011" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>            "011"            "011"          "02411"            "011"           "0121" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>            "011"            "011"          "01221"         "023121"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>         "021123"          "02411"           "0121"          "02232"          "02311" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>            "013"           "0123"            "013"            "011"            "013" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>         "023121"            "011"         "022111"            "011"            "011" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>            "011"           "0123"          "01221"            "013"            "013" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"          "02411"          "02213"            "011"            "011" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>            "011"           "0121"          "01221"            "011"          "02311" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>            "011"          "01221"           "0121"            "011"            "011" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>            "011"            "011"          "02311"           "0121"          "01221" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>          "02411"            "011"          "02232"           "0213"          "01221" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>            "011"          "02111"           "0123"            "011"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>           "0121"            "011"          "02233"            "011"            "011" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>            "011"          "02233"           "0121"           "0123"            "011" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>          "02111"           "0121"            "011"            "011"            "011" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>            "011"            "011"          "02111"         "023121"          "01221" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>            "011"            "011"            "011"            "011"            "011" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>            "013"            "013"            "011"         "023121"            "011" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>            "013"           "0121"          "02111"            "013"          "02311" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>         "023121"            "011"         "023121"            "011"            "011" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>            "011"           "0121"          "01221"          "01221"            "011" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>            "011"            "011"          "01221"           "0121"            "013" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>          "02111"            "011"            "011"            "011"         "022112" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>           "0123"           "0121"          "02411"          "02111"           "0121" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>            "011"            "011"            "013"           "0121"            "011" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>            "011"            "011"           "0121"          "02411"          "02411" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"          "02411"            "011"            "011"           "0121" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>            "011"           "0121"            "011"            "011"          "02423" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>            "011"            "011"          "02111"            "011"          "02411" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>            "011"            "013"            "011"           "0123"          "02411" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>         "022113"          "02111"         "022113"           "0121"           "0121" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>            "013"           "0123"           "0121"           "0121"            "011" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>            "013"            "011"          "01221"            "013"          "02111" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>            "011"            "011"           "0121"            "013"            "011" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"           "0121"            "013"            "011"          "02411" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>            "011"           "0121"            "013"          "02423"          "02122" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>           "0121"           "0121"            "011"            "011"         "023121" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>            "013"            "013"          "01221"            "013"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>           "0121"           "0123"            "011"            "011"            "011" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>          "02423"            "011"          "02234"         "023121"           "0123" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>            "011"            "013"            "011"          "02411"            "011" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>            "011"          "01221"          "02311"           "0121"           "0123" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>            "013"          "02232"            "013"          "01221"            "013" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"            "013"            "011"            "013"            "011" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>            "011"         "022111"           "0121"           "0121"            "011" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>          "02411"            "011"            "011"            "013"         "022113" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>            "013"            "011"           "0121"          "02411"            "011" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>          "02111"           "0121"           "0121"         "021122"            "011" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>          "02111"            "011"          "02232"            "013"           "0121" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>            "011"            "011"            "013"           "0121"            "011" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>            "011"            "011"           "0121"          "02111"            "011" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>           "0123"            "011"            "011"           "0123"         "022111" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>            "011"            "013"           "0123"          "02233"          "02111" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>            "011"            "011"           "0213"         "023121"            "011" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>          "02411"           "0121"            "011"            "011"            "011" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>            "013"          "01221"           "0123"            "013"          "02411" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"            "011"            "011"          "01221"            "013" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>         "023121"            "011"            "011"            "011"            "013" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>            "013"         "021212"         "021211"            "011"         "021213" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>         "021213"         "021211"         "021213"          "02122"           "0213" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>           "0121"          "02212"         "021212"         "021211"         "021212" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>         "021213"            "011"            "011"            "011"            "011" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>            "011"            "011"            "011"         "021213"            "011" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>            "011"            "011"            "011"         "022222"         "021212" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>            "011"         "021213"            "011"         "021212"         "021211" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>          "02122"            "011"          "02122"            "011"          "02433" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>         "021211"          "02122"         "021212"         "021212"         "022222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>            "011"            "011"         "021212"         "021211"            "011" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>            "011"         "021213"         "022222"         "021212"         "022222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>            "011"         "021211"            "011"            "011"            "011" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>            "011"         "021213"            "011"            "011"            "011" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>         "021211"         "021211"         "021212"            "011"            "011" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>         "021211"          "02412"         "021212"            "011"         "021213" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>         "021212"         "021211"         "021211"          "02433"         "021211" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>            "011"         "021211"          "02122"            "011"            "011" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>         "021211"            "011"          "02122"         "021211"         "021212" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>          "02322"         "021212"            "011"            "011"            "011" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>         "021213"         "021212"         "021213"         "022222"            "011" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>            "011"          "02122"          "02433"           "0213"         "021211" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>           "0213"            "011"          "02122"            "011"            "011" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>           "0213"           "0121"         "021211"          "02122"         "021212" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>           "0213"         "021211"         "022222"            "011"         "021212" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>         "021211"           "0213"         "021212"         "021213"         "021212" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>            "011"         "021211"         "021211"         "021212"            "011" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>           "0213"         "021212"           "0213"         "021212"            "011" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>            "011"            "011"         "021212"           "0213"            "011" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>           "0213"            "011"          "01222"            "011"           "0213" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>            "011"            "011"         "021211"           "0213"          "02122" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>            "011"         "021211"         "021213"            "011"           "0213" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>         "021211"            "011"         "021213"         "021212"          "02111" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>            "011"          "02212"         "021212"            "011"         "021212" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>            "013"          "02122"         "021212"            "011"            "011" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>         "021211"         "021211"            "011"          "02122"            "011" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>           "0213"            "011"            "011"           "0213"         "021212" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>            "011"         "021211"         "022222"         "021213"            "011" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>            "011"          "02433"            "011"           "0213"            "011" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>         "021213"         "021213"            "011"          "02433"          "02433" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>         "022222"            "011"         "021213"            "011"            "011" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>            "011"         "021213"            "011"         "021212"         "024223" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>            "011"            "011"            "011"            "011"            "013" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>            "011"            "011"          "02122"          "02122"         "021213" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>          "02111"            "013"            "011"          "02433"            "011" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>          "02433"           "0213"          "02433"         "021212"         "021212" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>         "021212"            "011"            "011"            "011"            "011" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>            "011"         "021213"           "0213"         "021213"           "0121" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>         "021213"         "021211"            "011"            "011"         "021212" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>         "021212"          "02433"         "021211"         "021211"            "011" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>         "022222"            "011"          "02122"           "0213"          "02433" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>            "011"          "02433"            "011"            "011"          "02122" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>            "011"            "011"            "011"         "021212"         "022222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>            "011"           "0213"            "011"           "0121"          "02421" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>            "011"         "021212"            "011"         "021211"         "021213" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>            "013"         "021212"          "02122"            "011"            "011" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>         "021212"            "011"         "021212"            "011"          "02433" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>         "021213"         "021212"            "011"         "021212"            "011" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>            "011"            "011"         "021212"            "011"         "022222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>         "021211"            "011"            "011"            "011"          "02122" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>         "021212"         "022222"            "011"         "021211"            "011" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>            "011"         "021212"         "021212"            "011"            "011" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>          "02433"         "021213"         "021211"         "021211"            "011" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>          "02412"         "021212"         "021212"         "021212"            "011" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>          "02122"           "0121"         "021212"          "02122"            "013" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>            "011"            "011"          "02122"            "011"            "011" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>            "011"          "02433"         "021211"         "024223"            "011" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>         "021211"          "02111"           "0213"          "02122"            "011" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>            "011"         "021212"         "022222"         "021212"            "011" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>         "021211"         "021211"          "02122"            "011"           "0121" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>            "011"            "011"            "011"         "021211"          "02433" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>            "011"            "011"         "021213"            "011"            "011" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>            "011"          "02122"         "021212"         "021213"            "011" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>         "021211"           "0213"         "021213"            "011"           "0213" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>         "021212"            "011"         "021212"            "011"            "011" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>           "0213"          "02433"         "021213"         "021213"         "021212" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>         "022221"          "02432"            "011"           "0121"         "024221" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>         "024222"            "011"         "021121"         "021121"          "02111" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>          "02432"            "011"            "011"          "02223"         "022213" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>         "022221"          "02223"         "022211"         "024222"         "024221" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>          "02432"            "011"          "02431"         "022212"          "02432" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>          "02432"         "022223"          "02432"            "011"            "011" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>         "022211"         "024221"          "02421"          "02421"            "011" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>         "022224"            "011"            "011"            "011"          "02313" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>         "024221"            "011"          "02223"          "02431"          "02432" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>          "02432"         "021123"            "011"          "02432"         "021121" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>         "022221"         "022212"         "021123"            "011"            "013" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>         "022213"          "02431"            "011"          "02432"         "022211" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>         "022213"          "02432"         "022224"         "022213"          "02412" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>          "02412"         "021121"          "02432"            "011"         "021121" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>            "011"         "024222"          "02431"            "011"          "02421" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>            "011"            "013"          "02421"          "02432"          "02313" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>            "011"          "02432"          "02223"            "011"            "011" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>            "011"            "011"         "022223"            "011"         "022212" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>          "02431"          "02213"         "022221"          "02421"          "02432" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>          "02431"          "02421"          "02432"         "024221"          "02431" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>         "022213"          "02223"         "021121"          "02421"            "013" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>          "02431"          "02431"         "021121"          "02431"          "02313" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>            "011"         "024222"          "02421"          "02421"            "011" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>          "02431"            "011"         "024221"         "024221"         "022224" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>          "02421"          "02432"          "02432"          "02421"         "022213" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>            "013"          "02421"           "0213"          "02421"         "022223" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>            "013"         "022213"            "011"          "02223"            "011" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>          "02431"          "02421"         "022211"          "02421"          "02111" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>         "022212"          "02421"         "024222"         "022213"          "02432" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>         "022213"          "02431"          "02111"         "022211"         "024221" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>          "02432"         "022212"         "022211"         "021121"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>         "021123"           "0213"         "021121"            "011"            "011" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"         "024221"            "011"         "024221"            "011" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>         "021121"          "02421"         "022224"         "024222"          "02421" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>         "021121"         "022211"          "02421"         "022211"         "022224" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>            "011"         "024221"          "02421"          "02431"          "02432" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>         "022223"            "011"          "02421"          "02421"            "011" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>         "022221"         "022211"         "024221"            "011"            "013" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>          "02432"          "02432"            "011"          "02421"          "02421" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>          "02431"          "02432"         "021121"            "011"         "022212" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>         "022224"          "02421"         "022213"            "011"          "02433" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>          "02431"          "02432"         "024221"          "02431"          "02431" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>          "02432"         "022223"         "022211"            "011"          "02412" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>         "024221"           "0123"         "022212"         "022211"            "011" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>         "024222"            "013"         "022221"          "02223"            "011" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"          "02421"         "021121"          "02421"         "022224" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>         "024221"          "02421"          "02421"          "02421"         "021121" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>         "022212"         "022213"         "021123"          "02421"            "011" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>         "021121"          "02213"          "02421"          "02432"         "023123" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>         "022211"            "011"           "0213"         "022221"         "022212" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>         "022213"          "02433"          "02432"            "011"          "02432" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>         "021121"            "011"         "021121"         "022223"            "011" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>         "022221"           "0213"         "022221"            "011"         "022211" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>         "021121"          "02431"          "02421"            "011"         "022223" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>            "011"            "011"          "02223"         "022212"            "011" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"            "011"            "011"         "022224"          "02421" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>         "022221"          "02431"          "02431"          "02421"         "022212" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"         "022212"          "02431"         "022223" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>          "02431"          "02223"          "02432"            "011"         "022213" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>            "011"          "02432"          "02431"         "024221"         "021121" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>         "022212"          "02421"            "011"         "021121"         "022213" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>         "022211"         "022212"          "02432"            "011"         "022221" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>          "02431"            "013"         "022213"         "023123"         "024222" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>         "022223"          "02223"            "011"         "021121"         "024221" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>          "02431"         "021121"          "02432"          "02431"         "024222" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>          "02432"          "02431"         "022213"         "024222"          "02432" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>         "022213"         "022221"            "011"            "011"         "022211" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>         "022224"            "013"          "02412"          "02421"         "021121" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>         "024222"         "022211"          "02431"          "02421"            "013" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"         "024221"          "02421"          "02431"         "022213" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>            "011"            "011"          "02412"         "022212"            "011" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>          "02432"            "011"         "022212"            "011"         "024221" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>         "022223"         "022212"         "022224"            "011"         "022221" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>            "011"            "011"            "011"            "011"            "011" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>          "02421"         "022211"          "02431"          "02421"          "02432" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>            "011"         "021121"         "024222"         "022221"         "021121" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"         "021123"            "011"         "022212"         "022212" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>         "024222"            "011"            "011"            "011"         "024221" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>            "013"         "022213"          "02432"            "011"            "011" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"         "022224"         "022221"          "02432"          "02432" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>          "02432"            "011"         "021121"         "022221"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>         "021123"            "011"            "011"         "023123"          "02432" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>            "011"         "022212"          "02431"            "011"         "022223" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>         "022223"            "011"         "022211"         "024221"         "021121" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>         "022211"         "022213"         "022213"            "011"         "022212" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>            "013"            "011"            "011"            "011"          "02313" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>          "02421"         "023123"           "0213"          "02313"          "02431" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>          "02421"         "021123"         "022224"            "011"         "024221" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>         "022212"         "024221"          "02431"         "022223"         "021121" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>         "022212"            "013"         "022212"          "02412"           "0213" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>           "0123"         "022223"         "022223"          "02431"            "011" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>            "011"          "02432"          "02431"         "022221"          "01222" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>          "02432"         "023123"          "01222"         "021121"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>          "02421"            "011"            "013"          "02431"         "022213" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>            "011"          "02432"            "011"          "02431"          "02432" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>          "02431"            "011"         "024221"            "011"            "011" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>          "02421"            "011"         "024221"          "02421"            "011" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>          "02421"            "011"          "02431"            "011"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>          "02431"         "022212"          "02421"         "021121"          "02431" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>         "022213"         "021121"           "0123"         "024221"         "022213" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>         "022211"            "011"         "022221"         "022221"            "011" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>         "022213"         "022213"         "021121"          "02223"         "022223" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>          "02421"          "02421"         "021121"          "02431"         "021121" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>            "011"         "021123"          "02223"            "011"          "02431" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>         "022213"         "024222"            "011"         "024221"          "02431" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>         "022211"         "022221"          "02432"         "022213"         "024222" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>         "022213"          "02431"          "02213"         "021123"           "0213" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>            "011"          "02223"         "022221"          "02431"         "022221" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>            "011"          "02431"         "022224"         "022213"           "0123" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>         "022224"            "011"          "02432"          "02431"            "013" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>            "011"          "02213"         "022221"         "021123"          "02421" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>            "013"          "02432"          "02431"            "013"         "022213" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"          "02431"          "02432"            "011" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"            "011"          "02431"            "011"         "022213" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>         "022211"            "011"            "011"            "011"         "022211" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>            "011"         "022221"          "02421"          "02213"         "022211" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>          "02432"            "011"           "0121"            "011"         "023123" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>          "02432"          "02431"         "022221"         "024222"          "02431" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>          "02431"          "02212"         "024221"            "011"         "023123" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>         "022223"         "024221"            "011"          "02431"         "022223" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>         "024222"            "011"          "02432"         "022211"            "011" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>          "02421"         "022213"          "02431"           "0213"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>            "011"          "02431"           "0121"          "02431"         "022223" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>         "024222"            "013"         "022224"          "02432"         "022212" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>         "022224"         "023123"          "02432"         "021121"            "011" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>         "022223"          "02432"          "02431"         "022213"         "024221" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>            "011"         "022211"            "011"         "021123"         "022212" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>         "022211"            "011"         "024221"         "021121"         "024222" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>         "021121"            "011"          "02213"            "011"         "022211" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>         "021123"          "02421"          "02431"          "02223"            "011" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>          "02432"         "022212"            "011"         "022211"         "021123" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>         "022221"         "022221"            "011"         "024221"            "011" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>          "02421"          "02432"         "024221"         "022212"         "024222" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>         "022213"            "011"            "011"            "011"          "02421" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>         "021123"          "02432"         "022211"         "022221"          "02431" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>         "022221"         "022211"          "02431"         "024222"           "0121" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>         "022212"         "021121"          "02412"         "022221"            "011" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>          "01222"          "02421"            "011"          "02421"          "02412" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>         "024222"         "021121"          "02223"         "022211"            "011" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>         "024222"         "022212"         "022213"         "022224"            "011" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>          "02431"          "02431"          "02432"         "021123"         "022221" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>         "022221"         "022221"         "022211"          "02431"          "02432" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>         "022224"         "022212"          "02432"          "02432"         "022221" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>          "02421"            "011"          "02421"         "021121"          "02421" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>         "022212"         "021123"            "011"           "0123"         "022211" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>            "011"            "011"            "013"         "022223"         "022221" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>          "02431"          "02432"         "022212"          "02421"          "02421" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>         "022212"          "02431"          "02421"          "02313"            "011" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>         "022212"         "022211"            "011"         "024222"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>          "02431"          "02111"          "02111"         "024222"            "011" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>            "011"         "024221"         "022211"            "011"            "011" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>          "02432"         "023123"         "024221"          "02223"            "013" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"          "02431"         "024222"            "011"          "02432" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>         "024221"          "02432"            "011"          "02432"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 755))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>            "011"            "011"            "011"            "011"            "013" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>           "0121"           "0212"           "0212"          "02212"          "02324" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>           "0212"          "02322"          "02322"          "02321"          "02323" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"          "02411"          "01221"           "0212" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>            "011"            "011"            "011"           "0212"          "02412" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>          "02322"          "02321"           "0213"          "02212"            "011" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>          "02321"            "011"            "011"          "02321"          "02412" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>            "011"          "02212"          "02324"          "02322"           "0233" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>           "0212"          "01221"          "02323"           "0212"          "02412" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>            "011"          "02321"          "02323"          "02212"            "011" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>           "0233"          "02321"          "02323"           "0233"          "02412" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>           "0233"          "02323"          "02323"          "02322"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>         "024223"            "013"            "013"            "011"            "011" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>           "0212"          "02321"            "013"           "0212"          "02322" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>          "02322"           "0233"            "011"          "02324"          "02412" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>            "013"           "0233"           "0212"          "02412"           "0233" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>          "02324"            "011"            "011"          "02324"           "0212" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>            "011"          "02412"            "011"           "0233"          "02111" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>            "011"          "02322"            "011"          "02323"            "013" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>           "0212"            "011"          "02321"            "011"            "013" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>          "02324"          "02321"            "011"          "02324"          "02321" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"          "02321"          "02212"         "021122"            "011" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>           "0212"          "02321"          "02412"            "011"          "02411" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>            "011"           "0212"           "0233"            "011"            "011" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>          "02322"           "0212"            "011"          "02321"            "011" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>            "011"          "02324"          "02323"          "02324"            "011" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"            "011"           "0212"          "02412"          "02321" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>            "011"          "02321"            "013"            "011"            "011" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"          "02411"          "01222"            "011"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>           "0233"           "0233"          "02212"          "02311"            "011" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>          "02322"           "0212"          "02212"            "011"           "0212" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>           "0233"           "0212"            "011"          "02324"           "0212" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>            "013"          "02321"            "011"          "02324"           "0212" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>          "02324"            "011"            "011"         "021122"          "02323" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>           "0212"          "02321"           "0233"          "02411"          "02323" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>           "0233"           "0233"          "02321"           "0233"          "02324" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>            "011"           "0212"            "011"           "0212"          "02324" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>          "02321"          "02323"           "0233"          "02322"           "0233" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>          "02412"          "02212"            "011"          "02322"          "02321" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>            "013"          "02412"          "02321"            "011"          "02411" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>          "02321"           "0121"            "011"          "02321"           "0212" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>          "02322"           "0233"            "011"           "0212"            "013" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>          "02322"          "02322"           "0233"           "0212"          "02111" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>            "011"           "0233"          "02321"           "0233"         "021123" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>          "02323"            "011"            "013"         "021123"            "011" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>            "011"            "011"           "0233"           "0212"          "02324" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>          "02322"           "0212"          "02323"            "013"          "02322" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>           "0212"           "0212"          "02212"          "02322"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>          "02323"          "02321"         "024223"           "0212"          "02323" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>         "021122"           "0212"          "02321"           "0212"          "02322" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>           "0233"          "01222"            "011"           "0212"            "011" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>            "011"            "011"          "02321"         "024223"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>            "011"          "01222"           "0233"          "02321"          "02321" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>          "02412"           "0233"           "0212"            "013"          "02323" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>          "02321"          "02323"          "02322"            "011"          "02324" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>           "0233"          "02111"           "0212"          "02412"         "024223" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>            "011"          "02322"            "011"            "011"          "02323" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>          "02323"          "01221"           "0233"           "0233"           "0233" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>            "011"           "0212"          "02322"            "011"          "02322" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"            "011"          "02412"          "02323"            "011" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>            "011"           "0121"            "011"            "011"          "02323" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>            "011"          "02323"           "0233"            "011"          "02323" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>           "0212"          "02322"          "02322"           "0233"            "011" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>          "02321"            "013"           "0233"          "02323"           "0212" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>          "01221"           "0212"          "02212"          "02212"          "02322" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>          "02323"           "0233"            "011"          "02323"         "022222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>          "02321"           "0212"          "02323"          "02321"          "02322" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>          "01222"          "02321"          "02322"            "011"          "02321" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>          "02322"          "02324"           "0212"          "02322"         "024223" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>          "02412"          "02111"            "013"          "02323"          "02321" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>          "02412"          "02321"            "011"            "011"          "02322" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>          "02321"           "0212"          "02324"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"          "02322"          "02324"          "02212"            "013" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>            "011"            "013"            "011"          "02324"            "013" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>            "013"          "02412"          "02324"            "011"            "011" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>           "0212"            "013"            "011"            "011"           "0233" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"          "02322"          "02321"           "0212" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>           "0123"            "011"          "02212"            "011"          "02323" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>            "011"          "02412"          "02311"          "02111"          "02322" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>           "0212"          "02324"            "011"          "02324"          "02412" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>            "011"          "02322"          "02322"            "011"           "0233" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>           "0233"            "011"            "011"          "02412"           "0233" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>          "02321"          "02212"            "011"            "011"           "0233" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"           "0233"           "0233"          "02324"            "011" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>            "011"           "0121"          "02324"           "0233"          "02321" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>            "011"          "02111"            "011"          "02322"            "011" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>          "02324"          "02323"          "02324"           "0233"          "01221" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>            "013"          "02322"          "02212"          "02111"          "02323" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>           "0212"            "013"           "0213"            "011"          "02323" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>           "0233"          "02423"          "02321"          "02111"           "0212" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>          "02412"          "02323"          "02111"          "02324"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>          "02324"            "011"            "011"           "0121"          "02321" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>          "02412"          "02321"            "011"            "011"            "013" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>            "011"            "011"           "0213"          "02212"           "0233" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>         "024223"            "011"            "011"          "02324"         "024223" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>          "02323"            "011"           "0212"           "0212"         "022222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>          "02322"          "02412"            "011"            "011"            "011" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>            "011"          "02321"          "02322"            "011"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>           "0233"          "02322"           "0212"           "0212"            "011" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>            "011"            "011"          "01222"         "024222"            "013" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>           "0233"            "011"            "011"            "011"          "02324" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>          "02321"          "01222"            "011"            "011"            "011" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>           "0121"            "011"          "02212"          "02433"            "011" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>          "02321"            "013"          "02323"            "011"          "02322" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>         "024223"            "011"            "011"          "02322"            "011" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>            "011"          "02323"          "02212"          "02323"          "02324" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>            "011"           "0233"          "02324"          "02323"           "0233" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>            "011"          "02411"            "011"          "02324"            "011" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>          "02323"          "02321"          "02323"          "02323"            "013" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>          "02322"            "011"          "02412"          "02323"           "0233" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>           "0233"           "0233"            "011"            "011"          "02322" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>          "02323"          "02212"           "0233"           "0212"            "013" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>          "02321"          "02412"          "02412"           "0233"          "02321" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>         "024223"          "02322"            "011"          "02321"            "011" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>         "021122"           "0121"          "02321"            "011"          "02423" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>            "011"            "011"          "02311"           "0233"          "02321" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>           "0212"            "011"           "0212"           "0212"          "02323" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>           "0233"          "02321"          "02111"            "013"          "02322" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"          "02323"            "013"          "02321"          "01222" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>          "02412"           "0233"            "011"           "0233"          "02321" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>          "02412"           "0233"            "013"          "02322"          "02321" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"            "011"           "0233"            "011"          "02322" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>          "02322"            "011"          "02324"            "011"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>          "01222"           "0213"          "02323"           "0233"           "0233" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>           "0121"          "02323"          "02321"          "02324"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>            "011"            "011"            "011"            "011"         "024223" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>            "011"           "0233"          "02321"            "011"           "0233" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>            "011"            "011"            "013"          "02324"          "02321" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>            "011"         "024223"          "02111"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>           "0233"           "0233"            "011"         "021122"          "02321" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>            "011"          "02322"          "02321"           "0233"          "02324" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"           "0212"            "011"          "02412"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>            "011"           "0233"            "011"          "02423"            "013" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>            "011"            "013"          "02323"            "011"          "02321" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>            "011"          "02212"            "011"          "02412"            "011" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>          "02323"          "02322"          "02313"           "0212"           "0212" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"          "02324"            "011"          "02321"           "0212" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>            "013"            "013"          "02322"           "0233"          "02323" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>          "02324"           "0233"           "0233"            "011"           "0233" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>          "02321"         "024222"          "01222"          "02111"          "02324" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>           "0213"           "0212"          "02321"            "013"          "02321" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>          "02412"            "011"           "0233"          "02324"          "02322" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>           "0233"          "02212"           "0233"           "0233"         "024223" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>          "02412"            "011"          "02322"            "011"          "02322" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>          "02324"         "024223"          "02212"            "013"          "02322" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>          "02322"          "02324"            "011"          "02322"          "02323" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"            "011"          "02322"           "0233"           "0121" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>            "011"           "0212"            "013"            "011"          "02324" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>            "013"          "02324"         "024223"         "024223"            "011" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>          "02423"           "0123"            "011"          "02212"          "02323" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>           "0212"            "013"          "02321"           "0121"           "0212" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>          "02322"          "02321"           "0233"          "02321"          "02321" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>          "02321"          "02212"          "02323"          "02212"          "02321" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>          "02324"            "011"            "011"           "0121"           "0212" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>          "02321"          "02321"           "0212"           "0212"            "011" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>           "0212"           "0212"           "0212"           "0212"           "0212" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>           "0212"         "024223"            "011"            "011"           "0121" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>           "0212"           "0212"            "013"          "02321"         "022114" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"            "011"           "0213"            "011"          "02323" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>           "0213"            "013"          "02323"           "0121"           "0212" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>           "0212"          "02234"          "02321"            "013"           "0212" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>            "011"            "011"          "02321"           "0212"          "02321" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>          "02321"            "011"           "0121"            "011"          "02423" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>          "02321"          "02321"          "02321"           "0212"            "011" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>          "02321"          "02323"          "02321"          "02212"           "0212" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>           "0121"            "011"           "0212"           "0212"           "0212" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>            "011"            "013"            "011"            "011"          "01222" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>            "011"            "011"           "0213"            "013"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>            "011"         "022112"         "023122"         "021122"          "02311" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"         "022111"          "02233"         "021122"         "022111" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>         "022111"            "011"          "02111"          "02111"         "023122" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>            "013"          "02111"         "022111"          "02311"            "011" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>          "02311"          "02311"          "01221"            "013"          "02311" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>         "021122"         "022111"         "023122"         "021122"           "0123" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>          "02411"            "011"         "022111"          "02322"          "02322" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"          "02423"         "022111"          "02411"          "02111" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>          "02111"            "013"          "02411"          "02311"          "02411" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"         "022113"          "02232"            "013"         "023122" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>            "011"          "02111"          "01221"            "013"         "022111" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>            "011"         "022112"            "011"          "02111"         "021122" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"         "022111"            "011"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>         "023122"          "01221"         "023122"          "02232"            "011" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>            "011"            "011"         "022111"           "0121"          "02411" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>            "011"            "011"         "022111"         "023122"         "023122" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>          "02111"         "021123"         "022111"          "02311"          "02411" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>            "011"          "02311"          "02213"         "022113"            "011" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>         "022111"          "02213"          "02311"         "022111"            "011" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"           "0213"          "02111"           "0121"          "02411" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>            "011"           "0121"         "023123"            "013"          "02311" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>          "02311"         "023122"            "013"          "02111"         "021122" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>            "011"          "02111"         "022111"          "02111"         "021122" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>            "011"          "02213"            "011"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>            "011"           "0213"          "02111"            "011"            "013" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>            "011"          "02311"          "02213"          "02111"           "0123" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>          "02111"           "0123"         "021122"          "02311"           "0123" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>          "02311"          "02213"          "02231"          "02412"            "011" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>          "02311"          "02411"          "02412"          "01221"          "02111" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>          "02111"         "022111"          "02212"         "023122"         "022222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>         "023122"          "02213"          "02213"          "02231"          "01221" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"         "022114"         "021123"            "011"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>         "022111"         "022111"          "02233"           "0213"          "02411" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>         "022111"            "011"          "02231"          "02311"           "0213" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>            "011"            "011"            "011"          "02311"         "023122" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>            "011"          "02232"          "02111"          "02111"         "023123" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>          "02311"         "023122"          "02233"         "023122"            "011" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>          "02412"            "011"         "023122"         "023122"          "02412" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"          "02311"         "023122"          "01221"         "022112" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>            "011"            "011"           "0123"            "011"         "023122" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>           "0121"            "011"          "02411"          "02111"          "02322" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>            "013"          "02232"           "0123"          "02311"          "02412" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>            "011"         "022114"          "02233"          "02411"           "0121" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>            "013"         "021122"          "02411"            "011"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>          "02111"          "02313"         "023123"            "011"         "022114" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>          "02311"           "0123"            "011"          "02111"         "022114" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"           "0123"          "02232"          "02311"         "022114" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>          "02111"          "02213"          "02232"          "02311"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"          "01221"          "02111"         "022112"         "022112" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>          "02311"          "02213"         "022114"            "011"            "011" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>          "02311"         "023122"            "011"         "022111"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"          "02311"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>         "022113"          "02213"          "02213"            "011"            "011" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>         "022112"         "024223"         "021122"            "011"          "01221" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>           "0121"          "01221"          "02311"          "02311"            "011" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>            "011"         "022114"          "02412"          "02111"            "011" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"            "011"          "02233"         "022111"          "02111" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"            "011"          "02111"         "022113" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>         "022111"          "02313"            "011"          "02411"          "01221" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>         "021121"          "01221"          "02311"          "02213"          "02322" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"         "022112"          "02313"          "02311"            "013" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>         "023122"           "0121"            "011"            "011"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>          "02411"            "011"          "02111"          "02311"         "022114" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>         "022113"         "022111"          "02322"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>          "02311"            "011"          "02111"            "011"          "02423" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>           "0121"            "011"          "02111"         "022112"         "023122" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"          "02311"          "02212"         "023122"         "021122" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>         "022111"          "02311"          "02234"          "02231"          "02111" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>            "013"          "02111"          "01221"          "02412"            "013" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>            "013"         "024223"         "022111"          "02311"          "02411" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>           "0123"          "02213"          "02311"          "02213"            "011" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>            "013"            "011"         "022111"          "01221"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>           "0123"         "023122"          "02423"          "02412"         "023122" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"            "013"            "011"            "013"            "011" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>         "022111"          "02213"         "022213"            "011"            "011" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>            "011"          "02111"            "011"            "011"            "011" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>            "011"          "01221"            "011"            "011"         "021123" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>          "02412"          "02232"            "011"         "022112"         "022112" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>          "01222"          "02411"          "02233"            "011"            "011" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"            "011"            "011"          "02412" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"           "0121"           "0123"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>           "0121"            "011"          "02111"          "02232"           "0121" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>         "022114"          "02212"         "022112"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>         "022113"          "02231"          "02232"         "021123"          "01221" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>            "011"            "011"            "013"            "011"           "0123" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"         "022112"           "0123"            "011"            "011" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>           "0123"          "02231"            "011"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>            "011"           "0123"            "011"          "02412"            "011" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>            "011"         "022112"            "011"            "011"            "011" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>          "02111"            "011"         "022112"           "0123"         "022113" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>         "022114"          "02233"            "011"            "013"          "02111" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>            "011"            "011"          "01222"            "011"         "022114" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"         "022112"            "013"          "02412"          "02423" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"          "02412"            "013"            "011"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"           "0123"          "02423"          "02313"            "011" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"           "0123"          "02231"         "022112"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>            "011"         "022111"         "022112"            "011"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>            "011"          "02231"          "02231"          "02111"          "02313" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>            "011"          "02231"          "02231"            "011"           "0121" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"            "013"           "0121"            "011"            "011" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"         "022111"         "022113"         "023121"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"            "011"         "022112"          "02213"            "011" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>            "011"            "011"         "023121"         "023121"            "011" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>           "0123"         "022111"          "02313"         "022113"            "011" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"            "011"          "02232"         "022112"         "022113" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>            "011"         "022112"         "022111"          "02423"            "011" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"         "022111"          "02311"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>            "013"         "022112"            "011"          "02411"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>            "011"          "02412"            "011"            "011"         "022113" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>         "022114"            "011"          "02233"          "02231"          "02311" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"          "02411"          "02412"            "011"         "022113" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>            "011"          "02213"          "02423"          "02313"         "022113" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>          "02313"            "011"          "02232"          "02411"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"          "01221"         "022112"            "011"            "011" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>           "0123"          "02313"            "011"          "02231"         "022113" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"          "02412"          "01221"            "013"            "011" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>          "01221"          "02232"          "01221"            "011"          "01221" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>           "0123"          "02412"           "0123"          "02311"          "02412" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>            "011"            "013"            "013"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>          "01221"            "013"         "022114"           "0123"            "011" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"          "02412"          "02233"          "02111"         "021122" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>            "011"          "02411"          "02212"            "011"            "011" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>          "02423"         "022111"            "011"          "02313"           "0123" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>          "02311"          "01221"            "011"           "0121"          "02423" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"          "02111"          "02423"          "02232"          "02423" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"            "011"            "011" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>         "022114"          "02313"          "02231"            "013"            "011" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"            "011"         "022112"            "011" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>          "01221"         "022111"            "013"            "011"          "02111" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>          "02411"            "011"            "011"          "02423"         "022112" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>          "02311"          "02313"          "02423"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"            "011"          "02231"            "011" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"           "0123"            "011"           "0123" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>            "011"            "011"            "011"         "022113"           "0213" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>            "011"            "011"          "02423"            "011"         "022112" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>          "02423"            "011"         "022112"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>          "02423"            "013"          "02311"          "02412"          "01222" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>           "0121"         "023121"         "022112"          "02231"           "0123" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"            "013"            "011"         "021122"            "011" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>            "011"          "02231"          "02313"            "011"            "011" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>            "011"          "02213"            "011"          "01221"          "02111" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"          "01222"          "02412"          "02412" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>            "013"         "022114"          "02232"          "01222"            "011" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"         "021123"          "02111"          "02412" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>            "011"           "0123"         "022112"          "02311"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>            "011"          "02231"          "02411"         "022112"            "013" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>          "02313"          "02231"           "0121"          "02111"         "022114" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>            "011"            "011"          "02232"         "022111"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>          "02313"           "0123"          "02111"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>            "011"          "02423"          "02423"         "022113"           "0123" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"          "02423"          "01222"            "011"            "011" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"            "011"            "011"            "011"            "011" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>            "013"            "011"            "011"            "011"          "01222" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>          "02411"          "01221"            "011"          "01221"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>            "013"          "02311"          "01221"            "011"          "02311" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>          "02311"            "013"            "013"          "02111"          "02411" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>            "011"            "011"         "023121"          "02411"          "02111" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>         "023121"          "02411"            "011"          "02411"          "02111" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"          "01221"           "0121"            "011"          "02423" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>          "02311"          "02412"          "01221"            "011"            "011" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>          "02111"          "02111"          "02423"          "02111"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>          "02412"            "011"          "01221"          "01221"           "0121" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>          "02411"            "011"          "02212"            "013"          "02111" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>            "013"          "02311"          "02111"          "02111"          "01221" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>          "02311"          "02111"            "011"          "02313"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>          "02111"            "011"            "013"          "02111"          "02411" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>         "021123"          "01221"            "013"          "02111"         "023121" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>           "0121"          "02111"          "02411"          "02111"            "011" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>          "01221"          "02111"          "02411"          "02411"          "01222" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>          "02111"          "02411"          "02411"            "011"         "023121" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>            "011"            "013"            "013"          "02111"            "013" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>            "011"         "023121"          "02111"           "0121"           "0121" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>          "02411"          "02411"         "023121"          "02111"            "011" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>          "02411"          "02423"          "02111"          "02111"           "0121" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>            "011"            "013"            "013"          "01221"         "021122" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>          "01221"            "011"         "021122"          "02411"         "021123" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>          "02411"          "01221"          "02111"            "013"          "02411" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>            "011"            "011"         "023121"          "02231"          "02111" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>         "022113"            "011"          "02111"         "023121"         "023121" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>           "0213"          "02411"            "011"          "02411"            "011" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>          "02111"           "0121"            "011"         "023121"          "02111" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>            "011"          "02233"            "011"          "02111"          "02111" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>          "01221"           "0121"          "02423"          "02111"          "02313" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>          "02411"            "011"            "011"           "0121"         "023121" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>         "021122"            "013"         "023121"          "01221"          "02111" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>          "02411"          "02311"            "011"         "023121"            "011" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>          "02411"            "013"          "02232"           "0121"            "011" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>          "02423"          "02111"            "011"            "011"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>          "02111"          "01221"          "02411"          "02111"          "02111" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>         "021122"         "023121"          "02411"          "02411"         "023121" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>          "02411"          "01221"          "02111"          "01221"          "02411" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>          "02111"          "02411"          "02411"            "011"           "0121" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>            "011"            "011"          "02233"          "02411"          "02111" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>          "02423"          "02423"            "011"          "02111"         "023121" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>            "011"          "02411"          "02411"          "02411"          "01221" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>          "02411"            "011"         "023121"         "021122"          "02411" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>         "023121"          "02423"            "011"            "013"           "0121" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>          "01221"            "011"          "01221"            "013"            "011" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>          "02111"            "011"           "0121"          "01222"          "02111" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>          "02111"          "02411"         "023121"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>          "02111"            "011"           "0121"          "02111"            "011" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>            "013"            "013"         "023121"          "02111"         "023121" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>          "02111"         "023121"          "01221"          "01222"           "0121" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>         "021123"            "011"          "01221"           "0121"          "02111" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>            "013"          "02411"          "02111"          "01221"           "0121" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>         "023121"          "02411"            "011"         "023123"            "013" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>           "0121"          "02411"         "021122"            "011"          "02411" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>          "02423"            "011"            "013"          "02423"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>          "02411"          "02411"          "02111"          "02412"         "021122" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>            "013"            "011"            "011"          "02411"          "02411" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>           "0121"          "02423"          "02111"          "02411"          "02411" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>          "01221"          "02111"          "02423"         "021123"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>            "011"            "013"           "0123"            "011"          "01221" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>          "02111"          "01221"            "011"          "02411"          "02411" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>          "02111"            "011"         "022113"           "0121"          "02411" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>            "011"          "02111"          "02411"           "0121"            "011" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>         "023121"            "011"            "011"          "02411"           "0123" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>         "023122"         "023121"            "011"          "01221"          "02411" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>          "02111"         "023121"            "013"           "0213"            "013" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>            "013"         "021122"          "02411"          "02111"         "023121" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>          "02411"            "011"         "021122"          "02111"          "01221" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>            "011"         "023121"            "011"          "02411"          "02111" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>          "02423"         "023121"          "02423"          "02111"           "0121" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>            "011"          "02411"          "02111"          "02423"            "011" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>            "013"         "023121"            "013"          "01221"          "02111" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>          "01221"           "0213"          "01221"          "02411"          "02411" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>          "02111"          "02423"          "02412"          "02111"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"           "0123"          "02423"           "0121"            "011" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>            "011"            "013"            "013"           "0123"            "011" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>          "02411"           "0121"          "02423"            "011"            "011" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>            "011"            "011"            "011"            "013"          "01221" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>            "011"            "011"           "0123"         "022112"           "0123" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>          "01221"            "011"          "02111"          "02313"          "01221" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>            "011"           "0121"            "011"           "0121"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>            "011"            "013"            "011"            "011"            "011" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>          "02111"            "011"           "0123"            "011"           "0121" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>            "011"         "022111"          "02111"          "02111"          "01221" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>            "013"            "011"           "0121"            "013"            "011" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"            "011"          "02233"         "023121"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>           "0121"          "02232"            "011"            "013"            "011" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>          "02411"           "0213"            "013"          "02111"          "02411" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>            "013"            "013"          "02411"            "011"            "011" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>           "0121"            "013"            "011"            "011"            "011" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>          "02111"            "011"          "01221"            "011"          "01221" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>            "011"           "0121"          "01221"            "011"            "011" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>            "011"            "011"          "02411"            "011"           "0121" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>            "011"            "011"          "01221"         "023121"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>         "021123"          "02411"           "0121"          "02232"          "02311" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>            "013"           "0123"            "013"            "011"            "013" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>         "023121"            "011"         "022111"            "011"            "011" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>            "011"           "0123"          "01221"            "013"            "013" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"          "02411"          "02213"            "011"            "011" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>            "011"           "0121"          "01221"            "011"          "02311" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>            "011"          "01221"           "0121"            "011"            "011" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>            "011"            "011"          "02311"           "0121"          "01221" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>          "02411"            "011"          "02232"           "0213"          "01221" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>            "011"          "02111"           "0123"            "011"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>           "0121"            "011"          "02233"            "011"            "011" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>            "011"          "02233"           "0121"           "0123"            "011" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>          "02111"           "0121"            "011"            "011"            "011" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>            "011"            "011"          "02111"         "023121"          "01221" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>            "011"            "011"            "011"            "011"            "011" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>            "013"            "013"            "011"         "023121"            "011" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>            "013"           "0121"          "02111"            "013"          "02311" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>         "023121"            "011"         "023121"            "011"            "011" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>            "011"           "0121"          "01221"          "01221"            "011" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>            "011"            "011"          "01221"           "0121"            "013" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>          "02111"            "011"            "011"            "011"         "022112" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>           "0123"           "0121"          "02411"          "02111"           "0121" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>            "011"            "011"            "013"           "0121"            "011" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>            "011"            "011"           "0121"          "02411"          "02411" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"          "02411"            "011"            "011"           "0121" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>            "011"           "0121"            "011"            "011"          "02423" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>            "011"            "011"          "02111"            "011"          "02411" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>            "011"            "013"            "011"           "0123"          "02411" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>         "022113"          "02111"         "022113"           "0121"           "0121" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>            "013"           "0123"           "0121"           "0121"            "011" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>            "013"            "011"          "01221"            "013"          "02111" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>            "011"            "011"           "0121"            "013"            "011" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"           "0121"            "013"            "011"          "02411" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>            "011"           "0121"            "013"          "02423"           "0212" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>           "0121"           "0121"            "011"            "011"         "023121" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>            "013"            "013"          "01221"            "013"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>           "0121"           "0123"            "011"            "011"            "011" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>          "02423"            "011"          "02234"         "023121"           "0123" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>            "011"            "013"            "011"          "02411"            "011" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>            "011"          "01221"          "02311"           "0121"           "0123" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>            "013"          "02232"            "013"          "01221"            "013" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"            "013"            "011"            "013"            "011" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>            "011"         "022111"           "0121"           "0121"            "011" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>          "02411"            "011"            "011"            "013"         "022113" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>            "013"            "011"           "0121"          "02411"            "011" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>          "02111"           "0121"           "0121"         "021122"            "011" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>          "02111"            "011"          "02232"            "013"           "0121" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>            "011"            "011"            "013"           "0121"            "011" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>            "011"            "011"           "0121"          "02111"            "011" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>           "0123"            "011"            "011"           "0123"         "022111" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>            "011"            "013"           "0123"          "02233"          "02111" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>            "011"            "011"           "0213"         "023121"            "011" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>          "02411"           "0121"            "011"            "011"            "011" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>            "013"          "01221"           "0123"            "013"          "02411" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"            "011"            "011"          "01221"            "013" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>         "023121"            "011"            "011"            "011"            "013" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>            "013"           "0212"           "0212"            "011"           "0212" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>           "0212"           "0212"           "0212"           "0212"           "0213" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>           "0121"          "02212"           "0212"           "0212"           "0212" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>           "0212"            "011"            "011"            "011"            "011" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>            "011"            "011"            "011"           "0212"            "011" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>            "011"            "011"            "011"         "022222"           "0212" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>            "011"           "0212"            "011"           "0212"           "0212" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>           "0212"            "011"           "0212"            "011"          "02433" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>           "0212"           "0212"           "0212"           "0212"         "022222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>            "011"            "011"           "0212"           "0212"            "011" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>            "011"           "0212"         "022222"           "0212"         "022222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>            "011"           "0212"            "011"            "011"            "011" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>            "011"           "0212"            "011"            "011"            "011" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>           "0212"           "0212"           "0212"            "011"            "011" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>           "0212"          "02412"           "0212"            "011"           "0212" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>           "0212"           "0212"           "0212"          "02433"           "0212" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>            "011"           "0212"           "0212"            "011"            "011" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>           "0212"            "011"           "0212"           "0212"           "0212" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>          "02322"           "0212"            "011"            "011"            "011" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>           "0212"           "0212"           "0212"         "022222"            "011" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>            "011"           "0212"          "02433"           "0213"           "0212" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>           "0213"            "011"           "0212"            "011"            "011" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>           "0213"           "0121"           "0212"           "0212"           "0212" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>           "0213"           "0212"         "022222"            "011"           "0212" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>           "0212"           "0213"           "0212"           "0212"           "0212" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>            "011"           "0212"           "0212"           "0212"            "011" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>           "0213"           "0212"           "0213"           "0212"            "011" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>            "011"            "011"           "0212"           "0213"            "011" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>           "0213"            "011"          "01222"            "011"           "0213" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>            "011"            "011"           "0212"           "0213"           "0212" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>            "011"           "0212"           "0212"            "011"           "0213" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>           "0212"            "011"           "0212"           "0212"          "02111" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>            "011"          "02212"           "0212"            "011"           "0212" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>            "013"           "0212"           "0212"            "011"            "011" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>           "0212"           "0212"            "011"           "0212"            "011" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>           "0213"            "011"            "011"           "0213"           "0212" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>            "011"           "0212"         "022222"           "0212"            "011" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>            "011"          "02433"            "011"           "0213"            "011" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>           "0212"           "0212"            "011"          "02433"          "02433" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>         "022222"            "011"           "0212"            "011"            "011" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>            "011"           "0212"            "011"           "0212"         "024223" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>            "011"            "011"            "011"            "011"            "013" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>            "011"            "011"           "0212"           "0212"           "0212" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>          "02111"            "013"            "011"          "02433"            "011" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>          "02433"           "0213"          "02433"           "0212"           "0212" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>           "0212"            "011"            "011"            "011"            "011" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>            "011"           "0212"           "0213"           "0212"           "0121" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>           "0212"           "0212"            "011"            "011"           "0212" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>           "0212"          "02433"           "0212"           "0212"            "011" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>         "022222"            "011"           "0212"           "0213"          "02433" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>            "011"          "02433"            "011"            "011"           "0212" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>            "011"            "011"            "011"           "0212"         "022222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>            "011"           "0213"            "011"           "0121"          "02421" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>            "011"           "0212"            "011"           "0212"           "0212" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>            "013"           "0212"           "0212"            "011"            "011" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>           "0212"            "011"           "0212"            "011"          "02433" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>           "0212"           "0212"            "011"           "0212"            "011" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>            "011"            "011"           "0212"            "011"         "022222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>           "0212"            "011"            "011"            "011"           "0212" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>           "0212"         "022222"            "011"           "0212"            "011" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>            "011"           "0212"           "0212"            "011"            "011" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>          "02433"           "0212"           "0212"           "0212"            "011" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>          "02412"           "0212"           "0212"           "0212"            "011" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>           "0212"           "0121"           "0212"           "0212"            "013" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>            "011"            "011"           "0212"            "011"            "011" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>            "011"          "02433"           "0212"         "024223"            "011" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>           "0212"          "02111"           "0213"           "0212"            "011" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>            "011"           "0212"         "022222"           "0212"            "011" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>           "0212"           "0212"           "0212"            "011"           "0121" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>            "011"            "011"            "011"           "0212"          "02433" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>            "011"            "011"           "0212"            "011"            "011" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>            "011"           "0212"           "0212"           "0212"            "011" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>           "0212"           "0213"           "0212"            "011"           "0213" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>           "0212"            "011"           "0212"            "011"            "011" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>           "0213"          "02433"           "0212"           "0212"           "0212" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>         "022221"          "02432"            "011"           "0121"         "024221" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>         "024222"            "011"         "021121"         "021121"          "02111" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>          "02432"            "011"            "011"          "02223"         "022213" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>         "022221"          "02223"         "022211"         "024222"         "024221" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>          "02432"            "011"          "02431"         "022212"          "02432" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>          "02432"         "022223"          "02432"            "011"            "011" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>         "022211"         "024221"          "02421"          "02421"            "011" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>         "022224"            "011"            "011"            "011"          "02313" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>         "024221"            "011"          "02223"          "02431"          "02432" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>          "02432"         "021123"            "011"          "02432"         "021121" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>         "022221"         "022212"         "021123"            "011"            "013" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>         "022213"          "02431"            "011"          "02432"         "022211" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>         "022213"          "02432"         "022224"         "022213"          "02412" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>          "02412"         "021121"          "02432"            "011"         "021121" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>            "011"         "024222"          "02431"            "011"          "02421" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>            "011"            "013"          "02421"          "02432"          "02313" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>            "011"          "02432"          "02223"            "011"            "011" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>            "011"            "011"         "022223"            "011"         "022212" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>          "02431"          "02213"         "022221"          "02421"          "02432" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>          "02431"          "02421"          "02432"         "024221"          "02431" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>         "022213"          "02223"         "021121"          "02421"            "013" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>          "02431"          "02431"         "021121"          "02431"          "02313" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>            "011"         "024222"          "02421"          "02421"            "011" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>          "02431"            "011"         "024221"         "024221"         "022224" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>          "02421"          "02432"          "02432"          "02421"         "022213" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>            "013"          "02421"           "0213"          "02421"         "022223" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>            "013"         "022213"            "011"          "02223"            "011" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>          "02431"          "02421"         "022211"          "02421"          "02111" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>         "022212"          "02421"         "024222"         "022213"          "02432" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>         "022213"          "02431"          "02111"         "022211"         "024221" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>          "02432"         "022212"         "022211"         "021121"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>         "021123"           "0213"         "021121"            "011"            "011" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"         "024221"            "011"         "024221"            "011" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>         "021121"          "02421"         "022224"         "024222"          "02421" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>         "021121"         "022211"          "02421"         "022211"         "022224" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>            "011"         "024221"          "02421"          "02431"          "02432" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>         "022223"            "011"          "02421"          "02421"            "011" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>         "022221"         "022211"         "024221"            "011"            "013" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>          "02432"          "02432"            "011"          "02421"          "02421" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>          "02431"          "02432"         "021121"            "011"         "022212" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>         "022224"          "02421"         "022213"            "011"          "02433" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>          "02431"          "02432"         "024221"          "02431"          "02431" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>          "02432"         "022223"         "022211"            "011"          "02412" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>         "024221"           "0123"         "022212"         "022211"            "011" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>         "024222"            "013"         "022221"          "02223"            "011" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"          "02421"         "021121"          "02421"         "022224" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>         "024221"          "02421"          "02421"          "02421"         "021121" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>         "022212"         "022213"         "021123"          "02421"            "011" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>         "021121"          "02213"          "02421"          "02432"         "023123" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>         "022211"            "011"           "0213"         "022221"         "022212" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>         "022213"          "02433"          "02432"            "011"          "02432" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>         "021121"            "011"         "021121"         "022223"            "011" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>         "022221"           "0213"         "022221"            "011"         "022211" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>         "021121"          "02431"          "02421"            "011"         "022223" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>            "011"            "011"          "02223"         "022212"            "011" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"            "011"            "011"         "022224"          "02421" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>         "022221"          "02431"          "02431"          "02421"         "022212" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"         "022212"          "02431"         "022223" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>          "02431"          "02223"          "02432"            "011"         "022213" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>            "011"          "02432"          "02431"         "024221"         "021121" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>         "022212"          "02421"            "011"         "021121"         "022213" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>         "022211"         "022212"          "02432"            "011"         "022221" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>          "02431"            "013"         "022213"         "023123"         "024222" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>         "022223"          "02223"            "011"         "021121"         "024221" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>          "02431"         "021121"          "02432"          "02431"         "024222" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>          "02432"          "02431"         "022213"         "024222"          "02432" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>         "022213"         "022221"            "011"            "011"         "022211" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>         "022224"            "013"          "02412"          "02421"         "021121" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>         "024222"         "022211"          "02431"          "02421"            "013" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"         "024221"          "02421"          "02431"         "022213" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>            "011"            "011"          "02412"         "022212"            "011" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>          "02432"            "011"         "022212"            "011"         "024221" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>         "022223"         "022212"         "022224"            "011"         "022221" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>            "011"            "011"            "011"            "011"            "011" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>          "02421"         "022211"          "02431"          "02421"          "02432" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>            "011"         "021121"         "024222"         "022221"         "021121" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"         "021123"            "011"         "022212"         "022212" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>         "024222"            "011"            "011"            "011"         "024221" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>            "013"         "022213"          "02432"            "011"            "011" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"         "022224"         "022221"          "02432"          "02432" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>          "02432"            "011"         "021121"         "022221"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>         "021123"            "011"            "011"         "023123"          "02432" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>            "011"         "022212"          "02431"            "011"         "022223" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>         "022223"            "011"         "022211"         "024221"         "021121" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>         "022211"         "022213"         "022213"            "011"         "022212" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>            "013"            "011"            "011"            "011"          "02313" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>          "02421"         "023123"           "0213"          "02313"          "02431" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>          "02421"         "021123"         "022224"            "011"         "024221" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>         "022212"         "024221"          "02431"         "022223"         "021121" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>         "022212"            "013"         "022212"          "02412"           "0213" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>           "0123"         "022223"         "022223"          "02431"            "011" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>            "011"          "02432"          "02431"         "022221"          "01222" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>          "02432"         "023123"          "01222"         "021121"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>          "02421"            "011"            "013"          "02431"         "022213" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>            "011"          "02432"            "011"          "02431"          "02432" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>          "02431"            "011"         "024221"            "011"            "011" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>          "02421"            "011"         "024221"          "02421"            "011" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>          "02421"            "011"          "02431"            "011"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>          "02431"         "022212"          "02421"         "021121"          "02431" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>         "022213"         "021121"           "0123"         "024221"         "022213" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>         "022211"            "011"         "022221"         "022221"            "011" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>         "022213"         "022213"         "021121"          "02223"         "022223" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>          "02421"          "02421"         "021121"          "02431"         "021121" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>            "011"         "021123"          "02223"            "011"          "02431" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>         "022213"         "024222"            "011"         "024221"          "02431" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>         "022211"         "022221"          "02432"         "022213"         "024222" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>         "022213"          "02431"          "02213"         "021123"           "0213" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>            "011"          "02223"         "022221"          "02431"         "022221" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>            "011"          "02431"         "022224"         "022213"           "0123" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>         "022224"            "011"          "02432"          "02431"            "013" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>            "011"          "02213"         "022221"         "021123"          "02421" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>            "013"          "02432"          "02431"            "013"         "022213" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"          "02431"          "02432"            "011" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"            "011"          "02431"            "011"         "022213" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>         "022211"            "011"            "011"            "011"         "022211" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>            "011"         "022221"          "02421"          "02213"         "022211" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>          "02432"            "011"           "0121"            "011"         "023123" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>          "02432"          "02431"         "022221"         "024222"          "02431" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>          "02431"          "02212"         "024221"            "011"         "023123" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>         "022223"         "024221"            "011"          "02431"         "022223" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>         "024222"            "011"          "02432"         "022211"            "011" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>          "02421"         "022213"          "02431"           "0213"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>            "011"          "02431"           "0121"          "02431"         "022223" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>         "024222"            "013"         "022224"          "02432"         "022212" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>         "022224"         "023123"          "02432"         "021121"            "011" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>         "022223"          "02432"          "02431"         "022213"         "024221" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>            "011"         "022211"            "011"         "021123"         "022212" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>         "022211"            "011"         "024221"         "021121"         "024222" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>         "021121"            "011"          "02213"            "011"         "022211" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>         "021123"          "02421"          "02431"          "02223"            "011" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>          "02432"         "022212"            "011"         "022211"         "021123" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>         "022221"         "022221"            "011"         "024221"            "011" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>          "02421"          "02432"         "024221"         "022212"         "024222" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>         "022213"            "011"            "011"            "011"          "02421" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>         "021123"          "02432"         "022211"         "022221"          "02431" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>         "022221"         "022211"          "02431"         "024222"           "0121" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>         "022212"         "021121"          "02412"         "022221"            "011" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>          "01222"          "02421"            "011"          "02421"          "02412" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>         "024222"         "021121"          "02223"         "022211"            "011" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>         "024222"         "022212"         "022213"         "022224"            "011" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>          "02431"          "02431"          "02432"         "021123"         "022221" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>         "022221"         "022221"         "022211"          "02431"          "02432" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>         "022224"         "022212"          "02432"          "02432"         "022221" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>          "02421"            "011"          "02421"         "021121"          "02421" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>         "022212"         "021123"            "011"           "0123"         "022211" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>            "011"            "011"            "013"         "022223"         "022221" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>          "02431"          "02432"         "022212"          "02421"          "02421" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>         "022212"          "02431"          "02421"          "02313"            "011" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>         "022212"         "022211"            "011"         "024222"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>          "02431"          "02111"          "02111"         "024222"            "011" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>            "011"         "024221"         "022211"            "011"            "011" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>          "02432"         "023123"         "024221"          "02223"            "013" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"          "02431"         "024222"            "011"          "02432" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>         "024221"          "02432"            "011"          "02432"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 899))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>            "011"            "011"            "011"            "011"            "013" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>           "0121"           "0212"           "0212"          "02212"          "02324" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>           "0212"          "02322"          "02322"          "02321"          "02323" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"          "02411"          "01221"           "0212" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>            "011"            "011"            "011"           "0212"          "02412" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>          "02322"          "02321"           "0213"          "02212"            "011" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>          "02321"            "011"            "011"          "02321"          "02412" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>            "011"          "02212"          "02324"          "02322"           "0233" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>           "0212"          "01221"          "02323"           "0212"          "02412" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>            "011"          "02321"          "02323"          "02212"            "011" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>           "0233"          "02321"          "02323"           "0233"          "02412" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>           "0233"          "02323"          "02323"          "02322"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>         "024223"            "013"            "013"            "011"            "011" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>           "0212"          "02321"            "013"           "0212"          "02322" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>          "02322"           "0233"            "011"          "02324"          "02412" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>            "013"           "0233"           "0212"          "02412"           "0233" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>          "02324"            "011"            "011"          "02324"           "0212" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>            "011"          "02412"            "011"           "0233"           "0211" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>            "011"          "02322"            "011"          "02323"            "013" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>           "0212"            "011"          "02321"            "011"            "013" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>          "02324"          "02321"            "011"          "02324"          "02321" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"          "02321"          "02212"           "0211"            "011" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>           "0212"          "02321"          "02412"            "011"          "02411" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>            "011"           "0212"           "0233"            "011"            "011" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>          "02322"           "0212"            "011"          "02321"            "011" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>            "011"          "02324"          "02323"          "02324"            "011" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"            "011"           "0212"          "02412"          "02321" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>            "011"          "02321"            "013"            "011"            "011" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"          "02411"          "01222"            "011"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>           "0233"           "0233"          "02212"          "02311"            "011" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>          "02322"           "0212"          "02212"            "011"           "0212" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>           "0233"           "0212"            "011"          "02324"           "0212" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>            "013"          "02321"            "011"          "02324"           "0212" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>          "02324"            "011"            "011"           "0211"          "02323" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>           "0212"          "02321"           "0233"          "02411"          "02323" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>           "0233"           "0233"          "02321"           "0233"          "02324" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>            "011"           "0212"            "011"           "0212"          "02324" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>          "02321"          "02323"           "0233"          "02322"           "0233" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>          "02412"          "02212"            "011"          "02322"          "02321" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>            "013"          "02412"          "02321"            "011"          "02411" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>          "02321"           "0121"            "011"          "02321"           "0212" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>          "02322"           "0233"            "011"           "0212"            "013" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>          "02322"          "02322"           "0233"           "0212"           "0211" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>            "011"           "0233"          "02321"           "0233"           "0211" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>          "02323"            "011"            "013"           "0211"            "011" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>            "011"            "011"           "0233"           "0212"          "02324" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>          "02322"           "0212"          "02323"            "013"          "02322" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>           "0212"           "0212"          "02212"          "02322"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>          "02323"          "02321"         "024223"           "0212"          "02323" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>           "0211"           "0212"          "02321"           "0212"          "02322" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>           "0233"          "01222"            "011"           "0212"            "011" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>            "011"            "011"          "02321"         "024223"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>            "011"          "01222"           "0233"          "02321"          "02321" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>          "02412"           "0233"           "0212"            "013"          "02323" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>          "02321"          "02323"          "02322"            "011"          "02324" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>           "0233"           "0211"           "0212"          "02412"         "024223" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>            "011"          "02322"            "011"            "011"          "02323" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>          "02323"          "01221"           "0233"           "0233"           "0233" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>            "011"           "0212"          "02322"            "011"          "02322" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"            "011"          "02412"          "02323"            "011" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>            "011"           "0121"            "011"            "011"          "02323" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>            "011"          "02323"           "0233"            "011"          "02323" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>           "0212"          "02322"          "02322"           "0233"            "011" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>          "02321"            "013"           "0233"          "02323"           "0212" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>          "01221"           "0212"          "02212"          "02212"          "02322" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>          "02323"           "0233"            "011"          "02323"         "022222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>          "02321"           "0212"          "02323"          "02321"          "02322" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>          "01222"          "02321"          "02322"            "011"          "02321" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>          "02322"          "02324"           "0212"          "02322"         "024223" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>          "02412"           "0211"            "013"          "02323"          "02321" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>          "02412"          "02321"            "011"            "011"          "02322" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>          "02321"           "0212"          "02324"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"          "02322"          "02324"          "02212"            "013" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>            "011"            "013"            "011"          "02324"            "013" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>            "013"          "02412"          "02324"            "011"            "011" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>           "0212"            "013"            "011"            "011"           "0233" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"          "02322"          "02321"           "0212" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>           "0123"            "011"          "02212"            "011"          "02323" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>            "011"          "02412"          "02311"           "0211"          "02322" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>           "0212"          "02324"            "011"          "02324"          "02412" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>            "011"          "02322"          "02322"            "011"           "0233" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>           "0233"            "011"            "011"          "02412"           "0233" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>          "02321"          "02212"            "011"            "011"           "0233" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"           "0233"           "0233"          "02324"            "011" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>            "011"           "0121"          "02324"           "0233"          "02321" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>            "011"           "0211"            "011"          "02322"            "011" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>          "02324"          "02323"          "02324"           "0233"          "01221" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>            "013"          "02322"          "02212"           "0211"          "02323" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>           "0212"            "013"           "0213"            "011"          "02323" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>           "0233"          "02423"          "02321"           "0211"           "0212" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>          "02412"          "02323"           "0211"          "02324"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>          "02324"            "011"            "011"           "0121"          "02321" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>          "02412"          "02321"            "011"            "011"            "013" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>            "011"            "011"           "0213"          "02212"           "0233" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>         "024223"            "011"            "011"          "02324"         "024223" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>          "02323"            "011"           "0212"           "0212"         "022222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>          "02322"          "02412"            "011"            "011"            "011" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>            "011"          "02321"          "02322"            "011"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>           "0233"          "02322"           "0212"           "0212"            "011" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>            "011"            "011"          "01222"         "024222"            "013" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>           "0233"            "011"            "011"            "011"          "02324" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>          "02321"          "01222"            "011"            "011"            "011" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>           "0121"            "011"          "02212"          "02433"            "011" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>          "02321"            "013"          "02323"            "011"          "02322" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>         "024223"            "011"            "011"          "02322"            "011" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>            "011"          "02323"          "02212"          "02323"          "02324" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>            "011"           "0233"          "02324"          "02323"           "0233" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>            "011"          "02411"            "011"          "02324"            "011" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>          "02323"          "02321"          "02323"          "02323"            "013" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>          "02322"            "011"          "02412"          "02323"           "0233" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>           "0233"           "0233"            "011"            "011"          "02322" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>          "02323"          "02212"           "0233"           "0212"            "013" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>          "02321"          "02412"          "02412"           "0233"          "02321" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>         "024223"          "02322"            "011"          "02321"            "011" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>           "0211"           "0121"          "02321"            "011"          "02423" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>            "011"            "011"          "02311"           "0233"          "02321" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>           "0212"            "011"           "0212"           "0212"          "02323" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>           "0233"          "02321"           "0211"            "013"          "02322" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"          "02323"            "013"          "02321"          "01222" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>          "02412"           "0233"            "011"           "0233"          "02321" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>          "02412"           "0233"            "013"          "02322"          "02321" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"            "011"           "0233"            "011"          "02322" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>          "02322"            "011"          "02324"            "011"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>          "01222"           "0213"          "02323"           "0233"           "0233" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>           "0121"          "02323"          "02321"          "02324"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>            "011"            "011"            "011"            "011"         "024223" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>            "011"           "0233"          "02321"            "011"           "0233" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>            "011"            "011"            "013"          "02324"          "02321" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>            "011"         "024223"           "0211"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>           "0233"           "0233"            "011"           "0211"          "02321" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>            "011"          "02322"          "02321"           "0233"          "02324" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"           "0212"            "011"          "02412"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>            "011"           "0233"            "011"          "02423"            "013" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>            "011"            "013"          "02323"            "011"          "02321" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>            "011"          "02212"            "011"          "02412"            "011" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>          "02323"          "02322"          "02313"           "0212"           "0212" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"          "02324"            "011"          "02321"           "0212" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>            "013"            "013"          "02322"           "0233"          "02323" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>          "02324"           "0233"           "0233"            "011"           "0233" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>          "02321"         "024222"          "01222"           "0211"          "02324" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>           "0213"           "0212"          "02321"            "013"          "02321" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>          "02412"            "011"           "0233"          "02324"          "02322" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>           "0233"          "02212"           "0233"           "0233"         "024223" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>          "02412"            "011"          "02322"            "011"          "02322" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>          "02324"         "024223"          "02212"            "013"          "02322" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>          "02322"          "02324"            "011"          "02322"          "02323" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"            "011"          "02322"           "0233"           "0121" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>            "011"           "0212"            "013"            "011"          "02324" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>            "013"          "02324"         "024223"         "024223"            "011" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>          "02423"           "0123"            "011"          "02212"          "02323" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>           "0212"            "013"          "02321"           "0121"           "0212" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>          "02322"          "02321"           "0233"          "02321"          "02321" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>          "02321"          "02212"          "02323"          "02212"          "02321" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>          "02324"            "011"            "011"           "0121"           "0212" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>          "02321"          "02321"           "0212"           "0212"            "011" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>           "0212"           "0212"           "0212"           "0212"           "0212" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>           "0212"         "024223"            "011"            "011"           "0121" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>           "0212"           "0212"            "013"          "02321"         "022114" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"            "011"           "0213"            "011"          "02323" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>           "0213"            "013"          "02323"           "0121"           "0212" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>           "0212"          "02234"          "02321"            "013"           "0212" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>            "011"            "011"          "02321"           "0212"          "02321" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>          "02321"            "011"           "0121"            "011"          "02423" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>          "02321"          "02321"          "02321"           "0212"            "011" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>          "02321"          "02323"          "02321"          "02212"           "0212" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>           "0121"            "011"           "0212"           "0212"           "0212" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>            "011"            "013"            "011"            "011"          "01222" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>            "011"            "011"           "0213"            "013"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>            "011"         "022112"         "023122"           "0211"          "02311" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"         "022111"          "02233"           "0211"         "022111" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>         "022111"            "011"           "0211"           "0211"         "023122" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>            "013"           "0211"         "022111"          "02311"            "011" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>          "02311"          "02311"          "01221"            "013"          "02311" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>           "0211"         "022111"         "023122"           "0211"           "0123" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>          "02411"            "011"         "022111"          "02322"          "02322" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"          "02423"         "022111"          "02411"           "0211" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>           "0211"            "013"          "02411"          "02311"          "02411" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"         "022113"          "02232"            "013"         "023122" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>            "011"           "0211"          "01221"            "013"         "022111" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>            "011"         "022112"            "011"           "0211"           "0211" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"         "022111"            "011"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>         "023122"          "01221"         "023122"          "02232"            "011" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>            "011"            "011"         "022111"           "0121"          "02411" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>            "011"            "011"         "022111"         "023122"         "023122" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>           "0211"           "0211"         "022111"          "02311"          "02411" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>            "011"          "02311"          "02213"         "022113"            "011" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>         "022111"          "02213"          "02311"         "022111"            "011" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"           "0213"           "0211"           "0121"          "02411" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>            "011"           "0121"         "023123"            "013"          "02311" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>          "02311"         "023122"            "013"           "0211"           "0211" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>            "011"           "0211"         "022111"           "0211"           "0211" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>            "011"          "02213"            "011"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>            "011"           "0213"           "0211"            "011"            "013" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>            "011"          "02311"          "02213"           "0211"           "0123" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>           "0211"           "0123"           "0211"          "02311"           "0123" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>          "02311"          "02213"          "02231"          "02412"            "011" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>          "02311"          "02411"          "02412"          "01221"           "0211" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>           "0211"         "022111"          "02212"         "023122"         "022222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>         "023122"          "02213"          "02213"          "02231"          "01221" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"         "022114"           "0211"            "011"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>         "022111"         "022111"          "02233"           "0213"          "02411" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>         "022111"            "011"          "02231"          "02311"           "0213" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>            "011"            "011"            "011"          "02311"         "023122" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>            "011"          "02232"           "0211"           "0211"         "023123" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>          "02311"         "023122"          "02233"         "023122"            "011" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>          "02412"            "011"         "023122"         "023122"          "02412" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"          "02311"         "023122"          "01221"         "022112" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>            "011"            "011"           "0123"            "011"         "023122" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>           "0121"            "011"          "02411"           "0211"          "02322" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>            "013"          "02232"           "0123"          "02311"          "02412" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>            "011"         "022114"          "02233"          "02411"           "0121" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>            "013"           "0211"          "02411"            "011"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>           "0211"          "02313"         "023123"            "011"         "022114" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>          "02311"           "0123"            "011"           "0211"         "022114" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"           "0123"          "02232"          "02311"         "022114" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>           "0211"          "02213"          "02232"          "02311"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"          "01221"           "0211"         "022112"         "022112" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>          "02311"          "02213"         "022114"            "011"            "011" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>          "02311"         "023122"            "011"         "022111"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"          "02311"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>         "022113"          "02213"          "02213"            "011"            "011" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>         "022112"         "024223"           "0211"            "011"          "01221" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>           "0121"          "01221"          "02311"          "02311"            "011" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>            "011"         "022114"          "02412"           "0211"            "011" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"            "011"          "02233"         "022111"           "0211" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"            "011"           "0211"         "022113" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>         "022111"          "02313"            "011"          "02411"          "01221" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>           "0211"          "01221"          "02311"          "02213"          "02322" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"         "022112"          "02313"          "02311"            "013" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>         "023122"           "0121"            "011"            "011"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>          "02411"            "011"           "0211"          "02311"         "022114" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>         "022113"         "022111"          "02322"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>          "02311"            "011"           "0211"            "011"          "02423" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>           "0121"            "011"           "0211"         "022112"         "023122" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"          "02311"          "02212"         "023122"           "0211" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>         "022111"          "02311"          "02234"          "02231"           "0211" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>            "013"           "0211"          "01221"          "02412"            "013" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>            "013"         "024223"         "022111"          "02311"          "02411" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>           "0123"          "02213"          "02311"          "02213"            "011" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>            "013"            "011"         "022111"          "01221"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>           "0123"         "023122"          "02423"          "02412"         "023122" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"            "013"            "011"            "013"            "011" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>         "022111"          "02213"         "022213"            "011"            "011" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>            "011"           "0211"            "011"            "011"            "011" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>            "011"          "01221"            "011"            "011"           "0211" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>          "02412"          "02232"            "011"         "022112"         "022112" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>          "01222"          "02411"          "02233"            "011"            "011" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"            "011"            "011"          "02412" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"           "0121"           "0123"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>           "0121"            "011"           "0211"          "02232"           "0121" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>         "022114"          "02212"         "022112"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>         "022113"          "02231"          "02232"           "0211"          "01221" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>            "011"            "011"            "013"            "011"           "0123" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"         "022112"           "0123"            "011"            "011" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>           "0123"          "02231"            "011"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>            "011"           "0123"            "011"          "02412"            "011" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>            "011"         "022112"            "011"            "011"            "011" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>           "0211"            "011"         "022112"           "0123"         "022113" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>         "022114"          "02233"            "011"            "013"           "0211" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>            "011"            "011"          "01222"            "011"         "022114" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"         "022112"            "013"          "02412"          "02423" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"          "02412"            "013"            "011"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"           "0123"          "02423"          "02313"            "011" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"           "0123"          "02231"         "022112"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>            "011"         "022111"         "022112"            "011"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>            "011"          "02231"          "02231"           "0211"          "02313" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>            "011"          "02231"          "02231"            "011"           "0121" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"            "013"           "0121"            "011"            "011" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"         "022111"         "022113"         "023121"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"            "011"         "022112"          "02213"            "011" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>            "011"            "011"         "023121"         "023121"            "011" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>           "0123"         "022111"          "02313"         "022113"            "011" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"            "011"          "02232"         "022112"         "022113" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>            "011"         "022112"         "022111"          "02423"            "011" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"         "022111"          "02311"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>            "013"         "022112"            "011"          "02411"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>            "011"          "02412"            "011"            "011"         "022113" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>         "022114"            "011"          "02233"          "02231"          "02311" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"          "02411"          "02412"            "011"         "022113" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>            "011"          "02213"          "02423"          "02313"         "022113" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>          "02313"            "011"          "02232"          "02411"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"          "01221"         "022112"            "011"            "011" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>           "0123"          "02313"            "011"          "02231"         "022113" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"          "02412"          "01221"            "013"            "011" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>          "01221"          "02232"          "01221"            "011"          "01221" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>           "0123"          "02412"           "0123"          "02311"          "02412" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>            "011"            "013"            "013"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>          "01221"            "013"         "022114"           "0123"            "011" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"          "02412"          "02233"           "0211"           "0211" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>            "011"          "02411"          "02212"            "011"            "011" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>          "02423"         "022111"            "011"          "02313"           "0123" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>          "02311"          "01221"            "011"           "0121"          "02423" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"           "0211"          "02423"          "02232"          "02423" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"            "011"            "011" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>         "022114"          "02313"          "02231"            "013"            "011" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"            "011"         "022112"            "011" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>          "01221"         "022111"            "013"            "011"           "0211" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>          "02411"            "011"            "011"          "02423"         "022112" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>          "02311"          "02313"          "02423"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"            "011"          "02231"            "011" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"           "0123"            "011"           "0123" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>            "011"            "011"            "011"         "022113"           "0213" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>            "011"            "011"          "02423"            "011"         "022112" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>          "02423"            "011"         "022112"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>          "02423"            "013"          "02311"          "02412"          "01222" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>           "0121"         "023121"         "022112"          "02231"           "0123" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"            "013"            "011"           "0211"            "011" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>            "011"          "02231"          "02313"            "011"            "011" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>            "011"          "02213"            "011"          "01221"           "0211" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"          "01222"          "02412"          "02412" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>            "013"         "022114"          "02232"          "01222"            "011" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"           "0211"           "0211"          "02412" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>            "011"           "0123"         "022112"          "02311"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>            "011"          "02231"          "02411"         "022112"            "013" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>          "02313"          "02231"           "0121"           "0211"         "022114" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>            "011"            "011"          "02232"         "022111"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>          "02313"           "0123"           "0211"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>            "011"          "02423"          "02423"         "022113"           "0123" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"          "02423"          "01222"            "011"            "011" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"            "011"            "011"            "011"            "011" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>            "013"            "011"            "011"            "011"          "01222" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>          "02411"          "01221"            "011"          "01221"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>            "013"          "02311"          "01221"            "011"          "02311" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>          "02311"            "013"            "013"           "0211"          "02411" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>            "011"            "011"         "023121"          "02411"           "0211" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>         "023121"          "02411"            "011"          "02411"           "0211" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"          "01221"           "0121"            "011"          "02423" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>          "02311"          "02412"          "01221"            "011"            "011" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>           "0211"           "0211"          "02423"           "0211"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>          "02412"            "011"          "01221"          "01221"           "0121" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>          "02411"            "011"          "02212"            "013"           "0211" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>            "013"          "02311"           "0211"           "0211"          "01221" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>          "02311"           "0211"            "011"          "02313"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>           "0211"            "011"            "013"           "0211"          "02411" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>           "0211"          "01221"            "013"           "0211"         "023121" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>           "0121"           "0211"          "02411"           "0211"            "011" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>          "01221"           "0211"          "02411"          "02411"          "01222" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>           "0211"          "02411"          "02411"            "011"         "023121" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>            "011"            "013"            "013"           "0211"            "013" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>            "011"         "023121"           "0211"           "0121"           "0121" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>          "02411"          "02411"         "023121"           "0211"            "011" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>          "02411"          "02423"           "0211"           "0211"           "0121" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>            "011"            "013"            "013"          "01221"           "0211" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>          "01221"            "011"           "0211"          "02411"           "0211" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>          "02411"          "01221"           "0211"            "013"          "02411" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>            "011"            "011"         "023121"          "02231"           "0211" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>         "022113"            "011"           "0211"         "023121"         "023121" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>           "0213"          "02411"            "011"          "02411"            "011" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>           "0211"           "0121"            "011"         "023121"           "0211" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>            "011"          "02233"            "011"           "0211"           "0211" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>          "01221"           "0121"          "02423"           "0211"          "02313" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>          "02411"            "011"            "011"           "0121"         "023121" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>           "0211"            "013"         "023121"          "01221"           "0211" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>          "02411"          "02311"            "011"         "023121"            "011" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>          "02411"            "013"          "02232"           "0121"            "011" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>          "02423"           "0211"            "011"            "011"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>           "0211"          "01221"          "02411"           "0211"           "0211" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>           "0211"         "023121"          "02411"          "02411"         "023121" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>          "02411"          "01221"           "0211"          "01221"          "02411" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>           "0211"          "02411"          "02411"            "011"           "0121" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>            "011"            "011"          "02233"          "02411"           "0211" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>          "02423"          "02423"            "011"           "0211"         "023121" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>            "011"          "02411"          "02411"          "02411"          "01221" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>          "02411"            "011"         "023121"           "0211"          "02411" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>         "023121"          "02423"            "011"            "013"           "0121" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>          "01221"            "011"          "01221"            "013"            "011" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>           "0211"            "011"           "0121"          "01222"           "0211" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>           "0211"          "02411"         "023121"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>           "0211"            "011"           "0121"           "0211"            "011" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>            "013"            "013"         "023121"           "0211"         "023121" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>           "0211"         "023121"          "01221"          "01222"           "0121" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>           "0211"            "011"          "01221"           "0121"           "0211" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>            "013"          "02411"           "0211"          "01221"           "0121" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>         "023121"          "02411"            "011"         "023123"            "013" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>           "0121"          "02411"           "0211"            "011"          "02411" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>          "02423"            "011"            "013"          "02423"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>          "02411"          "02411"           "0211"          "02412"           "0211" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>            "013"            "011"            "011"          "02411"          "02411" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>           "0121"          "02423"           "0211"          "02411"          "02411" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>          "01221"           "0211"          "02423"           "0211"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>            "011"            "013"           "0123"            "011"          "01221" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>           "0211"          "01221"            "011"          "02411"          "02411" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>           "0211"            "011"         "022113"           "0121"          "02411" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>            "011"           "0211"          "02411"           "0121"            "011" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>         "023121"            "011"            "011"          "02411"           "0123" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>         "023122"         "023121"            "011"          "01221"          "02411" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>           "0211"         "023121"            "013"           "0213"            "013" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>            "013"           "0211"          "02411"           "0211"         "023121" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>          "02411"            "011"           "0211"           "0211"          "01221" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>            "011"         "023121"            "011"          "02411"           "0211" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>          "02423"         "023121"          "02423"           "0211"           "0121" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>            "011"          "02411"           "0211"          "02423"            "011" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>            "013"         "023121"            "013"          "01221"           "0211" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>          "01221"           "0213"          "01221"          "02411"          "02411" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>           "0211"          "02423"          "02412"           "0211"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"           "0123"          "02423"           "0121"            "011" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>            "011"            "013"            "013"           "0123"            "011" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>          "02411"           "0121"          "02423"            "011"            "011" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>            "011"            "011"            "011"            "013"          "01221" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>            "011"            "011"           "0123"         "022112"           "0123" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>          "01221"            "011"           "0211"          "02313"          "01221" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>            "011"           "0121"            "011"           "0121"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>            "011"            "013"            "011"            "011"            "011" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>           "0211"            "011"           "0123"            "011"           "0121" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>            "011"         "022111"           "0211"           "0211"          "01221" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>            "013"            "011"           "0121"            "013"            "011" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"            "011"          "02233"         "023121"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>           "0121"          "02232"            "011"            "013"            "011" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>          "02411"           "0213"            "013"           "0211"          "02411" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>            "013"            "013"          "02411"            "011"            "011" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>           "0121"            "013"            "011"            "011"            "011" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>           "0211"            "011"          "01221"            "011"          "01221" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>            "011"           "0121"          "01221"            "011"            "011" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>            "011"            "011"          "02411"            "011"           "0121" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>            "011"            "011"          "01221"         "023121"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>           "0211"          "02411"           "0121"          "02232"          "02311" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>            "013"           "0123"            "013"            "011"            "013" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>         "023121"            "011"         "022111"            "011"            "011" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>            "011"           "0123"          "01221"            "013"            "013" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"          "02411"          "02213"            "011"            "011" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>            "011"           "0121"          "01221"            "011"          "02311" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>            "011"          "01221"           "0121"            "011"            "011" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>            "011"            "011"          "02311"           "0121"          "01221" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>          "02411"            "011"          "02232"           "0213"          "01221" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>            "011"           "0211"           "0123"            "011"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>           "0121"            "011"          "02233"            "011"            "011" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>            "011"          "02233"           "0121"           "0123"            "011" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>           "0211"           "0121"            "011"            "011"            "011" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>            "011"            "011"           "0211"         "023121"          "01221" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>            "011"            "011"            "011"            "011"            "011" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>            "013"            "013"            "011"         "023121"            "011" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>            "013"           "0121"           "0211"            "013"          "02311" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>         "023121"            "011"         "023121"            "011"            "011" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>            "011"           "0121"          "01221"          "01221"            "011" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>            "011"            "011"          "01221"           "0121"            "013" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>           "0211"            "011"            "011"            "011"         "022112" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>           "0123"           "0121"          "02411"           "0211"           "0121" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>            "011"            "011"            "013"           "0121"            "011" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>            "011"            "011"           "0121"          "02411"          "02411" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"          "02411"            "011"            "011"           "0121" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>            "011"           "0121"            "011"            "011"          "02423" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>            "011"            "011"           "0211"            "011"          "02411" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>            "011"            "013"            "011"           "0123"          "02411" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>         "022113"           "0211"         "022113"           "0121"           "0121" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>            "013"           "0123"           "0121"           "0121"            "011" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>            "013"            "011"          "01221"            "013"           "0211" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>            "011"            "011"           "0121"            "013"            "011" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"           "0121"            "013"            "011"          "02411" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>            "011"           "0121"            "013"          "02423"           "0212" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>           "0121"           "0121"            "011"            "011"         "023121" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>            "013"            "013"          "01221"            "013"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>           "0121"           "0123"            "011"            "011"            "011" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>          "02423"            "011"          "02234"         "023121"           "0123" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>            "011"            "013"            "011"          "02411"            "011" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>            "011"          "01221"          "02311"           "0121"           "0123" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>            "013"          "02232"            "013"          "01221"            "013" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"            "013"            "011"            "013"            "011" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>            "011"         "022111"           "0121"           "0121"            "011" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>          "02411"            "011"            "011"            "013"         "022113" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>            "013"            "011"           "0121"          "02411"            "011" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>           "0211"           "0121"           "0121"           "0211"            "011" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>           "0211"            "011"          "02232"            "013"           "0121" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>            "011"            "011"            "013"           "0121"            "011" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>            "011"            "011"           "0121"           "0211"            "011" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>           "0123"            "011"            "011"           "0123"         "022111" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>            "011"            "013"           "0123"          "02233"           "0211" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>            "011"            "011"           "0213"         "023121"            "011" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>          "02411"           "0121"            "011"            "011"            "011" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>            "013"          "01221"           "0123"            "013"          "02411" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"            "011"            "011"          "01221"            "013" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>         "023121"            "011"            "011"            "011"            "013" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>            "013"           "0212"           "0212"            "011"           "0212" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>           "0212"           "0212"           "0212"           "0212"           "0213" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>           "0121"          "02212"           "0212"           "0212"           "0212" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>           "0212"            "011"            "011"            "011"            "011" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>            "011"            "011"            "011"           "0212"            "011" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>            "011"            "011"            "011"         "022222"           "0212" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>            "011"           "0212"            "011"           "0212"           "0212" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>           "0212"            "011"           "0212"            "011"          "02433" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>           "0212"           "0212"           "0212"           "0212"         "022222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>            "011"            "011"           "0212"           "0212"            "011" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>            "011"           "0212"         "022222"           "0212"         "022222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>            "011"           "0212"            "011"            "011"            "011" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>            "011"           "0212"            "011"            "011"            "011" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>           "0212"           "0212"           "0212"            "011"            "011" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>           "0212"          "02412"           "0212"            "011"           "0212" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>           "0212"           "0212"           "0212"          "02433"           "0212" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>            "011"           "0212"           "0212"            "011"            "011" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>           "0212"            "011"           "0212"           "0212"           "0212" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>          "02322"           "0212"            "011"            "011"            "011" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>           "0212"           "0212"           "0212"         "022222"            "011" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>            "011"           "0212"          "02433"           "0213"           "0212" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>           "0213"            "011"           "0212"            "011"            "011" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>           "0213"           "0121"           "0212"           "0212"           "0212" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>           "0213"           "0212"         "022222"            "011"           "0212" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>           "0212"           "0213"           "0212"           "0212"           "0212" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>            "011"           "0212"           "0212"           "0212"            "011" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>           "0213"           "0212"           "0213"           "0212"            "011" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>            "011"            "011"           "0212"           "0213"            "011" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>           "0213"            "011"          "01222"            "011"           "0213" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>            "011"            "011"           "0212"           "0213"           "0212" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>            "011"           "0212"           "0212"            "011"           "0213" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>           "0212"            "011"           "0212"           "0212"           "0211" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>            "011"          "02212"           "0212"            "011"           "0212" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>            "013"           "0212"           "0212"            "011"            "011" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>           "0212"           "0212"            "011"           "0212"            "011" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>           "0213"            "011"            "011"           "0213"           "0212" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>            "011"           "0212"         "022222"           "0212"            "011" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>            "011"          "02433"            "011"           "0213"            "011" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>           "0212"           "0212"            "011"          "02433"          "02433" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>         "022222"            "011"           "0212"            "011"            "011" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>            "011"           "0212"            "011"           "0212"         "024223" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>            "011"            "011"            "011"            "011"            "013" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>            "011"            "011"           "0212"           "0212"           "0212" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>           "0211"            "013"            "011"          "02433"            "011" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>          "02433"           "0213"          "02433"           "0212"           "0212" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>           "0212"            "011"            "011"            "011"            "011" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>            "011"           "0212"           "0213"           "0212"           "0121" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>           "0212"           "0212"            "011"            "011"           "0212" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>           "0212"          "02433"           "0212"           "0212"            "011" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>         "022222"            "011"           "0212"           "0213"          "02433" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>            "011"          "02433"            "011"            "011"           "0212" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>            "011"            "011"            "011"           "0212"         "022222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>            "011"           "0213"            "011"           "0121"          "02421" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>            "011"           "0212"            "011"           "0212"           "0212" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>            "013"           "0212"           "0212"            "011"            "011" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>           "0212"            "011"           "0212"            "011"          "02433" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>           "0212"           "0212"            "011"           "0212"            "011" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>            "011"            "011"           "0212"            "011"         "022222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>           "0212"            "011"            "011"            "011"           "0212" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>           "0212"         "022222"            "011"           "0212"            "011" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>            "011"           "0212"           "0212"            "011"            "011" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>          "02433"           "0212"           "0212"           "0212"            "011" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>          "02412"           "0212"           "0212"           "0212"            "011" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>           "0212"           "0121"           "0212"           "0212"            "013" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>            "011"            "011"           "0212"            "011"            "011" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>            "011"          "02433"           "0212"         "024223"            "011" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>           "0212"           "0211"           "0213"           "0212"            "011" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>            "011"           "0212"         "022222"           "0212"            "011" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>           "0212"           "0212"           "0212"            "011"           "0121" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>            "011"            "011"            "011"           "0212"          "02433" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>            "011"            "011"           "0212"            "011"            "011" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>            "011"           "0212"           "0212"           "0212"            "011" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>           "0212"           "0213"           "0212"            "011"           "0213" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>           "0212"            "011"           "0212"            "011"            "011" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>           "0213"          "02433"           "0212"           "0212"           "0212" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>         "022221"          "02432"            "011"           "0121"         "024221" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>         "024222"            "011"           "0211"           "0211"           "0211" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>          "02432"            "011"            "011"          "02223"         "022213" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>         "022221"          "02223"         "022211"         "024222"         "024221" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>          "02432"            "011"          "02431"         "022212"          "02432" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>          "02432"         "022223"          "02432"            "011"            "011" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>         "022211"         "024221"          "02421"          "02421"            "011" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>         "022224"            "011"            "011"            "011"          "02313" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>         "024221"            "011"          "02223"          "02431"          "02432" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>          "02432"           "0211"            "011"          "02432"           "0211" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>         "022221"         "022212"           "0211"            "011"            "013" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>         "022213"          "02431"            "011"          "02432"         "022211" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>         "022213"          "02432"         "022224"         "022213"          "02412" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>          "02412"           "0211"          "02432"            "011"           "0211" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>            "011"         "024222"          "02431"            "011"          "02421" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>            "011"            "013"          "02421"          "02432"          "02313" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>            "011"          "02432"          "02223"            "011"            "011" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>            "011"            "011"         "022223"            "011"         "022212" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>          "02431"          "02213"         "022221"          "02421"          "02432" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>          "02431"          "02421"          "02432"         "024221"          "02431" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>         "022213"          "02223"           "0211"          "02421"            "013" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>          "02431"          "02431"           "0211"          "02431"          "02313" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>            "011"         "024222"          "02421"          "02421"            "011" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>          "02431"            "011"         "024221"         "024221"         "022224" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>          "02421"          "02432"          "02432"          "02421"         "022213" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>            "013"          "02421"           "0213"          "02421"         "022223" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>            "013"         "022213"            "011"          "02223"            "011" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>          "02431"          "02421"         "022211"          "02421"           "0211" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>         "022212"          "02421"         "024222"         "022213"          "02432" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>         "022213"          "02431"           "0211"         "022211"         "024221" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>          "02432"         "022212"         "022211"           "0211"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>           "0211"           "0213"           "0211"            "011"            "011" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"         "024221"            "011"         "024221"            "011" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>           "0211"          "02421"         "022224"         "024222"          "02421" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>           "0211"         "022211"          "02421"         "022211"         "022224" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>            "011"         "024221"          "02421"          "02431"          "02432" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>         "022223"            "011"          "02421"          "02421"            "011" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>         "022221"         "022211"         "024221"            "011"            "013" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>          "02432"          "02432"            "011"          "02421"          "02421" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>          "02431"          "02432"           "0211"            "011"         "022212" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>         "022224"          "02421"         "022213"            "011"          "02433" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>          "02431"          "02432"         "024221"          "02431"          "02431" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>          "02432"         "022223"         "022211"            "011"          "02412" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>         "024221"           "0123"         "022212"         "022211"            "011" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>         "024222"            "013"         "022221"          "02223"            "011" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"          "02421"           "0211"          "02421"         "022224" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>         "024221"          "02421"          "02421"          "02421"           "0211" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>         "022212"         "022213"           "0211"          "02421"            "011" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>           "0211"          "02213"          "02421"          "02432"         "023123" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>         "022211"            "011"           "0213"         "022221"         "022212" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>         "022213"          "02433"          "02432"            "011"          "02432" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>           "0211"            "011"           "0211"         "022223"            "011" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>         "022221"           "0213"         "022221"            "011"         "022211" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>           "0211"          "02431"          "02421"            "011"         "022223" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>            "011"            "011"          "02223"         "022212"            "011" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"            "011"            "011"         "022224"          "02421" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>         "022221"          "02431"          "02431"          "02421"         "022212" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"         "022212"          "02431"         "022223" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>          "02431"          "02223"          "02432"            "011"         "022213" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>            "011"          "02432"          "02431"         "024221"           "0211" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>         "022212"          "02421"            "011"           "0211"         "022213" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>         "022211"         "022212"          "02432"            "011"         "022221" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>          "02431"            "013"         "022213"         "023123"         "024222" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>         "022223"          "02223"            "011"           "0211"         "024221" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>          "02431"           "0211"          "02432"          "02431"         "024222" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>          "02432"          "02431"         "022213"         "024222"          "02432" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>         "022213"         "022221"            "011"            "011"         "022211" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>         "022224"            "013"          "02412"          "02421"           "0211" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>         "024222"         "022211"          "02431"          "02421"            "013" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"         "024221"          "02421"          "02431"         "022213" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>            "011"            "011"          "02412"         "022212"            "011" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>          "02432"            "011"         "022212"            "011"         "024221" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>         "022223"         "022212"         "022224"            "011"         "022221" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>            "011"            "011"            "011"            "011"            "011" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>          "02421"         "022211"          "02431"          "02421"          "02432" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>            "011"           "0211"         "024222"         "022221"           "0211" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"           "0211"            "011"         "022212"         "022212" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>         "024222"            "011"            "011"            "011"         "024221" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>            "013"         "022213"          "02432"            "011"            "011" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"         "022224"         "022221"          "02432"          "02432" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>          "02432"            "011"           "0211"         "022221"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>           "0211"            "011"            "011"         "023123"          "02432" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>            "011"         "022212"          "02431"            "011"         "022223" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>         "022223"            "011"         "022211"         "024221"           "0211" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>         "022211"         "022213"         "022213"            "011"         "022212" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>            "013"            "011"            "011"            "011"          "02313" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>          "02421"         "023123"           "0213"          "02313"          "02431" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>          "02421"           "0211"         "022224"            "011"         "024221" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>         "022212"         "024221"          "02431"         "022223"           "0211" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>         "022212"            "013"         "022212"          "02412"           "0213" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>           "0123"         "022223"         "022223"          "02431"            "011" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>            "011"          "02432"          "02431"         "022221"          "01222" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>          "02432"         "023123"          "01222"           "0211"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>          "02421"            "011"            "013"          "02431"         "022213" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>            "011"          "02432"            "011"          "02431"          "02432" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>          "02431"            "011"         "024221"            "011"            "011" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>          "02421"            "011"         "024221"          "02421"            "011" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>          "02421"            "011"          "02431"            "011"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>          "02431"         "022212"          "02421"           "0211"          "02431" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>         "022213"           "0211"           "0123"         "024221"         "022213" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>         "022211"            "011"         "022221"         "022221"            "011" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>         "022213"         "022213"           "0211"          "02223"         "022223" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>          "02421"          "02421"           "0211"          "02431"           "0211" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>            "011"           "0211"          "02223"            "011"          "02431" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>         "022213"         "024222"            "011"         "024221"          "02431" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>         "022211"         "022221"          "02432"         "022213"         "024222" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>         "022213"          "02431"          "02213"           "0211"           "0213" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>            "011"          "02223"         "022221"          "02431"         "022221" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>            "011"          "02431"         "022224"         "022213"           "0123" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>         "022224"            "011"          "02432"          "02431"            "013" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>            "011"          "02213"         "022221"           "0211"          "02421" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>            "013"          "02432"          "02431"            "013"         "022213" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"          "02431"          "02432"            "011" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"            "011"          "02431"            "011"         "022213" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>         "022211"            "011"            "011"            "011"         "022211" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>            "011"         "022221"          "02421"          "02213"         "022211" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>          "02432"            "011"           "0121"            "011"         "023123" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>          "02432"          "02431"         "022221"         "024222"          "02431" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>          "02431"          "02212"         "024221"            "011"         "023123" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>         "022223"         "024221"            "011"          "02431"         "022223" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>         "024222"            "011"          "02432"         "022211"            "011" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>          "02421"         "022213"          "02431"           "0213"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>            "011"          "02431"           "0121"          "02431"         "022223" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>         "024222"            "013"         "022224"          "02432"         "022212" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>         "022224"         "023123"          "02432"           "0211"            "011" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>         "022223"          "02432"          "02431"         "022213"         "024221" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>            "011"         "022211"            "011"           "0211"         "022212" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>         "022211"            "011"         "024221"           "0211"         "024222" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>           "0211"            "011"          "02213"            "011"         "022211" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>           "0211"          "02421"          "02431"          "02223"            "011" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>          "02432"         "022212"            "011"         "022211"           "0211" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>         "022221"         "022221"            "011"         "024221"            "011" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>          "02421"          "02432"         "024221"         "022212"         "024222" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>         "022213"            "011"            "011"            "011"          "02421" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>           "0211"          "02432"         "022211"         "022221"          "02431" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>         "022221"         "022211"          "02431"         "024222"           "0121" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>         "022212"           "0211"          "02412"         "022221"            "011" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>          "01222"          "02421"            "011"          "02421"          "02412" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>         "024222"           "0211"          "02223"         "022211"            "011" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>         "024222"         "022212"         "022213"         "022224"            "011" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>          "02431"          "02431"          "02432"           "0211"         "022221" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>         "022221"         "022221"         "022211"          "02431"          "02432" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>         "022224"         "022212"          "02432"          "02432"         "022221" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>          "02421"            "011"          "02421"           "0211"          "02421" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>         "022212"           "0211"            "011"           "0123"         "022211" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>            "011"            "011"            "013"         "022223"         "022221" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>          "02431"          "02432"         "022212"          "02421"          "02421" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>         "022212"          "02431"          "02421"          "02313"            "011" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>         "022212"         "022211"            "011"         "024222"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>          "02431"           "0211"           "0211"         "024222"            "011" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>            "011"         "024221"         "022211"            "011"            "011" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>          "02432"         "023123"         "024221"          "02223"            "013" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"          "02431"         "024222"            "011"          "02432" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>         "024221"          "02432"            "011"          "02432"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1037))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>            "011"            "011"            "011"            "011"            "013" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>           "0121"           "0212"           "0212"          "02212"          "02324" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>           "0212"          "02322"          "02322"          "02321"          "02323" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"          "02411"          "01221"           "0212" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>            "011"            "011"            "011"           "0212"          "02412" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>          "02322"          "02321"           "0213"          "02212"            "011" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>          "02321"            "011"            "011"          "02321"          "02412" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>            "011"          "02212"          "02324"          "02322"           "0233" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>           "0212"          "01221"          "02323"           "0212"          "02412" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>            "011"          "02321"          "02323"          "02212"            "011" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>           "0233"          "02321"          "02323"           "0233"          "02412" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>           "0233"          "02323"          "02323"          "02322"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>         "024223"            "013"            "013"            "011"            "011" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>           "0212"          "02321"            "013"           "0212"          "02322" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>          "02322"           "0233"            "011"          "02324"          "02412" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>            "013"           "0233"           "0212"          "02412"           "0233" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>          "02324"            "011"            "011"          "02324"           "0212" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>            "011"          "02412"            "011"           "0233"           "0211" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>            "011"          "02322"            "011"          "02323"            "013" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>           "0212"            "011"          "02321"            "011"            "013" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>          "02324"          "02321"            "011"          "02324"          "02321" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"          "02321"          "02212"           "0211"            "011" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>           "0212"          "02321"          "02412"            "011"          "02411" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>            "011"           "0212"           "0233"            "011"            "011" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>          "02322"           "0212"            "011"          "02321"            "011" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>            "011"          "02324"          "02323"          "02324"            "011" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"            "011"           "0212"          "02412"          "02321" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>            "011"          "02321"            "013"            "011"            "011" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"          "02411"          "01222"            "011"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>           "0233"           "0233"          "02212"          "02311"            "011" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>          "02322"           "0212"          "02212"            "011"           "0212" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>           "0233"           "0212"            "011"          "02324"           "0212" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>            "013"          "02321"            "011"          "02324"           "0212" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>          "02324"            "011"            "011"           "0211"          "02323" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>           "0212"          "02321"           "0233"          "02411"          "02323" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>           "0233"           "0233"          "02321"           "0233"          "02324" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>            "011"           "0212"            "011"           "0212"          "02324" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>          "02321"          "02323"           "0233"          "02322"           "0233" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>          "02412"          "02212"            "011"          "02322"          "02321" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>            "013"          "02412"          "02321"            "011"          "02411" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>          "02321"           "0121"            "011"          "02321"           "0212" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>          "02322"           "0233"            "011"           "0212"            "013" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>          "02322"          "02322"           "0233"           "0212"           "0211" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>            "011"           "0233"          "02321"           "0233"           "0211" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>          "02323"            "011"            "013"           "0211"            "011" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>            "011"            "011"           "0233"           "0212"          "02324" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>          "02322"           "0212"          "02323"            "013"          "02322" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>           "0212"           "0212"          "02212"          "02322"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>          "02323"          "02321"         "024223"           "0212"          "02323" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>           "0211"           "0212"          "02321"           "0212"          "02322" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>           "0233"          "01222"            "011"           "0212"            "011" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>            "011"            "011"          "02321"         "024223"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>            "011"          "01222"           "0233"          "02321"          "02321" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>          "02412"           "0233"           "0212"            "013"          "02323" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>          "02321"          "02323"          "02322"            "011"          "02324" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>           "0233"           "0211"           "0212"          "02412"         "024223" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>            "011"          "02322"            "011"            "011"          "02323" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>          "02323"          "01221"           "0233"           "0233"           "0233" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>            "011"           "0212"          "02322"            "011"          "02322" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"            "011"          "02412"          "02323"            "011" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>            "011"           "0121"            "011"            "011"          "02323" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>            "011"          "02323"           "0233"            "011"          "02323" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>           "0212"          "02322"          "02322"           "0233"            "011" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>          "02321"            "013"           "0233"          "02323"           "0212" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>          "01221"           "0212"          "02212"          "02212"          "02322" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>          "02323"           "0233"            "011"          "02323"         "022222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>          "02321"           "0212"          "02323"          "02321"          "02322" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>          "01222"          "02321"          "02322"            "011"          "02321" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>          "02322"          "02324"           "0212"          "02322"         "024223" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>          "02412"           "0211"            "013"          "02323"          "02321" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>          "02412"          "02321"            "011"            "011"          "02322" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>          "02321"           "0212"          "02324"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"          "02322"          "02324"          "02212"            "013" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>            "011"            "013"            "011"          "02324"            "013" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>            "013"          "02412"          "02324"            "011"            "011" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>           "0212"            "013"            "011"            "011"           "0233" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"          "02322"          "02321"           "0212" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>           "0123"            "011"          "02212"            "011"          "02323" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>            "011"          "02412"          "02311"           "0211"          "02322" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>           "0212"          "02324"            "011"          "02324"          "02412" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>            "011"          "02322"          "02322"            "011"           "0233" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>           "0233"            "011"            "011"          "02412"           "0233" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>          "02321"          "02212"            "011"            "011"           "0233" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"           "0233"           "0233"          "02324"            "011" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>            "011"           "0121"          "02324"           "0233"          "02321" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>            "011"           "0211"            "011"          "02322"            "011" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>          "02324"          "02323"          "02324"           "0233"          "01221" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>            "013"          "02322"          "02212"           "0211"          "02323" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>           "0212"            "013"           "0213"            "011"          "02323" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>           "0233"          "02423"          "02321"           "0211"           "0212" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>          "02412"          "02323"           "0211"          "02324"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>          "02324"            "011"            "011"           "0121"          "02321" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>          "02412"          "02321"            "011"            "011"            "013" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>            "011"            "011"           "0213"          "02212"           "0233" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>         "024223"            "011"            "011"          "02324"         "024223" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>          "02323"            "011"           "0212"           "0212"         "022222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>          "02322"          "02412"            "011"            "011"            "011" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>            "011"          "02321"          "02322"            "011"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>           "0233"          "02322"           "0212"           "0212"            "011" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>            "011"            "011"          "01222"         "024222"            "013" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>           "0233"            "011"            "011"            "011"          "02324" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>          "02321"          "01222"            "011"            "011"            "011" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>           "0121"            "011"          "02212"          "02433"            "011" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>          "02321"            "013"          "02323"            "011"          "02322" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>         "024223"            "011"            "011"          "02322"            "011" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>            "011"          "02323"          "02212"          "02323"          "02324" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>            "011"           "0233"          "02324"          "02323"           "0233" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>            "011"          "02411"            "011"          "02324"            "011" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>          "02323"          "02321"          "02323"          "02323"            "013" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>          "02322"            "011"          "02412"          "02323"           "0233" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>           "0233"           "0233"            "011"            "011"          "02322" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>          "02323"          "02212"           "0233"           "0212"            "013" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>          "02321"          "02412"          "02412"           "0233"          "02321" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>         "024223"          "02322"            "011"          "02321"            "011" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>           "0211"           "0121"          "02321"            "011"          "02423" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>            "011"            "011"          "02311"           "0233"          "02321" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>           "0212"            "011"           "0212"           "0212"          "02323" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>           "0233"          "02321"           "0211"            "013"          "02322" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"          "02323"            "013"          "02321"          "01222" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>          "02412"           "0233"            "011"           "0233"          "02321" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>          "02412"           "0233"            "013"          "02322"          "02321" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"            "011"           "0233"            "011"          "02322" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>          "02322"            "011"          "02324"            "011"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>          "01222"           "0213"          "02323"           "0233"           "0233" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>           "0121"          "02323"          "02321"          "02324"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>            "011"            "011"            "011"            "011"         "024223" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>            "011"           "0233"          "02321"            "011"           "0233" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>            "011"            "011"            "013"          "02324"          "02321" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>            "011"         "024223"           "0211"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>           "0233"           "0233"            "011"           "0211"          "02321" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>            "011"          "02322"          "02321"           "0233"          "02324" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"           "0212"            "011"          "02412"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>            "011"           "0233"            "011"          "02423"            "013" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>            "011"            "013"          "02323"            "011"          "02321" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>            "011"          "02212"            "011"          "02412"            "011" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>          "02323"          "02322"          "02313"           "0212"           "0212" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"          "02324"            "011"          "02321"           "0212" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>            "013"            "013"          "02322"           "0233"          "02323" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>          "02324"           "0233"           "0233"            "011"           "0233" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>          "02321"         "024222"          "01222"           "0211"          "02324" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>           "0213"           "0212"          "02321"            "013"          "02321" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>          "02412"            "011"           "0233"          "02324"          "02322" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>           "0233"          "02212"           "0233"           "0233"         "024223" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>          "02412"            "011"          "02322"            "011"          "02322" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>          "02324"         "024223"          "02212"            "013"          "02322" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>          "02322"          "02324"            "011"          "02322"          "02323" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"            "011"          "02322"           "0233"           "0121" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>            "011"           "0212"            "013"            "011"          "02324" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>            "013"          "02324"         "024223"         "024223"            "011" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>          "02423"           "0123"            "011"          "02212"          "02323" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>           "0212"            "013"          "02321"           "0121"           "0212" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>          "02322"          "02321"           "0233"          "02321"          "02321" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>          "02321"          "02212"          "02323"          "02212"          "02321" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>          "02324"            "011"            "011"           "0121"           "0212" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>          "02321"          "02321"           "0212"           "0212"            "011" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>           "0212"           "0212"           "0212"           "0212"           "0212" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>           "0212"         "024223"            "011"            "011"           "0121" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>           "0212"           "0212"            "013"          "02321"         "022114" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"            "011"           "0213"            "011"          "02323" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>           "0213"            "013"          "02323"           "0121"           "0212" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>           "0212"          "02234"          "02321"            "013"           "0212" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>            "011"            "011"          "02321"           "0212"          "02321" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>          "02321"            "011"           "0121"            "011"          "02423" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>          "02321"          "02321"          "02321"           "0212"            "011" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>          "02321"          "02323"          "02321"          "02212"           "0212" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>           "0121"            "011"           "0212"           "0212"           "0212" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>            "011"            "013"            "011"            "011"          "01222" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>            "011"            "011"           "0213"            "013"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>            "011"         "022112"          "02312"           "0211"          "02311" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"         "022111"          "02233"           "0211"         "022111" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>         "022111"            "011"           "0211"           "0211"          "02312" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>            "013"           "0211"         "022111"          "02311"            "011" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>          "02311"          "02311"          "01221"            "013"          "02311" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>           "0211"         "022111"          "02312"           "0211"           "0123" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>          "02411"            "011"         "022111"          "02322"          "02322" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"          "02423"         "022111"          "02411"           "0211" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>           "0211"            "013"          "02411"          "02311"          "02411" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"         "022113"          "02232"            "013"          "02312" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>            "011"           "0211"          "01221"            "013"         "022111" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>            "011"         "022112"            "011"           "0211"           "0211" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"         "022111"            "011"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>          "02312"          "01221"          "02312"          "02232"            "011" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>            "011"            "011"         "022111"           "0121"          "02411" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>            "011"            "011"         "022111"          "02312"          "02312" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>           "0211"           "0211"         "022111"          "02311"          "02411" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>            "011"          "02311"          "02213"         "022113"            "011" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>         "022111"          "02213"          "02311"         "022111"            "011" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"           "0213"           "0211"           "0121"          "02411" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>            "011"           "0121"          "02312"            "013"          "02311" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>          "02311"          "02312"            "013"           "0211"           "0211" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>            "011"           "0211"         "022111"           "0211"           "0211" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>            "011"          "02213"            "011"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>            "011"           "0213"           "0211"            "011"            "013" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>            "011"          "02311"          "02213"           "0211"           "0123" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>           "0211"           "0123"           "0211"          "02311"           "0123" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>          "02311"          "02213"          "02231"          "02412"            "011" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>          "02311"          "02411"          "02412"          "01221"           "0211" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>           "0211"         "022111"          "02212"          "02312"         "022222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>          "02312"          "02213"          "02213"          "02231"          "01221" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"         "022114"           "0211"            "011"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>         "022111"         "022111"          "02233"           "0213"          "02411" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>         "022111"            "011"          "02231"          "02311"           "0213" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>            "011"            "011"            "011"          "02311"          "02312" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>            "011"          "02232"           "0211"           "0211"          "02312" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>          "02311"          "02312"          "02233"          "02312"            "011" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>          "02412"            "011"          "02312"          "02312"          "02412" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"          "02311"          "02312"          "01221"         "022112" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>            "011"            "011"           "0123"            "011"          "02312" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>           "0121"            "011"          "02411"           "0211"          "02322" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>            "013"          "02232"           "0123"          "02311"          "02412" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>            "011"         "022114"          "02233"          "02411"           "0121" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>            "013"           "0211"          "02411"            "011"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>           "0211"          "02313"          "02312"            "011"         "022114" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>          "02311"           "0123"            "011"           "0211"         "022114" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"           "0123"          "02232"          "02311"         "022114" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>           "0211"          "02213"          "02232"          "02311"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"          "01221"           "0211"         "022112"         "022112" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>          "02311"          "02213"         "022114"            "011"            "011" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>          "02311"          "02312"            "011"         "022111"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"          "02311"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>         "022113"          "02213"          "02213"            "011"            "011" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>         "022112"         "024223"           "0211"            "011"          "01221" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>           "0121"          "01221"          "02311"          "02311"            "011" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>            "011"         "022114"          "02412"           "0211"            "011" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"            "011"          "02233"         "022111"           "0211" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"            "011"           "0211"         "022113" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>         "022111"          "02313"            "011"          "02411"          "01221" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>           "0211"          "01221"          "02311"          "02213"          "02322" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"         "022112"          "02313"          "02311"            "013" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>          "02312"           "0121"            "011"            "011"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>          "02411"            "011"           "0211"          "02311"         "022114" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>         "022113"         "022111"          "02322"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>          "02311"            "011"           "0211"            "011"          "02423" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>           "0121"            "011"           "0211"         "022112"          "02312" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"          "02311"          "02212"          "02312"           "0211" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>         "022111"          "02311"          "02234"          "02231"           "0211" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>            "013"           "0211"          "01221"          "02412"            "013" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>            "013"         "024223"         "022111"          "02311"          "02411" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>           "0123"          "02213"          "02311"          "02213"            "011" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>            "013"            "011"         "022111"          "01221"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>           "0123"          "02312"          "02423"          "02412"          "02312" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"            "013"            "011"            "013"            "011" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>         "022111"          "02213"         "022213"            "011"            "011" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>            "011"           "0211"            "011"            "011"            "011" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>            "011"          "01221"            "011"            "011"           "0211" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>          "02412"          "02232"            "011"         "022112"         "022112" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>          "01222"          "02411"          "02233"            "011"            "011" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"            "011"            "011"          "02412" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"           "0121"           "0123"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>           "0121"            "011"           "0211"          "02232"           "0121" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>         "022114"          "02212"         "022112"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>         "022113"          "02231"          "02232"           "0211"          "01221" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>            "011"            "011"            "013"            "011"           "0123" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"         "022112"           "0123"            "011"            "011" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>           "0123"          "02231"            "011"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>            "011"           "0123"            "011"          "02412"            "011" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>            "011"         "022112"            "011"            "011"            "011" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>           "0211"            "011"         "022112"           "0123"         "022113" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>         "022114"          "02233"            "011"            "013"           "0211" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>            "011"            "011"          "01222"            "011"         "022114" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"         "022112"            "013"          "02412"          "02423" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"          "02412"            "013"            "011"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"           "0123"          "02423"          "02313"            "011" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"           "0123"          "02231"         "022112"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>            "011"         "022111"         "022112"            "011"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>            "011"          "02231"          "02231"           "0211"          "02313" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>            "011"          "02231"          "02231"            "011"           "0121" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"            "013"           "0121"            "011"            "011" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"         "022111"         "022113"          "02312"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"            "011"         "022112"          "02213"            "011" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>            "011"            "011"          "02312"          "02312"            "011" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>           "0123"         "022111"          "02313"         "022113"            "011" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"            "011"          "02232"         "022112"         "022113" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>            "011"         "022112"         "022111"          "02423"            "011" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"         "022111"          "02311"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>            "013"         "022112"            "011"          "02411"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>            "011"          "02412"            "011"            "011"         "022113" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>         "022114"            "011"          "02233"          "02231"          "02311" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"          "02411"          "02412"            "011"         "022113" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>            "011"          "02213"          "02423"          "02313"         "022113" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>          "02313"            "011"          "02232"          "02411"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"          "01221"         "022112"            "011"            "011" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>           "0123"          "02313"            "011"          "02231"         "022113" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"          "02412"          "01221"            "013"            "011" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>          "01221"          "02232"          "01221"            "011"          "01221" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>           "0123"          "02412"           "0123"          "02311"          "02412" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>            "011"            "013"            "013"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>          "01221"            "013"         "022114"           "0123"            "011" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"          "02412"          "02233"           "0211"           "0211" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>            "011"          "02411"          "02212"            "011"            "011" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>          "02423"         "022111"            "011"          "02313"           "0123" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>          "02311"          "01221"            "011"           "0121"          "02423" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"           "0211"          "02423"          "02232"          "02423" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"            "011"            "011" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>         "022114"          "02313"          "02231"            "013"            "011" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"            "011"         "022112"            "011" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>          "01221"         "022111"            "013"            "011"           "0211" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>          "02411"            "011"            "011"          "02423"         "022112" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>          "02311"          "02313"          "02423"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"            "011"          "02231"            "011" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"           "0123"            "011"           "0123" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>            "011"            "011"            "011"         "022113"           "0213" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>            "011"            "011"          "02423"            "011"         "022112" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>          "02423"            "011"         "022112"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>          "02423"            "013"          "02311"          "02412"          "01222" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>           "0121"          "02312"         "022112"          "02231"           "0123" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"            "013"            "011"           "0211"            "011" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>            "011"          "02231"          "02313"            "011"            "011" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>            "011"          "02213"            "011"          "01221"           "0211" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"          "01222"          "02412"          "02412" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>            "013"         "022114"          "02232"          "01222"            "011" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"           "0211"           "0211"          "02412" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>            "011"           "0123"         "022112"          "02311"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>            "011"          "02231"          "02411"         "022112"            "013" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>          "02313"          "02231"           "0121"           "0211"         "022114" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>            "011"            "011"          "02232"         "022111"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>          "02313"           "0123"           "0211"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>            "011"          "02423"          "02423"         "022113"           "0123" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"          "02423"          "01222"            "011"            "011" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"            "011"            "011"            "011"            "011" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>            "013"            "011"            "011"            "011"          "01222" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>          "02411"          "01221"            "011"          "01221"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>            "013"          "02311"          "01221"            "011"          "02311" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>          "02311"            "013"            "013"           "0211"          "02411" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>            "011"            "011"          "02312"          "02411"           "0211" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>          "02312"          "02411"            "011"          "02411"           "0211" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"          "01221"           "0121"            "011"          "02423" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>          "02311"          "02412"          "01221"            "011"            "011" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>           "0211"           "0211"          "02423"           "0211"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>          "02412"            "011"          "01221"          "01221"           "0121" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>          "02411"            "011"          "02212"            "013"           "0211" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>            "013"          "02311"           "0211"           "0211"          "01221" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>          "02311"           "0211"            "011"          "02313"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>           "0211"            "011"            "013"           "0211"          "02411" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>           "0211"          "01221"            "013"           "0211"          "02312" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>           "0121"           "0211"          "02411"           "0211"            "011" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>          "01221"           "0211"          "02411"          "02411"          "01222" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>           "0211"          "02411"          "02411"            "011"          "02312" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>            "011"            "013"            "013"           "0211"            "013" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>            "011"          "02312"           "0211"           "0121"           "0121" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>          "02411"          "02411"          "02312"           "0211"            "011" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>          "02411"          "02423"           "0211"           "0211"           "0121" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>            "011"            "013"            "013"          "01221"           "0211" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>          "01221"            "011"           "0211"          "02411"           "0211" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>          "02411"          "01221"           "0211"            "013"          "02411" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>            "011"            "011"          "02312"          "02231"           "0211" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>         "022113"            "011"           "0211"          "02312"          "02312" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>           "0213"          "02411"            "011"          "02411"            "011" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>           "0211"           "0121"            "011"          "02312"           "0211" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>            "011"          "02233"            "011"           "0211"           "0211" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>          "01221"           "0121"          "02423"           "0211"          "02313" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>          "02411"            "011"            "011"           "0121"          "02312" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>           "0211"            "013"          "02312"          "01221"           "0211" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>          "02411"          "02311"            "011"          "02312"            "011" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>          "02411"            "013"          "02232"           "0121"            "011" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>          "02423"           "0211"            "011"            "011"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>           "0211"          "01221"          "02411"           "0211"           "0211" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>           "0211"          "02312"          "02411"          "02411"          "02312" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>          "02411"          "01221"           "0211"          "01221"          "02411" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>           "0211"          "02411"          "02411"            "011"           "0121" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>            "011"            "011"          "02233"          "02411"           "0211" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>          "02423"          "02423"            "011"           "0211"          "02312" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>            "011"          "02411"          "02411"          "02411"          "01221" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>          "02411"            "011"          "02312"           "0211"          "02411" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>          "02312"          "02423"            "011"            "013"           "0121" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>          "01221"            "011"          "01221"            "013"            "011" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>           "0211"            "011"           "0121"          "01222"           "0211" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>           "0211"          "02411"          "02312"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>           "0211"            "011"           "0121"           "0211"            "011" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>            "013"            "013"          "02312"           "0211"          "02312" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>           "0211"          "02312"          "01221"          "01222"           "0121" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>           "0211"            "011"          "01221"           "0121"           "0211" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>            "013"          "02411"           "0211"          "01221"           "0121" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>          "02312"          "02411"            "011"          "02312"            "013" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>           "0121"          "02411"           "0211"            "011"          "02411" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>          "02423"            "011"            "013"          "02423"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>          "02411"          "02411"           "0211"          "02412"           "0211" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>            "013"            "011"            "011"          "02411"          "02411" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>           "0121"          "02423"           "0211"          "02411"          "02411" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>          "01221"           "0211"          "02423"           "0211"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>            "011"            "013"           "0123"            "011"          "01221" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>           "0211"          "01221"            "011"          "02411"          "02411" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>           "0211"            "011"         "022113"           "0121"          "02411" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>            "011"           "0211"          "02411"           "0121"            "011" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>          "02312"            "011"            "011"          "02411"           "0123" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>          "02312"          "02312"            "011"          "01221"          "02411" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>           "0211"          "02312"            "013"           "0213"            "013" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>            "013"           "0211"          "02411"           "0211"          "02312" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>          "02411"            "011"           "0211"           "0211"          "01221" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>            "011"          "02312"            "011"          "02411"           "0211" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>          "02423"          "02312"          "02423"           "0211"           "0121" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>            "011"          "02411"           "0211"          "02423"            "011" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>            "013"          "02312"            "013"          "01221"           "0211" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>          "01221"           "0213"          "01221"          "02411"          "02411" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>           "0211"          "02423"          "02412"           "0211"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"           "0123"          "02423"           "0121"            "011" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>            "011"            "013"            "013"           "0123"            "011" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>          "02411"           "0121"          "02423"            "011"            "011" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>            "011"            "011"            "011"            "013"          "01221" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>            "011"            "011"           "0123"         "022112"           "0123" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>          "01221"            "011"           "0211"          "02313"          "01221" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>            "011"           "0121"            "011"           "0121"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>            "011"            "013"            "011"            "011"            "011" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>           "0211"            "011"           "0123"            "011"           "0121" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>            "011"         "022111"           "0211"           "0211"          "01221" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>            "013"            "011"           "0121"            "013"            "011" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"            "011"          "02233"          "02312"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>           "0121"          "02232"            "011"            "013"            "011" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>          "02411"           "0213"            "013"           "0211"          "02411" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>            "013"            "013"          "02411"            "011"            "011" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>           "0121"            "013"            "011"            "011"            "011" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>           "0211"            "011"          "01221"            "011"          "01221" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>            "011"           "0121"          "01221"            "011"            "011" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>            "011"            "011"          "02411"            "011"           "0121" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>            "011"            "011"          "01221"          "02312"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>           "0211"          "02411"           "0121"          "02232"          "02311" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>            "013"           "0123"            "013"            "011"            "013" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>          "02312"            "011"         "022111"            "011"            "011" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>            "011"           "0123"          "01221"            "013"            "013" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"          "02411"          "02213"            "011"            "011" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>            "011"           "0121"          "01221"            "011"          "02311" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>            "011"          "01221"           "0121"            "011"            "011" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>            "011"            "011"          "02311"           "0121"          "01221" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>          "02411"            "011"          "02232"           "0213"          "01221" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>            "011"           "0211"           "0123"            "011"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>           "0121"            "011"          "02233"            "011"            "011" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>            "011"          "02233"           "0121"           "0123"            "011" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>           "0211"           "0121"            "011"            "011"            "011" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>            "011"            "011"           "0211"          "02312"          "01221" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>            "011"            "011"            "011"            "011"            "011" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>            "013"            "013"            "011"          "02312"            "011" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>            "013"           "0121"           "0211"            "013"          "02311" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>          "02312"            "011"          "02312"            "011"            "011" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>            "011"           "0121"          "01221"          "01221"            "011" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>            "011"            "011"          "01221"           "0121"            "013" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>           "0211"            "011"            "011"            "011"         "022112" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>           "0123"           "0121"          "02411"           "0211"           "0121" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>            "011"            "011"            "013"           "0121"            "011" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>            "011"            "011"           "0121"          "02411"          "02411" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"          "02411"            "011"            "011"           "0121" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>            "011"           "0121"            "011"            "011"          "02423" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>            "011"            "011"           "0211"            "011"          "02411" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>            "011"            "013"            "011"           "0123"          "02411" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>         "022113"           "0211"         "022113"           "0121"           "0121" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>            "013"           "0123"           "0121"           "0121"            "011" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>            "013"            "011"          "01221"            "013"           "0211" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>            "011"            "011"           "0121"            "013"            "011" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"           "0121"            "013"            "011"          "02411" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>            "011"           "0121"            "013"          "02423"           "0212" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>           "0121"           "0121"            "011"            "011"          "02312" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>            "013"            "013"          "01221"            "013"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>           "0121"           "0123"            "011"            "011"            "011" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>          "02423"            "011"          "02234"          "02312"           "0123" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>            "011"            "013"            "011"          "02411"            "011" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>            "011"          "01221"          "02311"           "0121"           "0123" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>            "013"          "02232"            "013"          "01221"            "013" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"            "013"            "011"            "013"            "011" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>            "011"         "022111"           "0121"           "0121"            "011" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>          "02411"            "011"            "011"            "013"         "022113" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>            "013"            "011"           "0121"          "02411"            "011" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>           "0211"           "0121"           "0121"           "0211"            "011" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>           "0211"            "011"          "02232"            "013"           "0121" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>            "011"            "011"            "013"           "0121"            "011" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>            "011"            "011"           "0121"           "0211"            "011" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>           "0123"            "011"            "011"           "0123"         "022111" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>            "011"            "013"           "0123"          "02233"           "0211" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>            "011"            "011"           "0213"          "02312"            "011" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>          "02411"           "0121"            "011"            "011"            "011" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>            "013"          "01221"           "0123"            "013"          "02411" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"            "011"            "011"          "01221"            "013" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>          "02312"            "011"            "011"            "011"            "013" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>            "013"           "0212"           "0212"            "011"           "0212" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>           "0212"           "0212"           "0212"           "0212"           "0213" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>           "0121"          "02212"           "0212"           "0212"           "0212" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>           "0212"            "011"            "011"            "011"            "011" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>            "011"            "011"            "011"           "0212"            "011" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>            "011"            "011"            "011"         "022222"           "0212" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>            "011"           "0212"            "011"           "0212"           "0212" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>           "0212"            "011"           "0212"            "011"          "02433" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>           "0212"           "0212"           "0212"           "0212"         "022222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>            "011"            "011"           "0212"           "0212"            "011" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>            "011"           "0212"         "022222"           "0212"         "022222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>            "011"           "0212"            "011"            "011"            "011" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>            "011"           "0212"            "011"            "011"            "011" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>           "0212"           "0212"           "0212"            "011"            "011" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>           "0212"          "02412"           "0212"            "011"           "0212" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>           "0212"           "0212"           "0212"          "02433"           "0212" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>            "011"           "0212"           "0212"            "011"            "011" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>           "0212"            "011"           "0212"           "0212"           "0212" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>          "02322"           "0212"            "011"            "011"            "011" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>           "0212"           "0212"           "0212"         "022222"            "011" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>            "011"           "0212"          "02433"           "0213"           "0212" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>           "0213"            "011"           "0212"            "011"            "011" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>           "0213"           "0121"           "0212"           "0212"           "0212" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>           "0213"           "0212"         "022222"            "011"           "0212" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>           "0212"           "0213"           "0212"           "0212"           "0212" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>            "011"           "0212"           "0212"           "0212"            "011" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>           "0213"           "0212"           "0213"           "0212"            "011" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>            "011"            "011"           "0212"           "0213"            "011" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>           "0213"            "011"          "01222"            "011"           "0213" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>            "011"            "011"           "0212"           "0213"           "0212" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>            "011"           "0212"           "0212"            "011"           "0213" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>           "0212"            "011"           "0212"           "0212"           "0211" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>            "011"          "02212"           "0212"            "011"           "0212" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>            "013"           "0212"           "0212"            "011"            "011" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>           "0212"           "0212"            "011"           "0212"            "011" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>           "0213"            "011"            "011"           "0213"           "0212" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>            "011"           "0212"         "022222"           "0212"            "011" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>            "011"          "02433"            "011"           "0213"            "011" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>           "0212"           "0212"            "011"          "02433"          "02433" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>         "022222"            "011"           "0212"            "011"            "011" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>            "011"           "0212"            "011"           "0212"         "024223" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>            "011"            "011"            "011"            "011"            "013" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>            "011"            "011"           "0212"           "0212"           "0212" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>           "0211"            "013"            "011"          "02433"            "011" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>          "02433"           "0213"          "02433"           "0212"           "0212" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>           "0212"            "011"            "011"            "011"            "011" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>            "011"           "0212"           "0213"           "0212"           "0121" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>           "0212"           "0212"            "011"            "011"           "0212" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>           "0212"          "02433"           "0212"           "0212"            "011" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>         "022222"            "011"           "0212"           "0213"          "02433" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>            "011"          "02433"            "011"            "011"           "0212" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>            "011"            "011"            "011"           "0212"         "022222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>            "011"           "0213"            "011"           "0121"          "02421" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>            "011"           "0212"            "011"           "0212"           "0212" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>            "013"           "0212"           "0212"            "011"            "011" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>           "0212"            "011"           "0212"            "011"          "02433" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>           "0212"           "0212"            "011"           "0212"            "011" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>            "011"            "011"           "0212"            "011"         "022222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>           "0212"            "011"            "011"            "011"           "0212" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>           "0212"         "022222"            "011"           "0212"            "011" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>            "011"           "0212"           "0212"            "011"            "011" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>          "02433"           "0212"           "0212"           "0212"            "011" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>          "02412"           "0212"           "0212"           "0212"            "011" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>           "0212"           "0121"           "0212"           "0212"            "013" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>            "011"            "011"           "0212"            "011"            "011" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>            "011"          "02433"           "0212"         "024223"            "011" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>           "0212"           "0211"           "0213"           "0212"            "011" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>            "011"           "0212"         "022222"           "0212"            "011" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>           "0212"           "0212"           "0212"            "011"           "0121" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>            "011"            "011"            "011"           "0212"          "02433" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>            "011"            "011"           "0212"            "011"            "011" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>            "011"           "0212"           "0212"           "0212"            "011" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>           "0212"           "0213"           "0212"            "011"           "0213" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>           "0212"            "011"           "0212"            "011"            "011" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>           "0213"          "02433"           "0212"           "0212"           "0212" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>         "022221"          "02432"            "011"           "0121"         "024221" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>         "024222"            "011"           "0211"           "0211"           "0211" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>          "02432"            "011"            "011"          "02223"         "022213" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>         "022221"          "02223"         "022211"         "024222"         "024221" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>          "02432"            "011"          "02431"         "022212"          "02432" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>          "02432"         "022223"          "02432"            "011"            "011" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>         "022211"         "024221"          "02421"          "02421"            "011" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>         "022224"            "011"            "011"            "011"          "02313" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>         "024221"            "011"          "02223"          "02431"          "02432" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>          "02432"           "0211"            "011"          "02432"           "0211" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>         "022221"         "022212"           "0211"            "011"            "013" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>         "022213"          "02431"            "011"          "02432"         "022211" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>         "022213"          "02432"         "022224"         "022213"          "02412" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>          "02412"           "0211"          "02432"            "011"           "0211" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>            "011"         "024222"          "02431"            "011"          "02421" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>            "011"            "013"          "02421"          "02432"          "02313" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>            "011"          "02432"          "02223"            "011"            "011" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>            "011"            "011"         "022223"            "011"         "022212" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>          "02431"          "02213"         "022221"          "02421"          "02432" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>          "02431"          "02421"          "02432"         "024221"          "02431" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>         "022213"          "02223"           "0211"          "02421"            "013" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>          "02431"          "02431"           "0211"          "02431"          "02313" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>            "011"         "024222"          "02421"          "02421"            "011" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>          "02431"            "011"         "024221"         "024221"         "022224" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>          "02421"          "02432"          "02432"          "02421"         "022213" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>            "013"          "02421"           "0213"          "02421"         "022223" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>            "013"         "022213"            "011"          "02223"            "011" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>          "02431"          "02421"         "022211"          "02421"           "0211" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>         "022212"          "02421"         "024222"         "022213"          "02432" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>         "022213"          "02431"           "0211"         "022211"         "024221" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>          "02432"         "022212"         "022211"           "0211"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>           "0211"           "0213"           "0211"            "011"            "011" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"         "024221"            "011"         "024221"            "011" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>           "0211"          "02421"         "022224"         "024222"          "02421" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>           "0211"         "022211"          "02421"         "022211"         "022224" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>            "011"         "024221"          "02421"          "02431"          "02432" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>         "022223"            "011"          "02421"          "02421"            "011" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>         "022221"         "022211"         "024221"            "011"            "013" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>          "02432"          "02432"            "011"          "02421"          "02421" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>          "02431"          "02432"           "0211"            "011"         "022212" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>         "022224"          "02421"         "022213"            "011"          "02433" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>          "02431"          "02432"         "024221"          "02431"          "02431" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>          "02432"         "022223"         "022211"            "011"          "02412" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>         "024221"           "0123"         "022212"         "022211"            "011" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>         "024222"            "013"         "022221"          "02223"            "011" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"          "02421"           "0211"          "02421"         "022224" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>         "024221"          "02421"          "02421"          "02421"           "0211" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>         "022212"         "022213"           "0211"          "02421"            "011" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>           "0211"          "02213"          "02421"          "02432"          "02312" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>         "022211"            "011"           "0213"         "022221"         "022212" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>         "022213"          "02433"          "02432"            "011"          "02432" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>           "0211"            "011"           "0211"         "022223"            "011" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>         "022221"           "0213"         "022221"            "011"         "022211" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>           "0211"          "02431"          "02421"            "011"         "022223" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>            "011"            "011"          "02223"         "022212"            "011" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"            "011"            "011"         "022224"          "02421" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>         "022221"          "02431"          "02431"          "02421"         "022212" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"         "022212"          "02431"         "022223" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>          "02431"          "02223"          "02432"            "011"         "022213" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>            "011"          "02432"          "02431"         "024221"           "0211" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>         "022212"          "02421"            "011"           "0211"         "022213" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>         "022211"         "022212"          "02432"            "011"         "022221" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>          "02431"            "013"         "022213"          "02312"         "024222" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>         "022223"          "02223"            "011"           "0211"         "024221" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>          "02431"           "0211"          "02432"          "02431"         "024222" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>          "02432"          "02431"         "022213"         "024222"          "02432" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>         "022213"         "022221"            "011"            "011"         "022211" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>         "022224"            "013"          "02412"          "02421"           "0211" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>         "024222"         "022211"          "02431"          "02421"            "013" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"         "024221"          "02421"          "02431"         "022213" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>            "011"            "011"          "02412"         "022212"            "011" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>          "02432"            "011"         "022212"            "011"         "024221" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>         "022223"         "022212"         "022224"            "011"         "022221" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>            "011"            "011"            "011"            "011"            "011" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>          "02421"         "022211"          "02431"          "02421"          "02432" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>            "011"           "0211"         "024222"         "022221"           "0211" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"           "0211"            "011"         "022212"         "022212" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>         "024222"            "011"            "011"            "011"         "024221" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>            "013"         "022213"          "02432"            "011"            "011" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"         "022224"         "022221"          "02432"          "02432" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>          "02432"            "011"           "0211"         "022221"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>           "0211"            "011"            "011"          "02312"          "02432" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>            "011"         "022212"          "02431"            "011"         "022223" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>         "022223"            "011"         "022211"         "024221"           "0211" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>         "022211"         "022213"         "022213"            "011"         "022212" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>            "013"            "011"            "011"            "011"          "02313" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>          "02421"          "02312"           "0213"          "02313"          "02431" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>          "02421"           "0211"         "022224"            "011"         "024221" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>         "022212"         "024221"          "02431"         "022223"           "0211" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>         "022212"            "013"         "022212"          "02412"           "0213" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>           "0123"         "022223"         "022223"          "02431"            "011" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>            "011"          "02432"          "02431"         "022221"          "01222" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>          "02432"          "02312"          "01222"           "0211"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>          "02421"            "011"            "013"          "02431"         "022213" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>            "011"          "02432"            "011"          "02431"          "02432" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>          "02431"            "011"         "024221"            "011"            "011" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>          "02421"            "011"         "024221"          "02421"            "011" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>          "02421"            "011"          "02431"            "011"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>          "02431"         "022212"          "02421"           "0211"          "02431" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>         "022213"           "0211"           "0123"         "024221"         "022213" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>         "022211"            "011"         "022221"         "022221"            "011" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>         "022213"         "022213"           "0211"          "02223"         "022223" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>          "02421"          "02421"           "0211"          "02431"           "0211" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>            "011"           "0211"          "02223"            "011"          "02431" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>         "022213"         "024222"            "011"         "024221"          "02431" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>         "022211"         "022221"          "02432"         "022213"         "024222" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>         "022213"          "02431"          "02213"           "0211"           "0213" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>            "011"          "02223"         "022221"          "02431"         "022221" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>            "011"          "02431"         "022224"         "022213"           "0123" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>         "022224"            "011"          "02432"          "02431"            "013" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>            "011"          "02213"         "022221"           "0211"          "02421" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>            "013"          "02432"          "02431"            "013"         "022213" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"          "02431"          "02432"            "011" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"            "011"          "02431"            "011"         "022213" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>         "022211"            "011"            "011"            "011"         "022211" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>            "011"         "022221"          "02421"          "02213"         "022211" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>          "02432"            "011"           "0121"            "011"          "02312" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>          "02432"          "02431"         "022221"         "024222"          "02431" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>          "02431"          "02212"         "024221"            "011"          "02312" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>         "022223"         "024221"            "011"          "02431"         "022223" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>         "024222"            "011"          "02432"         "022211"            "011" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>          "02421"         "022213"          "02431"           "0213"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>            "011"          "02431"           "0121"          "02431"         "022223" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>         "024222"            "013"         "022224"          "02432"         "022212" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>         "022224"          "02312"          "02432"           "0211"            "011" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>         "022223"          "02432"          "02431"         "022213"         "024221" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>            "011"         "022211"            "011"           "0211"         "022212" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>         "022211"            "011"         "024221"           "0211"         "024222" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>           "0211"            "011"          "02213"            "011"         "022211" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>           "0211"          "02421"          "02431"          "02223"            "011" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>          "02432"         "022212"            "011"         "022211"           "0211" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>         "022221"         "022221"            "011"         "024221"            "011" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>          "02421"          "02432"         "024221"         "022212"         "024222" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>         "022213"            "011"            "011"            "011"          "02421" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>           "0211"          "02432"         "022211"         "022221"          "02431" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>         "022221"         "022211"          "02431"         "024222"           "0121" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>         "022212"           "0211"          "02412"         "022221"            "011" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>          "01222"          "02421"            "011"          "02421"          "02412" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>         "024222"           "0211"          "02223"         "022211"            "011" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>         "024222"         "022212"         "022213"         "022224"            "011" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>          "02431"          "02431"          "02432"           "0211"         "022221" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>         "022221"         "022221"         "022211"          "02431"          "02432" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>         "022224"         "022212"          "02432"          "02432"         "022221" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>          "02421"            "011"          "02421"           "0211"          "02421" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>         "022212"           "0211"            "011"           "0123"         "022211" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>            "011"            "011"            "013"         "022223"         "022221" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>          "02431"          "02432"         "022212"          "02421"          "02421" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>         "022212"          "02431"          "02421"          "02313"            "011" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>         "022212"         "022211"            "011"         "024222"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>          "02431"           "0211"           "0211"         "024222"            "011" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>            "011"         "024221"         "022211"            "011"            "011" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>          "02432"          "02312"         "024221"          "02223"            "013" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"          "02431"         "024222"            "011"          "02432" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>         "024221"          "02432"            "011"          "02432"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1150))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>            "011"            "011"            "011"            "011"            "013" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>           "0121"           "0212"           "0212"          "02212"          "02324" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>           "0212"          "02322"          "02322"          "02321"          "02323" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"          "02411"           "0122"           "0212" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>            "011"            "011"            "011"           "0212"          "02412" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>          "02322"          "02321"           "0213"          "02212"            "011" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>          "02321"            "011"            "011"          "02321"          "02412" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>            "011"          "02212"          "02324"          "02322"           "0233" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>           "0212"           "0122"          "02323"           "0212"          "02412" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>            "011"          "02321"          "02323"          "02212"            "011" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>           "0233"          "02321"          "02323"           "0233"          "02412" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>           "0233"          "02323"          "02323"          "02322"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>         "024223"            "013"            "013"            "011"            "011" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>           "0212"          "02321"            "013"           "0212"          "02322" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>          "02322"           "0233"            "011"          "02324"          "02412" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>            "013"           "0233"           "0212"          "02412"           "0233" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>          "02324"            "011"            "011"          "02324"           "0212" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>            "011"          "02412"            "011"           "0233"           "0211" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>            "011"          "02322"            "011"          "02323"            "013" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>           "0212"            "011"          "02321"            "011"            "013" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>          "02324"          "02321"            "011"          "02324"          "02321" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"          "02321"          "02212"           "0211"            "011" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>           "0212"          "02321"          "02412"            "011"          "02411" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>            "011"           "0212"           "0233"            "011"            "011" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>          "02322"           "0212"            "011"          "02321"            "011" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>            "011"          "02324"          "02323"          "02324"            "011" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"            "011"           "0212"          "02412"          "02321" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>            "011"          "02321"            "013"            "011"            "011" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"          "02411"           "0122"            "011"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>           "0233"           "0233"          "02212"          "02311"            "011" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>          "02322"           "0212"          "02212"            "011"           "0212" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>           "0233"           "0212"            "011"          "02324"           "0212" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>            "013"          "02321"            "011"          "02324"           "0212" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>          "02324"            "011"            "011"           "0211"          "02323" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>           "0212"          "02321"           "0233"          "02411"          "02323" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>           "0233"           "0233"          "02321"           "0233"          "02324" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>            "011"           "0212"            "011"           "0212"          "02324" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>          "02321"          "02323"           "0233"          "02322"           "0233" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>          "02412"          "02212"            "011"          "02322"          "02321" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>            "013"          "02412"          "02321"            "011"          "02411" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>          "02321"           "0121"            "011"          "02321"           "0212" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>          "02322"           "0233"            "011"           "0212"            "013" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>          "02322"          "02322"           "0233"           "0212"           "0211" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>            "011"           "0233"          "02321"           "0233"           "0211" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>          "02323"            "011"            "013"           "0211"            "011" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>            "011"            "011"           "0233"           "0212"          "02324" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>          "02322"           "0212"          "02323"            "013"          "02322" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>           "0212"           "0212"          "02212"          "02322"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>          "02323"          "02321"         "024223"           "0212"          "02323" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>           "0211"           "0212"          "02321"           "0212"          "02322" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>           "0233"           "0122"            "011"           "0212"            "011" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>            "011"            "011"          "02321"         "024223"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>            "011"           "0122"           "0233"          "02321"          "02321" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>          "02412"           "0233"           "0212"            "013"          "02323" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>          "02321"          "02323"          "02322"            "011"          "02324" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>           "0233"           "0211"           "0212"          "02412"         "024223" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>            "011"          "02322"            "011"            "011"          "02323" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>          "02323"           "0122"           "0233"           "0233"           "0233" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>            "011"           "0212"          "02322"            "011"          "02322" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"            "011"          "02412"          "02323"            "011" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>            "011"           "0121"            "011"            "011"          "02323" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>            "011"          "02323"           "0233"            "011"          "02323" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>           "0212"          "02322"          "02322"           "0233"            "011" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>          "02321"            "013"           "0233"          "02323"           "0212" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>           "0122"           "0212"          "02212"          "02212"          "02322" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>          "02323"           "0233"            "011"          "02323"         "022222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>          "02321"           "0212"          "02323"          "02321"          "02322" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>           "0122"          "02321"          "02322"            "011"          "02321" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>          "02322"          "02324"           "0212"          "02322"         "024223" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>          "02412"           "0211"            "013"          "02323"          "02321" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>          "02412"          "02321"            "011"            "011"          "02322" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>          "02321"           "0212"          "02324"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"          "02322"          "02324"          "02212"            "013" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>            "011"            "013"            "011"          "02324"            "013" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>            "013"          "02412"          "02324"            "011"            "011" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>           "0212"            "013"            "011"            "011"           "0233" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"          "02322"          "02321"           "0212" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>           "0123"            "011"          "02212"            "011"          "02323" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>            "011"          "02412"          "02311"           "0211"          "02322" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>           "0212"          "02324"            "011"          "02324"          "02412" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>            "011"          "02322"          "02322"            "011"           "0233" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>           "0233"            "011"            "011"          "02412"           "0233" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>          "02321"          "02212"            "011"            "011"           "0233" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"           "0233"           "0233"          "02324"            "011" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>            "011"           "0121"          "02324"           "0233"          "02321" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>            "011"           "0211"            "011"          "02322"            "011" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>          "02324"          "02323"          "02324"           "0233"           "0122" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>            "013"          "02322"          "02212"           "0211"          "02323" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>           "0212"            "013"           "0213"            "011"          "02323" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>           "0233"          "02423"          "02321"           "0211"           "0212" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>          "02412"          "02323"           "0211"          "02324"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>          "02324"            "011"            "011"           "0121"          "02321" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>          "02412"          "02321"            "011"            "011"            "013" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>            "011"            "011"           "0213"          "02212"           "0233" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>         "024223"            "011"            "011"          "02324"         "024223" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>          "02323"            "011"           "0212"           "0212"         "022222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>          "02322"          "02412"            "011"            "011"            "011" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>            "011"          "02321"          "02322"            "011"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>           "0233"          "02322"           "0212"           "0212"            "011" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>            "011"            "011"           "0122"         "024222"            "013" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>           "0233"            "011"            "011"            "011"          "02324" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>          "02321"           "0122"            "011"            "011"            "011" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>           "0121"            "011"          "02212"          "02433"            "011" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>          "02321"            "013"          "02323"            "011"          "02322" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>         "024223"            "011"            "011"          "02322"            "011" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>            "011"          "02323"          "02212"          "02323"          "02324" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>            "011"           "0233"          "02324"          "02323"           "0233" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>            "011"          "02411"            "011"          "02324"            "011" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>          "02323"          "02321"          "02323"          "02323"            "013" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>          "02322"            "011"          "02412"          "02323"           "0233" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>           "0233"           "0233"            "011"            "011"          "02322" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>          "02323"          "02212"           "0233"           "0212"            "013" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>          "02321"          "02412"          "02412"           "0233"          "02321" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>         "024223"          "02322"            "011"          "02321"            "011" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>           "0211"           "0121"          "02321"            "011"          "02423" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>            "011"            "011"          "02311"           "0233"          "02321" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>           "0212"            "011"           "0212"           "0212"          "02323" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>           "0233"          "02321"           "0211"            "013"          "02322" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"          "02323"            "013"          "02321"           "0122" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>          "02412"           "0233"            "011"           "0233"          "02321" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>          "02412"           "0233"            "013"          "02322"          "02321" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"            "011"           "0233"            "011"          "02322" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>          "02322"            "011"          "02324"            "011"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>           "0122"           "0213"          "02323"           "0233"           "0233" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>           "0121"          "02323"          "02321"          "02324"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>            "011"            "011"            "011"            "011"         "024223" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>            "011"           "0233"          "02321"            "011"           "0233" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>            "011"            "011"            "013"          "02324"          "02321" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>            "011"         "024223"           "0211"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>           "0233"           "0233"            "011"           "0211"          "02321" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>            "011"          "02322"          "02321"           "0233"          "02324" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"           "0212"            "011"          "02412"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>            "011"           "0233"            "011"          "02423"            "013" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>            "011"            "013"          "02323"            "011"          "02321" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>            "011"          "02212"            "011"          "02412"            "011" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>          "02323"          "02322"          "02313"           "0212"           "0212" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"          "02324"            "011"          "02321"           "0212" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>            "013"            "013"          "02322"           "0233"          "02323" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>          "02324"           "0233"           "0233"            "011"           "0233" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>          "02321"         "024222"           "0122"           "0211"          "02324" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>           "0213"           "0212"          "02321"            "013"          "02321" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>          "02412"            "011"           "0233"          "02324"          "02322" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>           "0233"          "02212"           "0233"           "0233"         "024223" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>          "02412"            "011"          "02322"            "011"          "02322" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>          "02324"         "024223"          "02212"            "013"          "02322" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>          "02322"          "02324"            "011"          "02322"          "02323" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"            "011"          "02322"           "0233"           "0121" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>            "011"           "0212"            "013"            "011"          "02324" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>            "013"          "02324"         "024223"         "024223"            "011" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>          "02423"           "0123"            "011"          "02212"          "02323" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>           "0212"            "013"          "02321"           "0121"           "0212" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>          "02322"          "02321"           "0233"          "02321"          "02321" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>          "02321"          "02212"          "02323"          "02212"          "02321" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>          "02324"            "011"            "011"           "0121"           "0212" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>          "02321"          "02321"           "0212"           "0212"            "011" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>           "0212"           "0212"           "0212"           "0212"           "0212" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>           "0212"         "024223"            "011"            "011"           "0121" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>           "0212"           "0212"            "013"          "02321"         "022114" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"            "011"           "0213"            "011"          "02323" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>           "0213"            "013"          "02323"           "0121"           "0212" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>           "0212"          "02234"          "02321"            "013"           "0212" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>            "011"            "011"          "02321"           "0212"          "02321" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>          "02321"            "011"           "0121"            "011"          "02423" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>          "02321"          "02321"          "02321"           "0212"            "011" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>          "02321"          "02323"          "02321"          "02212"           "0212" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>           "0121"            "011"           "0212"           "0212"           "0212" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>            "011"            "013"            "011"            "011"           "0122" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>            "011"            "011"           "0213"            "013"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>            "011"         "022112"          "02312"           "0211"          "02311" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"         "022111"          "02233"           "0211"         "022111" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>         "022111"            "011"           "0211"           "0211"          "02312" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>            "013"           "0211"         "022111"          "02311"            "011" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>          "02311"          "02311"           "0122"            "013"          "02311" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>           "0211"         "022111"          "02312"           "0211"           "0123" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>          "02411"            "011"         "022111"          "02322"          "02322" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"          "02423"         "022111"          "02411"           "0211" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>           "0211"            "013"          "02411"          "02311"          "02411" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"         "022113"          "02232"            "013"          "02312" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>            "011"           "0211"           "0122"            "013"         "022111" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>            "011"         "022112"            "011"           "0211"           "0211" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"         "022111"            "011"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>          "02312"           "0122"          "02312"          "02232"            "011" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>            "011"            "011"         "022111"           "0121"          "02411" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>            "011"            "011"         "022111"          "02312"          "02312" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>           "0211"           "0211"         "022111"          "02311"          "02411" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>            "011"          "02311"          "02213"         "022113"            "011" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>         "022111"          "02213"          "02311"         "022111"            "011" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"           "0213"           "0211"           "0121"          "02411" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>            "011"           "0121"          "02312"            "013"          "02311" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>          "02311"          "02312"            "013"           "0211"           "0211" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>            "011"           "0211"         "022111"           "0211"           "0211" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>            "011"          "02213"            "011"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>            "011"           "0213"           "0211"            "011"            "013" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>            "011"          "02311"          "02213"           "0211"           "0123" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>           "0211"           "0123"           "0211"          "02311"           "0123" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>          "02311"          "02213"          "02231"          "02412"            "011" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>          "02311"          "02411"          "02412"           "0122"           "0211" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>           "0211"         "022111"          "02212"          "02312"         "022222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>          "02312"          "02213"          "02213"          "02231"           "0122" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"         "022114"           "0211"            "011"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>         "022111"         "022111"          "02233"           "0213"          "02411" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>         "022111"            "011"          "02231"          "02311"           "0213" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>            "011"            "011"            "011"          "02311"          "02312" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>            "011"          "02232"           "0211"           "0211"          "02312" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>          "02311"          "02312"          "02233"          "02312"            "011" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>          "02412"            "011"          "02312"          "02312"          "02412" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"          "02311"          "02312"           "0122"         "022112" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>            "011"            "011"           "0123"            "011"          "02312" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>           "0121"            "011"          "02411"           "0211"          "02322" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>            "013"          "02232"           "0123"          "02311"          "02412" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>            "011"         "022114"          "02233"          "02411"           "0121" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>            "013"           "0211"          "02411"            "011"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>           "0211"          "02313"          "02312"            "011"         "022114" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>          "02311"           "0123"            "011"           "0211"         "022114" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"           "0123"          "02232"          "02311"         "022114" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>           "0211"          "02213"          "02232"          "02311"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"           "0122"           "0211"         "022112"         "022112" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>          "02311"          "02213"         "022114"            "011"            "011" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>          "02311"          "02312"            "011"         "022111"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"          "02311"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>         "022113"          "02213"          "02213"            "011"            "011" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>         "022112"         "024223"           "0211"            "011"           "0122" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>           "0121"           "0122"          "02311"          "02311"            "011" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>            "011"         "022114"          "02412"           "0211"            "011" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"            "011"          "02233"         "022111"           "0211" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"            "011"           "0211"         "022113" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>         "022111"          "02313"            "011"          "02411"           "0122" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>           "0211"           "0122"          "02311"          "02213"          "02322" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"         "022112"          "02313"          "02311"            "013" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>          "02312"           "0121"            "011"            "011"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>          "02411"            "011"           "0211"          "02311"         "022114" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>         "022113"         "022111"          "02322"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>          "02311"            "011"           "0211"            "011"          "02423" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>           "0121"            "011"           "0211"         "022112"          "02312" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"          "02311"          "02212"          "02312"           "0211" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>         "022111"          "02311"          "02234"          "02231"           "0211" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>            "013"           "0211"           "0122"          "02412"            "013" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>            "013"         "024223"         "022111"          "02311"          "02411" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>           "0123"          "02213"          "02311"          "02213"            "011" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>            "013"            "011"         "022111"           "0122"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>           "0123"          "02312"          "02423"          "02412"          "02312" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"            "013"            "011"            "013"            "011" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>         "022111"          "02213"         "022213"            "011"            "011" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>            "011"           "0211"            "011"            "011"            "011" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>            "011"           "0122"            "011"            "011"           "0211" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>          "02412"          "02232"            "011"         "022112"         "022112" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>           "0122"          "02411"          "02233"            "011"            "011" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"            "011"            "011"          "02412" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"           "0121"           "0123"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>           "0121"            "011"           "0211"          "02232"           "0121" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>         "022114"          "02212"         "022112"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>         "022113"          "02231"          "02232"           "0211"           "0122" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>            "011"            "011"            "013"            "011"           "0123" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"         "022112"           "0123"            "011"            "011" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>           "0123"          "02231"            "011"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>            "011"           "0123"            "011"          "02412"            "011" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>            "011"         "022112"            "011"            "011"            "011" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>           "0211"            "011"         "022112"           "0123"         "022113" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>         "022114"          "02233"            "011"            "013"           "0211" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>            "011"            "011"           "0122"            "011"         "022114" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"         "022112"            "013"          "02412"          "02423" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"          "02412"            "013"            "011"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"           "0123"          "02423"          "02313"            "011" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"           "0123"          "02231"         "022112"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>            "011"         "022111"         "022112"            "011"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>            "011"          "02231"          "02231"           "0211"          "02313" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>            "011"          "02231"          "02231"            "011"           "0121" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"            "013"           "0121"            "011"            "011" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"         "022111"         "022113"          "02312"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"            "011"         "022112"          "02213"            "011" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>            "011"            "011"          "02312"          "02312"            "011" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>           "0123"         "022111"          "02313"         "022113"            "011" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"            "011"          "02232"         "022112"         "022113" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>            "011"         "022112"         "022111"          "02423"            "011" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"         "022111"          "02311"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>            "013"         "022112"            "011"          "02411"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>            "011"          "02412"            "011"            "011"         "022113" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>         "022114"            "011"          "02233"          "02231"          "02311" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"          "02411"          "02412"            "011"         "022113" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>            "011"          "02213"          "02423"          "02313"         "022113" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>          "02313"            "011"          "02232"          "02411"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"           "0122"         "022112"            "011"            "011" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>           "0123"          "02313"            "011"          "02231"         "022113" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"          "02412"           "0122"            "013"            "011" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>           "0122"          "02232"           "0122"            "011"           "0122" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>           "0123"          "02412"           "0123"          "02311"          "02412" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>            "011"            "013"            "013"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>           "0122"            "013"         "022114"           "0123"            "011" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"          "02412"          "02233"           "0211"           "0211" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>            "011"          "02411"          "02212"            "011"            "011" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>          "02423"         "022111"            "011"          "02313"           "0123" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>          "02311"           "0122"            "011"           "0121"          "02423" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"           "0211"          "02423"          "02232"          "02423" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"            "011"            "011" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>         "022114"          "02313"          "02231"            "013"            "011" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"            "011"         "022112"            "011" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>           "0122"         "022111"            "013"            "011"           "0211" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>          "02411"            "011"            "011"          "02423"         "022112" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>          "02311"          "02313"          "02423"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"            "011"          "02231"            "011" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"           "0123"            "011"           "0123" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>            "011"            "011"            "011"         "022113"           "0213" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>            "011"            "011"          "02423"            "011"         "022112" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>          "02423"            "011"         "022112"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>          "02423"            "013"          "02311"          "02412"           "0122" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>           "0121"          "02312"         "022112"          "02231"           "0123" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"            "013"            "011"           "0211"            "011" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>            "011"          "02231"          "02313"            "011"            "011" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>            "011"          "02213"            "011"           "0122"           "0211" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"           "0122"          "02412"          "02412" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>            "013"         "022114"          "02232"           "0122"            "011" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"           "0211"           "0211"          "02412" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>            "011"           "0123"         "022112"          "02311"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>            "011"          "02231"          "02411"         "022112"            "013" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>          "02313"          "02231"           "0121"           "0211"         "022114" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>            "011"            "011"          "02232"         "022111"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>          "02313"           "0123"           "0211"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>            "011"          "02423"          "02423"         "022113"           "0123" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"          "02423"           "0122"            "011"            "011" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"            "011"            "011"            "011"            "011" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>            "013"            "011"            "011"            "011"           "0122" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>          "02411"           "0122"            "011"           "0122"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>            "013"          "02311"           "0122"            "011"          "02311" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>          "02311"            "013"            "013"           "0211"          "02411" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>            "011"            "011"          "02312"          "02411"           "0211" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>          "02312"          "02411"            "011"          "02411"           "0211" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"           "0122"           "0121"            "011"          "02423" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>          "02311"          "02412"           "0122"            "011"            "011" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>           "0211"           "0211"          "02423"           "0211"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>          "02412"            "011"           "0122"           "0122"           "0121" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>          "02411"            "011"          "02212"            "013"           "0211" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>            "013"          "02311"           "0211"           "0211"           "0122" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>          "02311"           "0211"            "011"          "02313"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>           "0211"            "011"            "013"           "0211"          "02411" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>           "0211"           "0122"            "013"           "0211"          "02312" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>           "0121"           "0211"          "02411"           "0211"            "011" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>           "0122"           "0211"          "02411"          "02411"           "0122" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>           "0211"          "02411"          "02411"            "011"          "02312" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>            "011"            "013"            "013"           "0211"            "013" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>            "011"          "02312"           "0211"           "0121"           "0121" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>          "02411"          "02411"          "02312"           "0211"            "011" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>          "02411"          "02423"           "0211"           "0211"           "0121" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>            "011"            "013"            "013"           "0122"           "0211" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>           "0122"            "011"           "0211"          "02411"           "0211" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>          "02411"           "0122"           "0211"            "013"          "02411" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>            "011"            "011"          "02312"          "02231"           "0211" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>         "022113"            "011"           "0211"          "02312"          "02312" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>           "0213"          "02411"            "011"          "02411"            "011" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>           "0211"           "0121"            "011"          "02312"           "0211" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>            "011"          "02233"            "011"           "0211"           "0211" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>           "0122"           "0121"          "02423"           "0211"          "02313" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>          "02411"            "011"            "011"           "0121"          "02312" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>           "0211"            "013"          "02312"           "0122"           "0211" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>          "02411"          "02311"            "011"          "02312"            "011" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>          "02411"            "013"          "02232"           "0121"            "011" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>          "02423"           "0211"            "011"            "011"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>           "0211"           "0122"          "02411"           "0211"           "0211" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>           "0211"          "02312"          "02411"          "02411"          "02312" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>          "02411"           "0122"           "0211"           "0122"          "02411" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>           "0211"          "02411"          "02411"            "011"           "0121" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>            "011"            "011"          "02233"          "02411"           "0211" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>          "02423"          "02423"            "011"           "0211"          "02312" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>            "011"          "02411"          "02411"          "02411"           "0122" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>          "02411"            "011"          "02312"           "0211"          "02411" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>          "02312"          "02423"            "011"            "013"           "0121" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>           "0122"            "011"           "0122"            "013"            "011" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>           "0211"            "011"           "0121"           "0122"           "0211" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>           "0211"          "02411"          "02312"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>           "0211"            "011"           "0121"           "0211"            "011" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>            "013"            "013"          "02312"           "0211"          "02312" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>           "0211"          "02312"           "0122"           "0122"           "0121" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>           "0211"            "011"           "0122"           "0121"           "0211" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>            "013"          "02411"           "0211"           "0122"           "0121" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>          "02312"          "02411"            "011"          "02312"            "013" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>           "0121"          "02411"           "0211"            "011"          "02411" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>          "02423"            "011"            "013"          "02423"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>          "02411"          "02411"           "0211"          "02412"           "0211" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>            "013"            "011"            "011"          "02411"          "02411" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>           "0121"          "02423"           "0211"          "02411"          "02411" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>           "0122"           "0211"          "02423"           "0211"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>            "011"            "013"           "0123"            "011"           "0122" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>           "0211"           "0122"            "011"          "02411"          "02411" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>           "0211"            "011"         "022113"           "0121"          "02411" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>            "011"           "0211"          "02411"           "0121"            "011" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>          "02312"            "011"            "011"          "02411"           "0123" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>          "02312"          "02312"            "011"           "0122"          "02411" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>           "0211"          "02312"            "013"           "0213"            "013" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>            "013"           "0211"          "02411"           "0211"          "02312" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>          "02411"            "011"           "0211"           "0211"           "0122" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>            "011"          "02312"            "011"          "02411"           "0211" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>          "02423"          "02312"          "02423"           "0211"           "0121" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>            "011"          "02411"           "0211"          "02423"            "011" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>            "013"          "02312"            "013"           "0122"           "0211" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>           "0122"           "0213"           "0122"          "02411"          "02411" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>           "0211"          "02423"          "02412"           "0211"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"           "0123"          "02423"           "0121"            "011" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>            "011"            "013"            "013"           "0123"            "011" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>          "02411"           "0121"          "02423"            "011"            "011" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>            "011"            "011"            "011"            "013"           "0122" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>            "011"            "011"           "0123"         "022112"           "0123" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>           "0122"            "011"           "0211"          "02313"           "0122" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>            "011"           "0121"            "011"           "0121"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>            "011"            "013"            "011"            "011"            "011" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>           "0211"            "011"           "0123"            "011"           "0121" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>            "011"         "022111"           "0211"           "0211"           "0122" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>            "013"            "011"           "0121"            "013"            "011" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"            "011"          "02233"          "02312"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>           "0121"          "02232"            "011"            "013"            "011" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>          "02411"           "0213"            "013"           "0211"          "02411" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>            "013"            "013"          "02411"            "011"            "011" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>           "0121"            "013"            "011"            "011"            "011" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>           "0211"            "011"           "0122"            "011"           "0122" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>            "011"           "0121"           "0122"            "011"            "011" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>            "011"            "011"          "02411"            "011"           "0121" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>            "011"            "011"           "0122"          "02312"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>           "0211"          "02411"           "0121"          "02232"          "02311" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>            "013"           "0123"            "013"            "011"            "013" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>          "02312"            "011"         "022111"            "011"            "011" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>            "011"           "0123"           "0122"            "013"            "013" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"          "02411"          "02213"            "011"            "011" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>            "011"           "0121"           "0122"            "011"          "02311" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>            "011"           "0122"           "0121"            "011"            "011" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>            "011"            "011"          "02311"           "0121"           "0122" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>          "02411"            "011"          "02232"           "0213"           "0122" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>            "011"           "0211"           "0123"            "011"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>           "0121"            "011"          "02233"            "011"            "011" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>            "011"          "02233"           "0121"           "0123"            "011" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>           "0211"           "0121"            "011"            "011"            "011" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>            "011"            "011"           "0211"          "02312"           "0122" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>            "011"            "011"            "011"            "011"            "011" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>            "013"            "013"            "011"          "02312"            "011" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>            "013"           "0121"           "0211"            "013"          "02311" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>          "02312"            "011"          "02312"            "011"            "011" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>            "011"           "0121"           "0122"           "0122"            "011" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>            "011"            "011"           "0122"           "0121"            "013" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>           "0211"            "011"            "011"            "011"         "022112" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>           "0123"           "0121"          "02411"           "0211"           "0121" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>            "011"            "011"            "013"           "0121"            "011" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>            "011"            "011"           "0121"          "02411"          "02411" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"          "02411"            "011"            "011"           "0121" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>            "011"           "0121"            "011"            "011"          "02423" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>            "011"            "011"           "0211"            "011"          "02411" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>            "011"            "013"            "011"           "0123"          "02411" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>         "022113"           "0211"         "022113"           "0121"           "0121" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>            "013"           "0123"           "0121"           "0121"            "011" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>            "013"            "011"           "0122"            "013"           "0211" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>            "011"            "011"           "0121"            "013"            "011" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"           "0121"            "013"            "011"          "02411" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>            "011"           "0121"            "013"          "02423"           "0212" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>           "0121"           "0121"            "011"            "011"          "02312" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>            "013"            "013"           "0122"            "013"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>           "0121"           "0123"            "011"            "011"            "011" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>          "02423"            "011"          "02234"          "02312"           "0123" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>            "011"            "013"            "011"          "02411"            "011" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>            "011"           "0122"          "02311"           "0121"           "0123" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>            "013"          "02232"            "013"           "0122"            "013" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"            "013"            "011"            "013"            "011" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>            "011"         "022111"           "0121"           "0121"            "011" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>          "02411"            "011"            "011"            "013"         "022113" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>            "013"            "011"           "0121"          "02411"            "011" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>           "0211"           "0121"           "0121"           "0211"            "011" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>           "0211"            "011"          "02232"            "013"           "0121" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>            "011"            "011"            "013"           "0121"            "011" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>            "011"            "011"           "0121"           "0211"            "011" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>           "0123"            "011"            "011"           "0123"         "022111" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>            "011"            "013"           "0123"          "02233"           "0211" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>            "011"            "011"           "0213"          "02312"            "011" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>          "02411"           "0121"            "011"            "011"            "011" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>            "013"           "0122"           "0123"            "013"          "02411" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"            "011"            "011"           "0122"            "013" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>          "02312"            "011"            "011"            "011"            "013" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>            "013"           "0212"           "0212"            "011"           "0212" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>           "0212"           "0212"           "0212"           "0212"           "0213" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>           "0121"          "02212"           "0212"           "0212"           "0212" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>           "0212"            "011"            "011"            "011"            "011" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>            "011"            "011"            "011"           "0212"            "011" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>            "011"            "011"            "011"         "022222"           "0212" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>            "011"           "0212"            "011"           "0212"           "0212" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>           "0212"            "011"           "0212"            "011"          "02433" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>           "0212"           "0212"           "0212"           "0212"         "022222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>            "011"            "011"           "0212"           "0212"            "011" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>            "011"           "0212"         "022222"           "0212"         "022222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>            "011"           "0212"            "011"            "011"            "011" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>            "011"           "0212"            "011"            "011"            "011" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>           "0212"           "0212"           "0212"            "011"            "011" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>           "0212"          "02412"           "0212"            "011"           "0212" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>           "0212"           "0212"           "0212"          "02433"           "0212" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>            "011"           "0212"           "0212"            "011"            "011" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>           "0212"            "011"           "0212"           "0212"           "0212" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>          "02322"           "0212"            "011"            "011"            "011" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>           "0212"           "0212"           "0212"         "022222"            "011" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>            "011"           "0212"          "02433"           "0213"           "0212" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>           "0213"            "011"           "0212"            "011"            "011" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>           "0213"           "0121"           "0212"           "0212"           "0212" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>           "0213"           "0212"         "022222"            "011"           "0212" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>           "0212"           "0213"           "0212"           "0212"           "0212" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>            "011"           "0212"           "0212"           "0212"            "011" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>           "0213"           "0212"           "0213"           "0212"            "011" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>            "011"            "011"           "0212"           "0213"            "011" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>           "0213"            "011"           "0122"            "011"           "0213" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>            "011"            "011"           "0212"           "0213"           "0212" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>            "011"           "0212"           "0212"            "011"           "0213" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>           "0212"            "011"           "0212"           "0212"           "0211" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>            "011"          "02212"           "0212"            "011"           "0212" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>            "013"           "0212"           "0212"            "011"            "011" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>           "0212"           "0212"            "011"           "0212"            "011" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>           "0213"            "011"            "011"           "0213"           "0212" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>            "011"           "0212"         "022222"           "0212"            "011" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>            "011"          "02433"            "011"           "0213"            "011" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>           "0212"           "0212"            "011"          "02433"          "02433" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>         "022222"            "011"           "0212"            "011"            "011" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>            "011"           "0212"            "011"           "0212"         "024223" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>            "011"            "011"            "011"            "011"            "013" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>            "011"            "011"           "0212"           "0212"           "0212" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>           "0211"            "013"            "011"          "02433"            "011" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>          "02433"           "0213"          "02433"           "0212"           "0212" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>           "0212"            "011"            "011"            "011"            "011" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>            "011"           "0212"           "0213"           "0212"           "0121" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>           "0212"           "0212"            "011"            "011"           "0212" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>           "0212"          "02433"           "0212"           "0212"            "011" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>         "022222"            "011"           "0212"           "0213"          "02433" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>            "011"          "02433"            "011"            "011"           "0212" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>            "011"            "011"            "011"           "0212"         "022222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>            "011"           "0213"            "011"           "0121"          "02421" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>            "011"           "0212"            "011"           "0212"           "0212" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>            "013"           "0212"           "0212"            "011"            "011" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>           "0212"            "011"           "0212"            "011"          "02433" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>           "0212"           "0212"            "011"           "0212"            "011" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>            "011"            "011"           "0212"            "011"         "022222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>           "0212"            "011"            "011"            "011"           "0212" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>           "0212"         "022222"            "011"           "0212"            "011" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>            "011"           "0212"           "0212"            "011"            "011" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>          "02433"           "0212"           "0212"           "0212"            "011" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>          "02412"           "0212"           "0212"           "0212"            "011" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>           "0212"           "0121"           "0212"           "0212"            "013" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>            "011"            "011"           "0212"            "011"            "011" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>            "011"          "02433"           "0212"         "024223"            "011" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>           "0212"           "0211"           "0213"           "0212"            "011" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>            "011"           "0212"         "022222"           "0212"            "011" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>           "0212"           "0212"           "0212"            "011"           "0121" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>            "011"            "011"            "011"           "0212"          "02433" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>            "011"            "011"           "0212"            "011"            "011" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>            "011"           "0212"           "0212"           "0212"            "011" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>           "0212"           "0213"           "0212"            "011"           "0213" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>           "0212"            "011"           "0212"            "011"            "011" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>           "0213"          "02433"           "0212"           "0212"           "0212" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>         "022221"          "02432"            "011"           "0121"         "024221" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>         "024222"            "011"           "0211"           "0211"           "0211" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>          "02432"            "011"            "011"          "02223"         "022213" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>         "022221"          "02223"         "022211"         "024222"         "024221" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>          "02432"            "011"          "02431"         "022212"          "02432" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>          "02432"         "022223"          "02432"            "011"            "011" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>         "022211"         "024221"          "02421"          "02421"            "011" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>         "022224"            "011"            "011"            "011"          "02313" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>         "024221"            "011"          "02223"          "02431"          "02432" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>          "02432"           "0211"            "011"          "02432"           "0211" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>         "022221"         "022212"           "0211"            "011"            "013" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>         "022213"          "02431"            "011"          "02432"         "022211" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>         "022213"          "02432"         "022224"         "022213"          "02412" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>          "02412"           "0211"          "02432"            "011"           "0211" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>            "011"         "024222"          "02431"            "011"          "02421" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>            "011"            "013"          "02421"          "02432"          "02313" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>            "011"          "02432"          "02223"            "011"            "011" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>            "011"            "011"         "022223"            "011"         "022212" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>          "02431"          "02213"         "022221"          "02421"          "02432" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>          "02431"          "02421"          "02432"         "024221"          "02431" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>         "022213"          "02223"           "0211"          "02421"            "013" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>          "02431"          "02431"           "0211"          "02431"          "02313" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>            "011"         "024222"          "02421"          "02421"            "011" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>          "02431"            "011"         "024221"         "024221"         "022224" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>          "02421"          "02432"          "02432"          "02421"         "022213" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>            "013"          "02421"           "0213"          "02421"         "022223" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>            "013"         "022213"            "011"          "02223"            "011" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>          "02431"          "02421"         "022211"          "02421"           "0211" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>         "022212"          "02421"         "024222"         "022213"          "02432" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>         "022213"          "02431"           "0211"         "022211"         "024221" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>          "02432"         "022212"         "022211"           "0211"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>           "0211"           "0213"           "0211"            "011"            "011" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"         "024221"            "011"         "024221"            "011" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>           "0211"          "02421"         "022224"         "024222"          "02421" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>           "0211"         "022211"          "02421"         "022211"         "022224" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>            "011"         "024221"          "02421"          "02431"          "02432" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>         "022223"            "011"          "02421"          "02421"            "011" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>         "022221"         "022211"         "024221"            "011"            "013" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>          "02432"          "02432"            "011"          "02421"          "02421" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>          "02431"          "02432"           "0211"            "011"         "022212" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>         "022224"          "02421"         "022213"            "011"          "02433" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>          "02431"          "02432"         "024221"          "02431"          "02431" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>          "02432"         "022223"         "022211"            "011"          "02412" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>         "024221"           "0123"         "022212"         "022211"            "011" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>         "024222"            "013"         "022221"          "02223"            "011" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"          "02421"           "0211"          "02421"         "022224" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>         "024221"          "02421"          "02421"          "02421"           "0211" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>         "022212"         "022213"           "0211"          "02421"            "011" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>           "0211"          "02213"          "02421"          "02432"          "02312" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>         "022211"            "011"           "0213"         "022221"         "022212" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>         "022213"          "02433"          "02432"            "011"          "02432" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>           "0211"            "011"           "0211"         "022223"            "011" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>         "022221"           "0213"         "022221"            "011"         "022211" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>           "0211"          "02431"          "02421"            "011"         "022223" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>            "011"            "011"          "02223"         "022212"            "011" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"            "011"            "011"         "022224"          "02421" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>         "022221"          "02431"          "02431"          "02421"         "022212" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"         "022212"          "02431"         "022223" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>          "02431"          "02223"          "02432"            "011"         "022213" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>            "011"          "02432"          "02431"         "024221"           "0211" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>         "022212"          "02421"            "011"           "0211"         "022213" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>         "022211"         "022212"          "02432"            "011"         "022221" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>          "02431"            "013"         "022213"          "02312"         "024222" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>         "022223"          "02223"            "011"           "0211"         "024221" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>          "02431"           "0211"          "02432"          "02431"         "024222" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>          "02432"          "02431"         "022213"         "024222"          "02432" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>         "022213"         "022221"            "011"            "011"         "022211" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>         "022224"            "013"          "02412"          "02421"           "0211" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>         "024222"         "022211"          "02431"          "02421"            "013" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"         "024221"          "02421"          "02431"         "022213" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>            "011"            "011"          "02412"         "022212"            "011" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>          "02432"            "011"         "022212"            "011"         "024221" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>         "022223"         "022212"         "022224"            "011"         "022221" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>            "011"            "011"            "011"            "011"            "011" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>          "02421"         "022211"          "02431"          "02421"          "02432" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>            "011"           "0211"         "024222"         "022221"           "0211" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"           "0211"            "011"         "022212"         "022212" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>         "024222"            "011"            "011"            "011"         "024221" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>            "013"         "022213"          "02432"            "011"            "011" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"         "022224"         "022221"          "02432"          "02432" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>          "02432"            "011"           "0211"         "022221"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>           "0211"            "011"            "011"          "02312"          "02432" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>            "011"         "022212"          "02431"            "011"         "022223" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>         "022223"            "011"         "022211"         "024221"           "0211" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>         "022211"         "022213"         "022213"            "011"         "022212" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>            "013"            "011"            "011"            "011"          "02313" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>          "02421"          "02312"           "0213"          "02313"          "02431" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>          "02421"           "0211"         "022224"            "011"         "024221" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>         "022212"         "024221"          "02431"         "022223"           "0211" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>         "022212"            "013"         "022212"          "02412"           "0213" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>           "0123"         "022223"         "022223"          "02431"            "011" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>            "011"          "02432"          "02431"         "022221"           "0122" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>          "02432"          "02312"           "0122"           "0211"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>          "02421"            "011"            "013"          "02431"         "022213" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>            "011"          "02432"            "011"          "02431"          "02432" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>          "02431"            "011"         "024221"            "011"            "011" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>          "02421"            "011"         "024221"          "02421"            "011" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>          "02421"            "011"          "02431"            "011"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>          "02431"         "022212"          "02421"           "0211"          "02431" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>         "022213"           "0211"           "0123"         "024221"         "022213" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>         "022211"            "011"         "022221"         "022221"            "011" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>         "022213"         "022213"           "0211"          "02223"         "022223" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>          "02421"          "02421"           "0211"          "02431"           "0211" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>            "011"           "0211"          "02223"            "011"          "02431" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>         "022213"         "024222"            "011"         "024221"          "02431" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>         "022211"         "022221"          "02432"         "022213"         "024222" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>         "022213"          "02431"          "02213"           "0211"           "0213" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>            "011"          "02223"         "022221"          "02431"         "022221" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>            "011"          "02431"         "022224"         "022213"           "0123" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>         "022224"            "011"          "02432"          "02431"            "013" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>            "011"          "02213"         "022221"           "0211"          "02421" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>            "013"          "02432"          "02431"            "013"         "022213" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"          "02431"          "02432"            "011" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"            "011"          "02431"            "011"         "022213" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>         "022211"            "011"            "011"            "011"         "022211" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>            "011"         "022221"          "02421"          "02213"         "022211" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>          "02432"            "011"           "0121"            "011"          "02312" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>          "02432"          "02431"         "022221"         "024222"          "02431" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>          "02431"          "02212"         "024221"            "011"          "02312" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>         "022223"         "024221"            "011"          "02431"         "022223" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>         "024222"            "011"          "02432"         "022211"            "011" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>          "02421"         "022213"          "02431"           "0213"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>            "011"          "02431"           "0121"          "02431"         "022223" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>         "024222"            "013"         "022224"          "02432"         "022212" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>         "022224"          "02312"          "02432"           "0211"            "011" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>         "022223"          "02432"          "02431"         "022213"         "024221" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>            "011"         "022211"            "011"           "0211"         "022212" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>         "022211"            "011"         "024221"           "0211"         "024222" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>           "0211"            "011"          "02213"            "011"         "022211" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>           "0211"          "02421"          "02431"          "02223"            "011" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>          "02432"         "022212"            "011"         "022211"           "0211" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>         "022221"         "022221"            "011"         "024221"            "011" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>          "02421"          "02432"         "024221"         "022212"         "024222" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>         "022213"            "011"            "011"            "011"          "02421" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>           "0211"          "02432"         "022211"         "022221"          "02431" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>         "022221"         "022211"          "02431"         "024222"           "0121" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>         "022212"           "0211"          "02412"         "022221"            "011" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>           "0122"          "02421"            "011"          "02421"          "02412" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>         "024222"           "0211"          "02223"         "022211"            "011" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>         "024222"         "022212"         "022213"         "022224"            "011" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>          "02431"          "02431"          "02432"           "0211"         "022221" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>         "022221"         "022221"         "022211"          "02431"          "02432" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>         "022224"         "022212"          "02432"          "02432"         "022221" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>          "02421"            "011"          "02421"           "0211"          "02421" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>         "022212"           "0211"            "011"           "0123"         "022211" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>            "011"            "011"            "013"         "022223"         "022221" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>          "02431"          "02432"         "022212"          "02421"          "02421" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>         "022212"          "02431"          "02421"          "02313"            "011" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>         "022212"         "022211"            "011"         "024222"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>          "02431"           "0211"           "0211"         "024222"            "011" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>            "011"         "024221"         "022211"            "011"            "011" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>          "02432"          "02312"         "024221"          "02223"            "013" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"          "02431"         "024222"            "011"          "02432" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>         "024221"          "02432"            "011"          "02432"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1332))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>            "011"            "011"            "011"            "011"            "013" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>           "0121"           "0212"           "0212"          "02212"          "02324" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>           "0212"          "02322"          "02322"          "02321"          "02323" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"          "02411"           "0122"           "0212" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>            "011"            "011"            "011"           "0212"          "02412" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>          "02322"          "02321"           "0213"          "02212"            "011" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>          "02321"            "011"            "011"          "02321"          "02412" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>            "011"          "02212"          "02324"          "02322"           "0233" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>           "0212"           "0122"          "02323"           "0212"          "02412" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>            "011"          "02321"          "02323"          "02212"            "011" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>           "0233"          "02321"          "02323"           "0233"          "02412" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>           "0233"          "02323"          "02323"          "02322"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>         "024223"            "013"            "013"            "011"            "011" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>           "0212"          "02321"            "013"           "0212"          "02322" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>          "02322"           "0233"            "011"          "02324"          "02412" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>            "013"           "0233"           "0212"          "02412"           "0233" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>          "02324"            "011"            "011"          "02324"           "0212" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>            "011"          "02412"            "011"           "0233"           "0211" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>            "011"          "02322"            "011"          "02323"            "013" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>           "0212"            "011"          "02321"            "011"            "013" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>          "02324"          "02321"            "011"          "02324"          "02321" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"          "02321"          "02212"           "0211"            "011" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>           "0212"          "02321"          "02412"            "011"          "02411" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>            "011"           "0212"           "0233"            "011"            "011" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>          "02322"           "0212"            "011"          "02321"            "011" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>            "011"          "02324"          "02323"          "02324"            "011" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"            "011"           "0212"          "02412"          "02321" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>            "011"          "02321"            "013"            "011"            "011" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"          "02411"           "0122"            "011"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>           "0233"           "0233"          "02212"          "02311"            "011" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>          "02322"           "0212"          "02212"            "011"           "0212" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>           "0233"           "0212"            "011"          "02324"           "0212" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>            "013"          "02321"            "011"          "02324"           "0212" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>          "02324"            "011"            "011"           "0211"          "02323" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>           "0212"          "02321"           "0233"          "02411"          "02323" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>           "0233"           "0233"          "02321"           "0233"          "02324" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>            "011"           "0212"            "011"           "0212"          "02324" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>          "02321"          "02323"           "0233"          "02322"           "0233" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>          "02412"          "02212"            "011"          "02322"          "02321" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>            "013"          "02412"          "02321"            "011"          "02411" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>          "02321"           "0121"            "011"          "02321"           "0212" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>          "02322"           "0233"            "011"           "0212"            "013" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>          "02322"          "02322"           "0233"           "0212"           "0211" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>            "011"           "0233"          "02321"           "0233"           "0211" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>          "02323"            "011"            "013"           "0211"            "011" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>            "011"            "011"           "0233"           "0212"          "02324" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>          "02322"           "0212"          "02323"            "013"          "02322" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>           "0212"           "0212"          "02212"          "02322"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>          "02323"          "02321"         "024223"           "0212"          "02323" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>           "0211"           "0212"          "02321"           "0212"          "02322" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>           "0233"           "0122"            "011"           "0212"            "011" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>            "011"            "011"          "02321"         "024223"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>            "011"           "0122"           "0233"          "02321"          "02321" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>          "02412"           "0233"           "0212"            "013"          "02323" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>          "02321"          "02323"          "02322"            "011"          "02324" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>           "0233"           "0211"           "0212"          "02412"         "024223" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>            "011"          "02322"            "011"            "011"          "02323" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>          "02323"           "0122"           "0233"           "0233"           "0233" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>            "011"           "0212"          "02322"            "011"          "02322" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"            "011"          "02412"          "02323"            "011" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>            "011"           "0121"            "011"            "011"          "02323" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>            "011"          "02323"           "0233"            "011"          "02323" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>           "0212"          "02322"          "02322"           "0233"            "011" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>          "02321"            "013"           "0233"          "02323"           "0212" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>           "0122"           "0212"          "02212"          "02212"          "02322" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>          "02323"           "0233"            "011"          "02323"         "022222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>          "02321"           "0212"          "02323"          "02321"          "02322" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>           "0122"          "02321"          "02322"            "011"          "02321" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>          "02322"          "02324"           "0212"          "02322"         "024223" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>          "02412"           "0211"            "013"          "02323"          "02321" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>          "02412"          "02321"            "011"            "011"          "02322" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>          "02321"           "0212"          "02324"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"          "02322"          "02324"          "02212"            "013" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>            "011"            "013"            "011"          "02324"            "013" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>            "013"          "02412"          "02324"            "011"            "011" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>           "0212"            "013"            "011"            "011"           "0233" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"          "02322"          "02321"           "0212" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>           "0123"            "011"          "02212"            "011"          "02323" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>            "011"          "02412"          "02311"           "0211"          "02322" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>           "0212"          "02324"            "011"          "02324"          "02412" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>            "011"          "02322"          "02322"            "011"           "0233" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>           "0233"            "011"            "011"          "02412"           "0233" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>          "02321"          "02212"            "011"            "011"           "0233" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"           "0233"           "0233"          "02324"            "011" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>            "011"           "0121"          "02324"           "0233"          "02321" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>            "011"           "0211"            "011"          "02322"            "011" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>          "02324"          "02323"          "02324"           "0233"           "0122" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>            "013"          "02322"          "02212"           "0211"          "02323" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>           "0212"            "013"           "0213"            "011"          "02323" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>           "0233"          "02423"          "02321"           "0211"           "0212" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>          "02412"          "02323"           "0211"          "02324"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>          "02324"            "011"            "011"           "0121"          "02321" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>          "02412"          "02321"            "011"            "011"            "013" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>            "011"            "011"           "0213"          "02212"           "0233" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>         "024223"            "011"            "011"          "02324"         "024223" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>          "02323"            "011"           "0212"           "0212"         "022222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>          "02322"          "02412"            "011"            "011"            "011" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>            "011"          "02321"          "02322"            "011"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>           "0233"          "02322"           "0212"           "0212"            "011" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>            "011"            "011"           "0122"         "024222"            "013" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>           "0233"            "011"            "011"            "011"          "02324" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>          "02321"           "0122"            "011"            "011"            "011" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>           "0121"            "011"          "02212"          "02433"            "011" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>          "02321"            "013"          "02323"            "011"          "02322" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>         "024223"            "011"            "011"          "02322"            "011" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>            "011"          "02323"          "02212"          "02323"          "02324" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>            "011"           "0233"          "02324"          "02323"           "0233" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>            "011"          "02411"            "011"          "02324"            "011" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>          "02323"          "02321"          "02323"          "02323"            "013" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>          "02322"            "011"          "02412"          "02323"           "0233" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>           "0233"           "0233"            "011"            "011"          "02322" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>          "02323"          "02212"           "0233"           "0212"            "013" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>          "02321"          "02412"          "02412"           "0233"          "02321" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>         "024223"          "02322"            "011"          "02321"            "011" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>           "0211"           "0121"          "02321"            "011"          "02423" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>            "011"            "011"          "02311"           "0233"          "02321" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>           "0212"            "011"           "0212"           "0212"          "02323" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>           "0233"          "02321"           "0211"            "013"          "02322" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"          "02323"            "013"          "02321"           "0122" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>          "02412"           "0233"            "011"           "0233"          "02321" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>          "02412"           "0233"            "013"          "02322"          "02321" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"            "011"           "0233"            "011"          "02322" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>          "02322"            "011"          "02324"            "011"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>           "0122"           "0213"          "02323"           "0233"           "0233" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>           "0121"          "02323"          "02321"          "02324"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>            "011"            "011"            "011"            "011"         "024223" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>            "011"           "0233"          "02321"            "011"           "0233" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>            "011"            "011"            "013"          "02324"          "02321" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>            "011"         "024223"           "0211"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>           "0233"           "0233"            "011"           "0211"          "02321" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>            "011"          "02322"          "02321"           "0233"          "02324" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"           "0212"            "011"          "02412"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>            "011"           "0233"            "011"          "02423"            "013" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>            "011"            "013"          "02323"            "011"          "02321" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>            "011"          "02212"            "011"          "02412"            "011" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>          "02323"          "02322"          "02313"           "0212"           "0212" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"          "02324"            "011"          "02321"           "0212" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>            "013"            "013"          "02322"           "0233"          "02323" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>          "02324"           "0233"           "0233"            "011"           "0233" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>          "02321"         "024222"           "0122"           "0211"          "02324" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>           "0213"           "0212"          "02321"            "013"          "02321" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>          "02412"            "011"           "0233"          "02324"          "02322" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>           "0233"          "02212"           "0233"           "0233"         "024223" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>          "02412"            "011"          "02322"            "011"          "02322" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>          "02324"         "024223"          "02212"            "013"          "02322" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>          "02322"          "02324"            "011"          "02322"          "02323" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"            "011"          "02322"           "0233"           "0121" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>            "011"           "0212"            "013"            "011"          "02324" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>            "013"          "02324"         "024223"         "024223"            "011" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>          "02423"           "0123"            "011"          "02212"          "02323" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>           "0212"            "013"          "02321"           "0121"           "0212" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>          "02322"          "02321"           "0233"          "02321"          "02321" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>          "02321"          "02212"          "02323"          "02212"          "02321" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>          "02324"            "011"            "011"           "0121"           "0212" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>          "02321"          "02321"           "0212"           "0212"            "011" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>           "0212"           "0212"           "0212"           "0212"           "0212" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>           "0212"         "024223"            "011"            "011"           "0121" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>           "0212"           "0212"            "013"          "02321"         "022114" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"            "011"           "0213"            "011"          "02323" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>           "0213"            "013"          "02323"           "0121"           "0212" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>           "0212"          "02234"          "02321"            "013"           "0212" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>            "011"            "011"          "02321"           "0212"          "02321" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>          "02321"            "011"           "0121"            "011"          "02423" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>          "02321"          "02321"          "02321"           "0212"            "011" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>          "02321"          "02323"          "02321"          "02212"           "0212" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>           "0121"            "011"           "0212"           "0212"           "0212" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>            "011"            "013"            "011"            "011"           "0122" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>            "011"            "011"           "0213"            "013"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>            "011"         "022112"          "02312"           "0211"          "02311" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"         "022111"          "02233"           "0211"         "022111" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>         "022111"            "011"           "0211"           "0211"          "02312" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>            "013"           "0211"         "022111"          "02311"            "011" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>          "02311"          "02311"           "0122"            "013"          "02311" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>           "0211"         "022111"          "02312"           "0211"           "0123" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>          "02411"            "011"         "022111"          "02322"          "02322" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"          "02423"         "022111"          "02411"           "0211" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>           "0211"            "013"          "02411"          "02311"          "02411" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"         "022113"          "02232"            "013"          "02312" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>            "011"           "0211"           "0122"            "013"         "022111" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>            "011"         "022112"            "011"           "0211"           "0211" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"         "022111"            "011"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>          "02312"           "0122"          "02312"          "02232"            "011" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>            "011"            "011"         "022111"           "0121"          "02411" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>            "011"            "011"         "022111"          "02312"          "02312" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>           "0211"           "0211"         "022111"          "02311"          "02411" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>            "011"          "02311"          "02213"         "022113"            "011" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>         "022111"          "02213"          "02311"         "022111"            "011" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"           "0213"           "0211"           "0121"          "02411" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>            "011"           "0121"          "02312"            "013"          "02311" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>          "02311"          "02312"            "013"           "0211"           "0211" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>            "011"           "0211"         "022111"           "0211"           "0211" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>            "011"          "02213"            "011"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>            "011"           "0213"           "0211"            "011"            "013" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>            "011"          "02311"          "02213"           "0211"           "0123" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>           "0211"           "0123"           "0211"          "02311"           "0123" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>          "02311"          "02213"          "02231"          "02412"            "011" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>          "02311"          "02411"          "02412"           "0122"           "0211" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>           "0211"         "022111"          "02212"          "02312"         "022222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>          "02312"          "02213"          "02213"          "02231"           "0122" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"         "022114"           "0211"            "011"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>         "022111"         "022111"          "02233"           "0213"          "02411" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>         "022111"            "011"          "02231"          "02311"           "0213" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>            "011"            "011"            "011"          "02311"          "02312" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>            "011"          "02232"           "0211"           "0211"          "02312" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>          "02311"          "02312"          "02233"          "02312"            "011" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>          "02412"            "011"          "02312"          "02312"          "02412" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"          "02311"          "02312"           "0122"         "022112" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>            "011"            "011"           "0123"            "011"          "02312" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>           "0121"            "011"          "02411"           "0211"          "02322" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>            "013"          "02232"           "0123"          "02311"          "02412" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>            "011"         "022114"          "02233"          "02411"           "0121" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>            "013"           "0211"          "02411"            "011"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>           "0211"          "02313"          "02312"            "011"         "022114" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>          "02311"           "0123"            "011"           "0211"         "022114" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"           "0123"          "02232"          "02311"         "022114" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>           "0211"          "02213"          "02232"          "02311"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"           "0122"           "0211"         "022112"         "022112" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>          "02311"          "02213"         "022114"            "011"            "011" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>          "02311"          "02312"            "011"         "022111"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"          "02311"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>         "022113"          "02213"          "02213"            "011"            "011" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>         "022112"         "024223"           "0211"            "011"           "0122" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>           "0121"           "0122"          "02311"          "02311"            "011" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>            "011"         "022114"          "02412"           "0211"            "011" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"            "011"          "02233"         "022111"           "0211" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"            "011"           "0211"         "022113" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>         "022111"          "02313"            "011"          "02411"           "0122" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>           "0211"           "0122"          "02311"          "02213"          "02322" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"         "022112"          "02313"          "02311"            "013" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>          "02312"           "0121"            "011"            "011"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>          "02411"            "011"           "0211"          "02311"         "022114" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>         "022113"         "022111"          "02322"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>          "02311"            "011"           "0211"            "011"          "02423" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>           "0121"            "011"           "0211"         "022112"          "02312" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"          "02311"          "02212"          "02312"           "0211" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>         "022111"          "02311"          "02234"          "02231"           "0211" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>            "013"           "0211"           "0122"          "02412"            "013" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>            "013"         "024223"         "022111"          "02311"          "02411" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>           "0123"          "02213"          "02311"          "02213"            "011" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>            "013"            "011"         "022111"           "0122"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>           "0123"          "02312"          "02423"          "02412"          "02312" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"            "013"            "011"            "013"            "011" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>         "022111"          "02213"         "022213"            "011"            "011" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>            "011"           "0211"            "011"            "011"            "011" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>            "011"           "0122"            "011"            "011"           "0211" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>          "02412"          "02232"            "011"         "022112"         "022112" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>           "0122"          "02411"          "02233"            "011"            "011" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"            "011"            "011"          "02412" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"           "0121"           "0123"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>           "0121"            "011"           "0211"          "02232"           "0121" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>         "022114"          "02212"         "022112"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>         "022113"          "02231"          "02232"           "0211"           "0122" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>            "011"            "011"            "013"            "011"           "0123" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"         "022112"           "0123"            "011"            "011" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>           "0123"          "02231"            "011"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>            "011"           "0123"            "011"          "02412"            "011" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>            "011"         "022112"            "011"            "011"            "011" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>           "0211"            "011"         "022112"           "0123"         "022113" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>         "022114"          "02233"            "011"            "013"           "0211" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>            "011"            "011"           "0122"            "011"         "022114" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"         "022112"            "013"          "02412"          "02423" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"          "02412"            "013"            "011"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"           "0123"          "02423"          "02313"            "011" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"           "0123"          "02231"         "022112"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>            "011"         "022111"         "022112"            "011"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>            "011"          "02231"          "02231"           "0211"          "02313" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>            "011"          "02231"          "02231"            "011"           "0121" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"            "013"           "0121"            "011"            "011" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"         "022111"         "022113"          "02312"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"            "011"         "022112"          "02213"            "011" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>            "011"            "011"          "02312"          "02312"            "011" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>           "0123"         "022111"          "02313"         "022113"            "011" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"            "011"          "02232"         "022112"         "022113" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>            "011"         "022112"         "022111"          "02423"            "011" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"         "022111"          "02311"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>            "013"         "022112"            "011"          "02411"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>            "011"          "02412"            "011"            "011"         "022113" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>         "022114"            "011"          "02233"          "02231"          "02311" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"          "02411"          "02412"            "011"         "022113" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>            "011"          "02213"          "02423"          "02313"         "022113" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>          "02313"            "011"          "02232"          "02411"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"           "0122"         "022112"            "011"            "011" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>           "0123"          "02313"            "011"          "02231"         "022113" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"          "02412"           "0122"            "013"            "011" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>           "0122"          "02232"           "0122"            "011"           "0122" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>           "0123"          "02412"           "0123"          "02311"          "02412" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>            "011"            "013"            "013"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>           "0122"            "013"         "022114"           "0123"            "011" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"          "02412"          "02233"           "0211"           "0211" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>            "011"          "02411"          "02212"            "011"            "011" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>          "02423"         "022111"            "011"          "02313"           "0123" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>          "02311"           "0122"            "011"           "0121"          "02423" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"           "0211"          "02423"          "02232"          "02423" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"            "011"            "011" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>         "022114"          "02313"          "02231"            "013"            "011" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"            "011"         "022112"            "011" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>           "0122"         "022111"            "013"            "011"           "0211" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>          "02411"            "011"            "011"          "02423"         "022112" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>          "02311"          "02313"          "02423"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"            "011"          "02231"            "011" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"           "0123"            "011"           "0123" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>            "011"            "011"            "011"         "022113"           "0213" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>            "011"            "011"          "02423"            "011"         "022112" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>          "02423"            "011"         "022112"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>          "02423"            "013"          "02311"          "02412"           "0122" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>           "0121"          "02312"         "022112"          "02231"           "0123" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"            "013"            "011"           "0211"            "011" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>            "011"          "02231"          "02313"            "011"            "011" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>            "011"          "02213"            "011"           "0122"           "0211" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"           "0122"          "02412"          "02412" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>            "013"         "022114"          "02232"           "0122"            "011" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"           "0211"           "0211"          "02412" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>            "011"           "0123"         "022112"          "02311"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>            "011"          "02231"          "02411"         "022112"            "013" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>          "02313"          "02231"           "0121"           "0211"         "022114" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>            "011"            "011"          "02232"         "022111"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>          "02313"           "0123"           "0211"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>            "011"          "02423"          "02423"         "022113"           "0123" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"          "02423"           "0122"            "011"            "011" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"            "011"            "011"            "011"            "011" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>            "013"            "011"            "011"            "011"           "0122" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>          "02411"           "0122"            "011"           "0122"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>            "013"          "02311"           "0122"            "011"          "02311" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>          "02311"            "013"            "013"           "0211"          "02411" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>            "011"            "011"          "02312"          "02411"           "0211" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>          "02312"          "02411"            "011"          "02411"           "0211" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"           "0122"           "0121"            "011"          "02423" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>          "02311"          "02412"           "0122"            "011"            "011" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>           "0211"           "0211"          "02423"           "0211"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>          "02412"            "011"           "0122"           "0122"           "0121" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>          "02411"            "011"          "02212"            "013"           "0211" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>            "013"          "02311"           "0211"           "0211"           "0122" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>          "02311"           "0211"            "011"          "02313"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>           "0211"            "011"            "013"           "0211"          "02411" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>           "0211"           "0122"            "013"           "0211"          "02312" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>           "0121"           "0211"          "02411"           "0211"            "011" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>           "0122"           "0211"          "02411"          "02411"           "0122" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>           "0211"          "02411"          "02411"            "011"          "02312" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>            "011"            "013"            "013"           "0211"            "013" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>            "011"          "02312"           "0211"           "0121"           "0121" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>          "02411"          "02411"          "02312"           "0211"            "011" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>          "02411"          "02423"           "0211"           "0211"           "0121" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>            "011"            "013"            "013"           "0122"           "0211" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>           "0122"            "011"           "0211"          "02411"           "0211" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>          "02411"           "0122"           "0211"            "013"          "02411" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>            "011"            "011"          "02312"          "02231"           "0211" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>         "022113"            "011"           "0211"          "02312"          "02312" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>           "0213"          "02411"            "011"          "02411"            "011" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>           "0211"           "0121"            "011"          "02312"           "0211" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>            "011"          "02233"            "011"           "0211"           "0211" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>           "0122"           "0121"          "02423"           "0211"          "02313" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>          "02411"            "011"            "011"           "0121"          "02312" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>           "0211"            "013"          "02312"           "0122"           "0211" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>          "02411"          "02311"            "011"          "02312"            "011" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>          "02411"            "013"          "02232"           "0121"            "011" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>          "02423"           "0211"            "011"            "011"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>           "0211"           "0122"          "02411"           "0211"           "0211" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>           "0211"          "02312"          "02411"          "02411"          "02312" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>          "02411"           "0122"           "0211"           "0122"          "02411" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>           "0211"          "02411"          "02411"            "011"           "0121" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>            "011"            "011"          "02233"          "02411"           "0211" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>          "02423"          "02423"            "011"           "0211"          "02312" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>            "011"          "02411"          "02411"          "02411"           "0122" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>          "02411"            "011"          "02312"           "0211"          "02411" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>          "02312"          "02423"            "011"            "013"           "0121" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>           "0122"            "011"           "0122"            "013"            "011" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>           "0211"            "011"           "0121"           "0122"           "0211" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>           "0211"          "02411"          "02312"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>           "0211"            "011"           "0121"           "0211"            "011" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>            "013"            "013"          "02312"           "0211"          "02312" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>           "0211"          "02312"           "0122"           "0122"           "0121" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>           "0211"            "011"           "0122"           "0121"           "0211" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>            "013"          "02411"           "0211"           "0122"           "0121" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>          "02312"          "02411"            "011"          "02312"            "013" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>           "0121"          "02411"           "0211"            "011"          "02411" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>          "02423"            "011"            "013"          "02423"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>          "02411"          "02411"           "0211"          "02412"           "0211" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>            "013"            "011"            "011"          "02411"          "02411" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>           "0121"          "02423"           "0211"          "02411"          "02411" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>           "0122"           "0211"          "02423"           "0211"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>            "011"            "013"           "0123"            "011"           "0122" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>           "0211"           "0122"            "011"          "02411"          "02411" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>           "0211"            "011"         "022113"           "0121"          "02411" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>            "011"           "0211"          "02411"           "0121"            "011" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>          "02312"            "011"            "011"          "02411"           "0123" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>          "02312"          "02312"            "011"           "0122"          "02411" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>           "0211"          "02312"            "013"           "0213"            "013" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>            "013"           "0211"          "02411"           "0211"          "02312" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>          "02411"            "011"           "0211"           "0211"           "0122" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>            "011"          "02312"            "011"          "02411"           "0211" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>          "02423"          "02312"          "02423"           "0211"           "0121" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>            "011"          "02411"           "0211"          "02423"            "011" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>            "013"          "02312"            "013"           "0122"           "0211" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>           "0122"           "0213"           "0122"          "02411"          "02411" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>           "0211"          "02423"          "02412"           "0211"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"           "0123"          "02423"           "0121"            "011" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>            "011"            "013"            "013"           "0123"            "011" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>          "02411"           "0121"          "02423"            "011"            "011" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>            "011"            "011"            "011"            "013"           "0122" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>            "011"            "011"           "0123"         "022112"           "0123" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>           "0122"            "011"           "0211"          "02313"           "0122" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>            "011"           "0121"            "011"           "0121"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>            "011"            "013"            "011"            "011"            "011" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>           "0211"            "011"           "0123"            "011"           "0121" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>            "011"         "022111"           "0211"           "0211"           "0122" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>            "013"            "011"           "0121"            "013"            "011" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"            "011"          "02233"          "02312"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>           "0121"          "02232"            "011"            "013"            "011" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>          "02411"           "0213"            "013"           "0211"          "02411" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>            "013"            "013"          "02411"            "011"            "011" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>           "0121"            "013"            "011"            "011"            "011" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>           "0211"            "011"           "0122"            "011"           "0122" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>            "011"           "0121"           "0122"            "011"            "011" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>            "011"            "011"          "02411"            "011"           "0121" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>            "011"            "011"           "0122"          "02312"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>           "0211"          "02411"           "0121"          "02232"          "02311" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>            "013"           "0123"            "013"            "011"            "013" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>          "02312"            "011"         "022111"            "011"            "011" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>            "011"           "0123"           "0122"            "013"            "013" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"          "02411"          "02213"            "011"            "011" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>            "011"           "0121"           "0122"            "011"          "02311" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>            "011"           "0122"           "0121"            "011"            "011" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>            "011"            "011"          "02311"           "0121"           "0122" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>          "02411"            "011"          "02232"           "0213"           "0122" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>            "011"           "0211"           "0123"            "011"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>           "0121"            "011"          "02233"            "011"            "011" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>            "011"          "02233"           "0121"           "0123"            "011" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>           "0211"           "0121"            "011"            "011"            "011" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>            "011"            "011"           "0211"          "02312"           "0122" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>            "011"            "011"            "011"            "011"            "011" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>            "013"            "013"            "011"          "02312"            "011" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>            "013"           "0121"           "0211"            "013"          "02311" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>          "02312"            "011"          "02312"            "011"            "011" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>            "011"           "0121"           "0122"           "0122"            "011" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>            "011"            "011"           "0122"           "0121"            "013" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>           "0211"            "011"            "011"            "011"         "022112" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>           "0123"           "0121"          "02411"           "0211"           "0121" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>            "011"            "011"            "013"           "0121"            "011" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>            "011"            "011"           "0121"          "02411"          "02411" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"          "02411"            "011"            "011"           "0121" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>            "011"           "0121"            "011"            "011"          "02423" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>            "011"            "011"           "0211"            "011"          "02411" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>            "011"            "013"            "011"           "0123"          "02411" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>         "022113"           "0211"         "022113"           "0121"           "0121" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>            "013"           "0123"           "0121"           "0121"            "011" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>            "013"            "011"           "0122"            "013"           "0211" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>            "011"            "011"           "0121"            "013"            "011" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"           "0121"            "013"            "011"          "02411" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>            "011"           "0121"            "013"          "02423"           "0212" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>           "0121"           "0121"            "011"            "011"          "02312" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>            "013"            "013"           "0122"            "013"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>           "0121"           "0123"            "011"            "011"            "011" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>          "02423"            "011"          "02234"          "02312"           "0123" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>            "011"            "013"            "011"          "02411"            "011" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>            "011"           "0122"          "02311"           "0121"           "0123" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>            "013"          "02232"            "013"           "0122"            "013" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"            "013"            "011"            "013"            "011" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>            "011"         "022111"           "0121"           "0121"            "011" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>          "02411"            "011"            "011"            "013"         "022113" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>            "013"            "011"           "0121"          "02411"            "011" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>           "0211"           "0121"           "0121"           "0211"            "011" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>           "0211"            "011"          "02232"            "013"           "0121" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>            "011"            "011"            "013"           "0121"            "011" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>            "011"            "011"           "0121"           "0211"            "011" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>           "0123"            "011"            "011"           "0123"         "022111" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>            "011"            "013"           "0123"          "02233"           "0211" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>            "011"            "011"           "0213"          "02312"            "011" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>          "02411"           "0121"            "011"            "011"            "011" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>            "013"           "0122"           "0123"            "013"          "02411" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"            "011"            "011"           "0122"            "013" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>          "02312"            "011"            "011"            "011"            "013" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>            "013"           "0212"           "0212"            "011"           "0212" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>           "0212"           "0212"           "0212"           "0212"           "0213" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>           "0121"          "02212"           "0212"           "0212"           "0212" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>           "0212"            "011"            "011"            "011"            "011" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>            "011"            "011"            "011"           "0212"            "011" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>            "011"            "011"            "011"         "022222"           "0212" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>            "011"           "0212"            "011"           "0212"           "0212" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>           "0212"            "011"           "0212"            "011"          "02433" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>           "0212"           "0212"           "0212"           "0212"         "022222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>            "011"            "011"           "0212"           "0212"            "011" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>            "011"           "0212"         "022222"           "0212"         "022222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>            "011"           "0212"            "011"            "011"            "011" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>            "011"           "0212"            "011"            "011"            "011" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>           "0212"           "0212"           "0212"            "011"            "011" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>           "0212"          "02412"           "0212"            "011"           "0212" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>           "0212"           "0212"           "0212"          "02433"           "0212" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>            "011"           "0212"           "0212"            "011"            "011" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>           "0212"            "011"           "0212"           "0212"           "0212" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>          "02322"           "0212"            "011"            "011"            "011" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>           "0212"           "0212"           "0212"         "022222"            "011" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>            "011"           "0212"          "02433"           "0213"           "0212" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>           "0213"            "011"           "0212"            "011"            "011" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>           "0213"           "0121"           "0212"           "0212"           "0212" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>           "0213"           "0212"         "022222"            "011"           "0212" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>           "0212"           "0213"           "0212"           "0212"           "0212" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>            "011"           "0212"           "0212"           "0212"            "011" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>           "0213"           "0212"           "0213"           "0212"            "011" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>            "011"            "011"           "0212"           "0213"            "011" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>           "0213"            "011"           "0122"            "011"           "0213" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>            "011"            "011"           "0212"           "0213"           "0212" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>            "011"           "0212"           "0212"            "011"           "0213" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>           "0212"            "011"           "0212"           "0212"           "0211" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>            "011"          "02212"           "0212"            "011"           "0212" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>            "013"           "0212"           "0212"            "011"            "011" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>           "0212"           "0212"            "011"           "0212"            "011" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>           "0213"            "011"            "011"           "0213"           "0212" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>            "011"           "0212"         "022222"           "0212"            "011" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>            "011"          "02433"            "011"           "0213"            "011" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>           "0212"           "0212"            "011"          "02433"          "02433" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>         "022222"            "011"           "0212"            "011"            "011" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>            "011"           "0212"            "011"           "0212"         "024223" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>            "011"            "011"            "011"            "011"            "013" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>            "011"            "011"           "0212"           "0212"           "0212" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>           "0211"            "013"            "011"          "02433"            "011" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>          "02433"           "0213"          "02433"           "0212"           "0212" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>           "0212"            "011"            "011"            "011"            "011" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>            "011"           "0212"           "0213"           "0212"           "0121" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>           "0212"           "0212"            "011"            "011"           "0212" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>           "0212"          "02433"           "0212"           "0212"            "011" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>         "022222"            "011"           "0212"           "0213"          "02433" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>            "011"          "02433"            "011"            "011"           "0212" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>            "011"            "011"            "011"           "0212"         "022222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>            "011"           "0213"            "011"           "0121"          "02421" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>            "011"           "0212"            "011"           "0212"           "0212" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>            "013"           "0212"           "0212"            "011"            "011" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>           "0212"            "011"           "0212"            "011"          "02433" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>           "0212"           "0212"            "011"           "0212"            "011" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>            "011"            "011"           "0212"            "011"         "022222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>           "0212"            "011"            "011"            "011"           "0212" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>           "0212"         "022222"            "011"           "0212"            "011" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>            "011"           "0212"           "0212"            "011"            "011" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>          "02433"           "0212"           "0212"           "0212"            "011" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>          "02412"           "0212"           "0212"           "0212"            "011" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>           "0212"           "0121"           "0212"           "0212"            "013" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>            "011"            "011"           "0212"            "011"            "011" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>            "011"          "02433"           "0212"         "024223"            "011" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>           "0212"           "0211"           "0213"           "0212"            "011" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>            "011"           "0212"         "022222"           "0212"            "011" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>           "0212"           "0212"           "0212"            "011"           "0121" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>            "011"            "011"            "011"           "0212"          "02433" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>            "011"            "011"           "0212"            "011"            "011" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>            "011"           "0212"           "0212"           "0212"            "011" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>           "0212"           "0213"           "0212"            "011"           "0213" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>           "0212"            "011"           "0212"            "011"            "011" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>           "0213"          "02433"           "0212"           "0212"           "0212" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>         "022221"          "02432"            "011"           "0121"         "024221" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>         "024222"            "011"           "0211"           "0211"           "0211" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>          "02432"            "011"            "011"          "02223"         "022213" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>         "022221"          "02223"         "022211"         "024222"         "024221" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>          "02432"            "011"          "02431"         "022212"          "02432" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>          "02432"         "022223"          "02432"            "011"            "011" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>         "022211"         "024221"          "02421"          "02421"            "011" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>         "022224"            "011"            "011"            "011"          "02313" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>         "024221"            "011"          "02223"          "02431"          "02432" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>          "02432"           "0211"            "011"          "02432"           "0211" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>         "022221"         "022212"           "0211"            "011"            "013" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>         "022213"          "02431"            "011"          "02432"         "022211" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>         "022213"          "02432"         "022224"         "022213"          "02412" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>          "02412"           "0211"          "02432"            "011"           "0211" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>            "011"         "024222"          "02431"            "011"          "02421" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>            "011"            "013"          "02421"          "02432"          "02313" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>            "011"          "02432"          "02223"            "011"            "011" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>            "011"            "011"         "022223"            "011"         "022212" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>          "02431"          "02213"         "022221"          "02421"          "02432" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>          "02431"          "02421"          "02432"         "024221"          "02431" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>         "022213"          "02223"           "0211"          "02421"            "013" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>          "02431"          "02431"           "0211"          "02431"          "02313" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>            "011"         "024222"          "02421"          "02421"            "011" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>          "02431"            "011"         "024221"         "024221"         "022224" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>          "02421"          "02432"          "02432"          "02421"         "022213" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>            "013"          "02421"           "0213"          "02421"         "022223" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>            "013"         "022213"            "011"          "02223"            "011" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>          "02431"          "02421"         "022211"          "02421"           "0211" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>         "022212"          "02421"         "024222"         "022213"          "02432" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>         "022213"          "02431"           "0211"         "022211"         "024221" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>          "02432"         "022212"         "022211"           "0211"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>           "0211"           "0213"           "0211"            "011"            "011" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"         "024221"            "011"         "024221"            "011" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>           "0211"          "02421"         "022224"         "024222"          "02421" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>           "0211"         "022211"          "02421"         "022211"         "022224" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>            "011"         "024221"          "02421"          "02431"          "02432" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>         "022223"            "011"          "02421"          "02421"            "011" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>         "022221"         "022211"         "024221"            "011"            "013" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>          "02432"          "02432"            "011"          "02421"          "02421" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>          "02431"          "02432"           "0211"            "011"         "022212" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>         "022224"          "02421"         "022213"            "011"          "02433" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>          "02431"          "02432"         "024221"          "02431"          "02431" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>          "02432"         "022223"         "022211"            "011"          "02412" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>         "024221"           "0123"         "022212"         "022211"            "011" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>         "024222"            "013"         "022221"          "02223"            "011" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"          "02421"           "0211"          "02421"         "022224" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>         "024221"          "02421"          "02421"          "02421"           "0211" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>         "022212"         "022213"           "0211"          "02421"            "011" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>           "0211"          "02213"          "02421"          "02432"          "02312" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>         "022211"            "011"           "0213"         "022221"         "022212" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>         "022213"          "02433"          "02432"            "011"          "02432" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>           "0211"            "011"           "0211"         "022223"            "011" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>         "022221"           "0213"         "022221"            "011"         "022211" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>           "0211"          "02431"          "02421"            "011"         "022223" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>            "011"            "011"          "02223"         "022212"            "011" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"            "011"            "011"         "022224"          "02421" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>         "022221"          "02431"          "02431"          "02421"         "022212" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"         "022212"          "02431"         "022223" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>          "02431"          "02223"          "02432"            "011"         "022213" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>            "011"          "02432"          "02431"         "024221"           "0211" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>         "022212"          "02421"            "011"           "0211"         "022213" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>         "022211"         "022212"          "02432"            "011"         "022221" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>          "02431"            "013"         "022213"          "02312"         "024222" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>         "022223"          "02223"            "011"           "0211"         "024221" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>          "02431"           "0211"          "02432"          "02431"         "024222" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>          "02432"          "02431"         "022213"         "024222"          "02432" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>         "022213"         "022221"            "011"            "011"         "022211" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>         "022224"            "013"          "02412"          "02421"           "0211" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>         "024222"         "022211"          "02431"          "02421"            "013" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"         "024221"          "02421"          "02431"         "022213" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>            "011"            "011"          "02412"         "022212"            "011" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>          "02432"            "011"         "022212"            "011"         "024221" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>         "022223"         "022212"         "022224"            "011"         "022221" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>            "011"            "011"            "011"            "011"            "011" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>          "02421"         "022211"          "02431"          "02421"          "02432" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>            "011"           "0211"         "024222"         "022221"           "0211" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"           "0211"            "011"         "022212"         "022212" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>         "024222"            "011"            "011"            "011"         "024221" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>            "013"         "022213"          "02432"            "011"            "011" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"         "022224"         "022221"          "02432"          "02432" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>          "02432"            "011"           "0211"         "022221"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>           "0211"            "011"            "011"          "02312"          "02432" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>            "011"         "022212"          "02431"            "011"         "022223" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>         "022223"            "011"         "022211"         "024221"           "0211" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>         "022211"         "022213"         "022213"            "011"         "022212" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>            "013"            "011"            "011"            "011"          "02313" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>          "02421"          "02312"           "0213"          "02313"          "02431" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>          "02421"           "0211"         "022224"            "011"         "024221" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>         "022212"         "024221"          "02431"         "022223"           "0211" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>         "022212"            "013"         "022212"          "02412"           "0213" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>           "0123"         "022223"         "022223"          "02431"            "011" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>            "011"          "02432"          "02431"         "022221"           "0122" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>          "02432"          "02312"           "0122"           "0211"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>          "02421"            "011"            "013"          "02431"         "022213" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>            "011"          "02432"            "011"          "02431"          "02432" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>          "02431"            "011"         "024221"            "011"            "011" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>          "02421"            "011"         "024221"          "02421"            "011" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>          "02421"            "011"          "02431"            "011"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>          "02431"         "022212"          "02421"           "0211"          "02431" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>         "022213"           "0211"           "0123"         "024221"         "022213" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>         "022211"            "011"         "022221"         "022221"            "011" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>         "022213"         "022213"           "0211"          "02223"         "022223" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>          "02421"          "02421"           "0211"          "02431"           "0211" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>            "011"           "0211"          "02223"            "011"          "02431" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>         "022213"         "024222"            "011"         "024221"          "02431" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>         "022211"         "022221"          "02432"         "022213"         "024222" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>         "022213"          "02431"          "02213"           "0211"           "0213" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>            "011"          "02223"         "022221"          "02431"         "022221" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>            "011"          "02431"         "022224"         "022213"           "0123" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>         "022224"            "011"          "02432"          "02431"            "013" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>            "011"          "02213"         "022221"           "0211"          "02421" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>            "013"          "02432"          "02431"            "013"         "022213" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"          "02431"          "02432"            "011" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"            "011"          "02431"            "011"         "022213" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>         "022211"            "011"            "011"            "011"         "022211" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>            "011"         "022221"          "02421"          "02213"         "022211" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>          "02432"            "011"           "0121"            "011"          "02312" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>          "02432"          "02431"         "022221"         "024222"          "02431" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>          "02431"          "02212"         "024221"            "011"          "02312" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>         "022223"         "024221"            "011"          "02431"         "022223" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>         "024222"            "011"          "02432"         "022211"            "011" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>          "02421"         "022213"          "02431"           "0213"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>            "011"          "02431"           "0121"          "02431"         "022223" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>         "024222"            "013"         "022224"          "02432"         "022212" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>         "022224"          "02312"          "02432"           "0211"            "011" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>         "022223"          "02432"          "02431"         "022213"         "024221" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>            "011"         "022211"            "011"           "0211"         "022212" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>         "022211"            "011"         "024221"           "0211"         "024222" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>           "0211"            "011"          "02213"            "011"         "022211" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>           "0211"          "02421"          "02431"          "02223"            "011" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>          "02432"         "022212"            "011"         "022211"           "0211" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>         "022221"         "022221"            "011"         "024221"            "011" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>          "02421"          "02432"         "024221"         "022212"         "024222" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>         "022213"            "011"            "011"            "011"          "02421" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>           "0211"          "02432"         "022211"         "022221"          "02431" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>         "022221"         "022211"          "02431"         "024222"           "0121" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>         "022212"           "0211"          "02412"         "022221"            "011" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>           "0122"          "02421"            "011"          "02421"          "02412" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>         "024222"           "0211"          "02223"         "022211"            "011" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>         "024222"         "022212"         "022213"         "022224"            "011" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>          "02431"          "02431"          "02432"           "0211"         "022221" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>         "022221"         "022221"         "022211"          "02431"          "02432" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>         "022224"         "022212"          "02432"          "02432"         "022221" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>          "02421"            "011"          "02421"           "0211"          "02421" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>         "022212"           "0211"            "011"           "0123"         "022211" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>            "011"            "011"            "013"         "022223"         "022221" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>          "02431"          "02432"         "022212"          "02421"          "02421" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>         "022212"          "02431"          "02421"          "02313"            "011" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>         "022212"         "022211"            "011"         "024222"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>          "02431"           "0211"           "0211"         "024222"            "011" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>            "011"         "024221"         "022211"            "011"            "011" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>          "02432"          "02312"         "024221"          "02223"            "013" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"          "02431"         "024222"            "011"          "02432" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>         "024221"          "02432"            "011"          "02432"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1513))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>            "011"            "011"            "011"            "011"            "013" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>           "0121"           "0212"           "0212"          "02212"          "02324" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>           "0212"          "02322"          "02322"          "02321"          "02323" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"           "0241"           "0122"           "0212" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>            "011"            "011"            "011"           "0212"           "0241" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>          "02322"          "02321"           "0213"          "02212"            "011" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>          "02321"            "011"            "011"          "02321"           "0241" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>            "011"          "02212"          "02324"          "02322"           "0233" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>           "0212"           "0122"          "02323"           "0212"           "0241" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>            "011"          "02321"          "02323"          "02212"            "011" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>           "0233"          "02321"          "02323"           "0233"           "0241" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>           "0233"          "02323"          "02323"          "02322"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>         "024223"            "013"            "013"            "011"            "011" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>           "0212"          "02321"            "013"           "0212"          "02322" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>          "02322"           "0233"            "011"          "02324"           "0241" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>            "013"           "0233"           "0212"           "0241"           "0233" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>          "02324"            "011"            "011"          "02324"           "0212" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>            "011"           "0241"            "011"           "0233"           "0211" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>            "011"          "02322"            "011"          "02323"            "013" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>           "0212"            "011"          "02321"            "011"            "013" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>          "02324"          "02321"            "011"          "02324"          "02321" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"          "02321"          "02212"           "0211"            "011" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>           "0212"          "02321"           "0241"            "011"           "0241" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>            "011"           "0212"           "0233"            "011"            "011" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>          "02322"           "0212"            "011"          "02321"            "011" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>            "011"          "02324"          "02323"          "02324"            "011" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"            "011"           "0212"           "0241"          "02321" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>            "011"          "02321"            "013"            "011"            "011" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"           "0241"           "0122"            "011"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>           "0233"           "0233"          "02212"          "02311"            "011" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>          "02322"           "0212"          "02212"            "011"           "0212" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>           "0233"           "0212"            "011"          "02324"           "0212" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>            "013"          "02321"            "011"          "02324"           "0212" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>          "02324"            "011"            "011"           "0211"          "02323" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>           "0212"          "02321"           "0233"           "0241"          "02323" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>           "0233"           "0233"          "02321"           "0233"          "02324" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>            "011"           "0212"            "011"           "0212"          "02324" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>          "02321"          "02323"           "0233"          "02322"           "0233" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>           "0241"          "02212"            "011"          "02322"          "02321" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>            "013"           "0241"          "02321"            "011"           "0241" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>          "02321"           "0121"            "011"          "02321"           "0212" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>          "02322"           "0233"            "011"           "0212"            "013" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>          "02322"          "02322"           "0233"           "0212"           "0211" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>            "011"           "0233"          "02321"           "0233"           "0211" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>          "02323"            "011"            "013"           "0211"            "011" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>            "011"            "011"           "0233"           "0212"          "02324" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>          "02322"           "0212"          "02323"            "013"          "02322" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>           "0212"           "0212"          "02212"          "02322"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>          "02323"          "02321"         "024223"           "0212"          "02323" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>           "0211"           "0212"          "02321"           "0212"          "02322" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>           "0233"           "0122"            "011"           "0212"            "011" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>            "011"            "011"          "02321"         "024223"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>            "011"           "0122"           "0233"          "02321"          "02321" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>           "0241"           "0233"           "0212"            "013"          "02323" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>          "02321"          "02323"          "02322"            "011"          "02324" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>           "0233"           "0211"           "0212"           "0241"         "024223" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>            "011"          "02322"            "011"            "011"          "02323" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>          "02323"           "0122"           "0233"           "0233"           "0233" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>            "011"           "0212"          "02322"            "011"          "02322" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"            "011"           "0241"          "02323"            "011" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>            "011"           "0121"            "011"            "011"          "02323" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>            "011"          "02323"           "0233"            "011"          "02323" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>           "0212"          "02322"          "02322"           "0233"            "011" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>          "02321"            "013"           "0233"          "02323"           "0212" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>           "0122"           "0212"          "02212"          "02212"          "02322" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>          "02323"           "0233"            "011"          "02323"         "022222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>          "02321"           "0212"          "02323"          "02321"          "02322" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>           "0122"          "02321"          "02322"            "011"          "02321" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>          "02322"          "02324"           "0212"          "02322"         "024223" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>           "0241"           "0211"            "013"          "02323"          "02321" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>           "0241"          "02321"            "011"            "011"          "02322" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>          "02321"           "0212"          "02324"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"          "02322"          "02324"          "02212"            "013" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>            "011"            "013"            "011"          "02324"            "013" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>            "013"           "0241"          "02324"            "011"            "011" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>           "0212"            "013"            "011"            "011"           "0233" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"          "02322"          "02321"           "0212" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>           "0123"            "011"          "02212"            "011"          "02323" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>            "011"           "0241"          "02311"           "0211"          "02322" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>           "0212"          "02324"            "011"          "02324"           "0241" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>            "011"          "02322"          "02322"            "011"           "0233" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>           "0233"            "011"            "011"           "0241"           "0233" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>          "02321"          "02212"            "011"            "011"           "0233" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"           "0233"           "0233"          "02324"            "011" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>            "011"           "0121"          "02324"           "0233"          "02321" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>            "011"           "0211"            "011"          "02322"            "011" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>          "02324"          "02323"          "02324"           "0233"           "0122" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>            "013"          "02322"          "02212"           "0211"          "02323" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>           "0212"            "013"           "0213"            "011"          "02323" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>           "0233"          "02423"          "02321"           "0211"           "0212" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>           "0241"          "02323"           "0211"          "02324"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>          "02324"            "011"            "011"           "0121"          "02321" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>           "0241"          "02321"            "011"            "011"            "013" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>            "011"            "011"           "0213"          "02212"           "0233" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>         "024223"            "011"            "011"          "02324"         "024223" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>          "02323"            "011"           "0212"           "0212"         "022222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>          "02322"           "0241"            "011"            "011"            "011" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>            "011"          "02321"          "02322"            "011"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>           "0233"          "02322"           "0212"           "0212"            "011" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>            "011"            "011"           "0122"         "024222"            "013" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>           "0233"            "011"            "011"            "011"          "02324" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>          "02321"           "0122"            "011"            "011"            "011" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>           "0121"            "011"          "02212"          "02433"            "011" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>          "02321"            "013"          "02323"            "011"          "02322" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>         "024223"            "011"            "011"          "02322"            "011" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>            "011"          "02323"          "02212"          "02323"          "02324" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>            "011"           "0233"          "02324"          "02323"           "0233" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>            "011"           "0241"            "011"          "02324"            "011" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>          "02323"          "02321"          "02323"          "02323"            "013" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>          "02322"            "011"           "0241"          "02323"           "0233" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>           "0233"           "0233"            "011"            "011"          "02322" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>          "02323"          "02212"           "0233"           "0212"            "013" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>          "02321"           "0241"           "0241"           "0233"          "02321" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>         "024223"          "02322"            "011"          "02321"            "011" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>           "0211"           "0121"          "02321"            "011"          "02423" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>            "011"            "011"          "02311"           "0233"          "02321" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>           "0212"            "011"           "0212"           "0212"          "02323" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>           "0233"          "02321"           "0211"            "013"          "02322" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"          "02323"            "013"          "02321"           "0122" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>           "0241"           "0233"            "011"           "0233"          "02321" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>           "0241"           "0233"            "013"          "02322"          "02321" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"            "011"           "0233"            "011"          "02322" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>          "02322"            "011"          "02324"            "011"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>           "0122"           "0213"          "02323"           "0233"           "0233" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>           "0121"          "02323"          "02321"          "02324"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>            "011"            "011"            "011"            "011"         "024223" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>            "011"           "0233"          "02321"            "011"           "0233" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>            "011"            "011"            "013"          "02324"          "02321" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>            "011"         "024223"           "0211"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>           "0233"           "0233"            "011"           "0211"          "02321" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>            "011"          "02322"          "02321"           "0233"          "02324" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"           "0212"            "011"           "0241"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>            "011"           "0233"            "011"          "02423"            "013" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>            "011"            "013"          "02323"            "011"          "02321" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>            "011"          "02212"            "011"           "0241"            "011" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>          "02323"          "02322"          "02313"           "0212"           "0212" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"          "02324"            "011"          "02321"           "0212" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>            "013"            "013"          "02322"           "0233"          "02323" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>          "02324"           "0233"           "0233"            "011"           "0233" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>          "02321"         "024222"           "0122"           "0211"          "02324" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>           "0213"           "0212"          "02321"            "013"          "02321" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>           "0241"            "011"           "0233"          "02324"          "02322" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>           "0233"          "02212"           "0233"           "0233"         "024223" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>           "0241"            "011"          "02322"            "011"          "02322" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>          "02324"         "024223"          "02212"            "013"          "02322" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>          "02322"          "02324"            "011"          "02322"          "02323" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"            "011"          "02322"           "0233"           "0121" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>            "011"           "0212"            "013"            "011"          "02324" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>            "013"          "02324"         "024223"         "024223"            "011" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>          "02423"           "0123"            "011"          "02212"          "02323" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>           "0212"            "013"          "02321"           "0121"           "0212" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>          "02322"          "02321"           "0233"          "02321"          "02321" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>          "02321"          "02212"          "02323"          "02212"          "02321" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>          "02324"            "011"            "011"           "0121"           "0212" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>          "02321"          "02321"           "0212"           "0212"            "011" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>           "0212"           "0212"           "0212"           "0212"           "0212" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>           "0212"         "024223"            "011"            "011"           "0121" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>           "0212"           "0212"            "013"          "02321"         "022114" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"            "011"           "0213"            "011"          "02323" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>           "0213"            "013"          "02323"           "0121"           "0212" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>           "0212"          "02234"          "02321"            "013"           "0212" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>            "011"            "011"          "02321"           "0212"          "02321" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>          "02321"            "011"           "0121"            "011"          "02423" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>          "02321"          "02321"          "02321"           "0212"            "011" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>          "02321"          "02323"          "02321"          "02212"           "0212" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>           "0121"            "011"           "0212"           "0212"           "0212" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>            "011"            "013"            "011"            "011"           "0122" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>            "011"            "011"           "0213"            "013"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>            "011"         "022112"          "02312"           "0211"          "02311" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"         "022111"          "02233"           "0211"         "022111" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>         "022111"            "011"           "0211"           "0211"          "02312" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>            "013"           "0211"         "022111"          "02311"            "011" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>          "02311"          "02311"           "0122"            "013"          "02311" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>           "0211"         "022111"          "02312"           "0211"           "0123" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>           "0241"            "011"         "022111"          "02322"          "02322" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"          "02423"         "022111"           "0241"           "0211" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>           "0211"            "013"           "0241"          "02311"           "0241" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"         "022113"          "02232"            "013"          "02312" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>            "011"           "0211"           "0122"            "013"         "022111" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>            "011"         "022112"            "011"           "0211"           "0211" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"         "022111"            "011"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>          "02312"           "0122"          "02312"          "02232"            "011" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>            "011"            "011"         "022111"           "0121"           "0241" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>            "011"            "011"         "022111"          "02312"          "02312" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>           "0211"           "0211"         "022111"          "02311"           "0241" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>            "011"          "02311"          "02213"         "022113"            "011" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>         "022111"          "02213"          "02311"         "022111"            "011" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"           "0213"           "0211"           "0121"           "0241" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>            "011"           "0121"          "02312"            "013"          "02311" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>          "02311"          "02312"            "013"           "0211"           "0211" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>            "011"           "0211"         "022111"           "0211"           "0211" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>            "011"          "02213"            "011"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>            "011"           "0213"           "0211"            "011"            "013" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>            "011"          "02311"          "02213"           "0211"           "0123" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>           "0211"           "0123"           "0211"          "02311"           "0123" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>          "02311"          "02213"          "02231"           "0241"            "011" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>          "02311"           "0241"           "0241"           "0122"           "0211" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>           "0211"         "022111"          "02212"          "02312"         "022222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>          "02312"          "02213"          "02213"          "02231"           "0122" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"         "022114"           "0211"            "011"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>         "022111"         "022111"          "02233"           "0213"           "0241" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>         "022111"            "011"          "02231"          "02311"           "0213" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>            "011"            "011"            "011"          "02311"          "02312" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>            "011"          "02232"           "0211"           "0211"          "02312" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>          "02311"          "02312"          "02233"          "02312"            "011" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>           "0241"            "011"          "02312"          "02312"           "0241" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"          "02311"          "02312"           "0122"         "022112" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>            "011"            "011"           "0123"            "011"          "02312" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>           "0121"            "011"           "0241"           "0211"          "02322" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>            "013"          "02232"           "0123"          "02311"           "0241" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>            "011"         "022114"          "02233"           "0241"           "0121" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>            "013"           "0211"           "0241"            "011"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>           "0211"          "02313"          "02312"            "011"         "022114" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>          "02311"           "0123"            "011"           "0211"         "022114" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"           "0123"          "02232"          "02311"         "022114" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>           "0211"          "02213"          "02232"          "02311"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"           "0122"           "0211"         "022112"         "022112" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>          "02311"          "02213"         "022114"            "011"            "011" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>          "02311"          "02312"            "011"         "022111"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"          "02311"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>         "022113"          "02213"          "02213"            "011"            "011" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>         "022112"         "024223"           "0211"            "011"           "0122" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>           "0121"           "0122"          "02311"          "02311"            "011" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>            "011"         "022114"           "0241"           "0211"            "011" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"            "011"          "02233"         "022111"           "0211" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"            "011"           "0211"         "022113" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>         "022111"          "02313"            "011"           "0241"           "0122" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>           "0211"           "0122"          "02311"          "02213"          "02322" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"         "022112"          "02313"          "02311"            "013" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>          "02312"           "0121"            "011"            "011"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>           "0241"            "011"           "0211"          "02311"         "022114" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>         "022113"         "022111"          "02322"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>          "02311"            "011"           "0211"            "011"          "02423" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>           "0121"            "011"           "0211"         "022112"          "02312" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"          "02311"          "02212"          "02312"           "0211" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>         "022111"          "02311"          "02234"          "02231"           "0211" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>            "013"           "0211"           "0122"           "0241"            "013" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>            "013"         "024223"         "022111"          "02311"           "0241" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>           "0123"          "02213"          "02311"          "02213"            "011" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>            "013"            "011"         "022111"           "0122"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>           "0123"          "02312"          "02423"           "0241"          "02312" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"            "013"            "011"            "013"            "011" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>         "022111"          "02213"         "022213"            "011"            "011" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>            "011"           "0211"            "011"            "011"            "011" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>            "011"           "0122"            "011"            "011"           "0211" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>           "0241"          "02232"            "011"         "022112"         "022112" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>           "0122"           "0241"          "02233"            "011"            "011" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"            "011"            "011"           "0241" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"           "0121"           "0123"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>           "0121"            "011"           "0211"          "02232"           "0121" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>         "022114"          "02212"         "022112"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>         "022113"          "02231"          "02232"           "0211"           "0122" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>            "011"            "011"            "013"            "011"           "0123" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"         "022112"           "0123"            "011"            "011" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>           "0123"          "02231"            "011"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>            "011"           "0123"            "011"           "0241"            "011" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>            "011"         "022112"            "011"            "011"            "011" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>           "0211"            "011"         "022112"           "0123"         "022113" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>         "022114"          "02233"            "011"            "013"           "0211" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>            "011"            "011"           "0122"            "011"         "022114" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"         "022112"            "013"           "0241"          "02423" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"           "0241"            "013"            "011"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"           "0123"          "02423"          "02313"            "011" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"           "0123"          "02231"         "022112"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>            "011"         "022111"         "022112"            "011"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>            "011"          "02231"          "02231"           "0211"          "02313" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>            "011"          "02231"          "02231"            "011"           "0121" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"            "013"           "0121"            "011"            "011" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"         "022111"         "022113"          "02312"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"            "011"         "022112"          "02213"            "011" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>            "011"            "011"          "02312"          "02312"            "011" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>           "0123"         "022111"          "02313"         "022113"            "011" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"            "011"          "02232"         "022112"         "022113" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>            "011"         "022112"         "022111"          "02423"            "011" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"         "022111"          "02311"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>            "013"         "022112"            "011"           "0241"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>            "011"           "0241"            "011"            "011"         "022113" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>         "022114"            "011"          "02233"          "02231"          "02311" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"           "0241"           "0241"            "011"         "022113" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>            "011"          "02213"          "02423"          "02313"         "022113" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>          "02313"            "011"          "02232"           "0241"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"           "0122"         "022112"            "011"            "011" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>           "0123"          "02313"            "011"          "02231"         "022113" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"           "0241"           "0122"            "013"            "011" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>           "0122"          "02232"           "0122"            "011"           "0122" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>           "0123"           "0241"           "0123"          "02311"           "0241" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>            "011"            "013"            "013"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>           "0122"            "013"         "022114"           "0123"            "011" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"           "0241"          "02233"           "0211"           "0211" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>            "011"           "0241"          "02212"            "011"            "011" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>          "02423"         "022111"            "011"          "02313"           "0123" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>          "02311"           "0122"            "011"           "0121"          "02423" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"           "0211"          "02423"          "02232"          "02423" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"            "011"            "011" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>         "022114"          "02313"          "02231"            "013"            "011" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"            "011"         "022112"            "011" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>           "0122"         "022111"            "013"            "011"           "0211" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>           "0241"            "011"            "011"          "02423"         "022112" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>          "02311"          "02313"          "02423"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"            "011"          "02231"            "011" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"           "0123"            "011"           "0123" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>            "011"            "011"            "011"         "022113"           "0213" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>            "011"            "011"          "02423"            "011"         "022112" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>          "02423"            "011"         "022112"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>          "02423"            "013"          "02311"           "0241"           "0122" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>           "0121"          "02312"         "022112"          "02231"           "0123" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"            "013"            "011"           "0211"            "011" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>            "011"          "02231"          "02313"            "011"            "011" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>            "011"          "02213"            "011"           "0122"           "0211" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"           "0122"           "0241"           "0241" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>            "013"         "022114"          "02232"           "0122"            "011" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"           "0211"           "0211"           "0241" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>            "011"           "0123"         "022112"          "02311"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>            "011"          "02231"           "0241"         "022112"            "013" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>          "02313"          "02231"           "0121"           "0211"         "022114" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>            "011"            "011"          "02232"         "022111"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>          "02313"           "0123"           "0211"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>            "011"          "02423"          "02423"         "022113"           "0123" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"          "02423"           "0122"            "011"            "011" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"            "011"            "011"            "011"            "011" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>            "013"            "011"            "011"            "011"           "0122" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>           "0241"           "0122"            "011"           "0122"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>            "013"          "02311"           "0122"            "011"          "02311" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>          "02311"            "013"            "013"           "0211"           "0241" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>            "011"            "011"          "02312"           "0241"           "0211" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>          "02312"           "0241"            "011"           "0241"           "0211" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"           "0122"           "0121"            "011"          "02423" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>          "02311"           "0241"           "0122"            "011"            "011" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>           "0211"           "0211"          "02423"           "0211"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>           "0241"            "011"           "0122"           "0122"           "0121" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>           "0241"            "011"          "02212"            "013"           "0211" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>            "013"          "02311"           "0211"           "0211"           "0122" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>          "02311"           "0211"            "011"          "02313"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>           "0211"            "011"            "013"           "0211"           "0241" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>           "0211"           "0122"            "013"           "0211"          "02312" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>           "0121"           "0211"           "0241"           "0211"            "011" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>           "0122"           "0211"           "0241"           "0241"           "0122" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>           "0211"           "0241"           "0241"            "011"          "02312" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>            "011"            "013"            "013"           "0211"            "013" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>            "011"          "02312"           "0211"           "0121"           "0121" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>           "0241"           "0241"          "02312"           "0211"            "011" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>           "0241"          "02423"           "0211"           "0211"           "0121" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>            "011"            "013"            "013"           "0122"           "0211" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>           "0122"            "011"           "0211"           "0241"           "0211" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>           "0241"           "0122"           "0211"            "013"           "0241" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>            "011"            "011"          "02312"          "02231"           "0211" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>         "022113"            "011"           "0211"          "02312"          "02312" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>           "0213"           "0241"            "011"           "0241"            "011" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>           "0211"           "0121"            "011"          "02312"           "0211" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>            "011"          "02233"            "011"           "0211"           "0211" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>           "0122"           "0121"          "02423"           "0211"          "02313" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>           "0241"            "011"            "011"           "0121"          "02312" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>           "0211"            "013"          "02312"           "0122"           "0211" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>           "0241"          "02311"            "011"          "02312"            "011" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>           "0241"            "013"          "02232"           "0121"            "011" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>          "02423"           "0211"            "011"            "011"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>           "0211"           "0122"           "0241"           "0211"           "0211" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>           "0211"          "02312"           "0241"           "0241"          "02312" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>           "0241"           "0122"           "0211"           "0122"           "0241" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>           "0211"           "0241"           "0241"            "011"           "0121" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>            "011"            "011"          "02233"           "0241"           "0211" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>          "02423"          "02423"            "011"           "0211"          "02312" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>            "011"           "0241"           "0241"           "0241"           "0122" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>           "0241"            "011"          "02312"           "0211"           "0241" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>          "02312"          "02423"            "011"            "013"           "0121" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>           "0122"            "011"           "0122"            "013"            "011" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>           "0211"            "011"           "0121"           "0122"           "0211" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>           "0211"           "0241"          "02312"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>           "0211"            "011"           "0121"           "0211"            "011" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>            "013"            "013"          "02312"           "0211"          "02312" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>           "0211"          "02312"           "0122"           "0122"           "0121" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>           "0211"            "011"           "0122"           "0121"           "0211" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>            "013"           "0241"           "0211"           "0122"           "0121" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>          "02312"           "0241"            "011"          "02312"            "013" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>           "0121"           "0241"           "0211"            "011"           "0241" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>          "02423"            "011"            "013"          "02423"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>           "0241"           "0241"           "0211"           "0241"           "0211" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>            "013"            "011"            "011"           "0241"           "0241" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>           "0121"          "02423"           "0211"           "0241"           "0241" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>           "0122"           "0211"          "02423"           "0211"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>            "011"            "013"           "0123"            "011"           "0122" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>           "0211"           "0122"            "011"           "0241"           "0241" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>           "0211"            "011"         "022113"           "0121"           "0241" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>            "011"           "0211"           "0241"           "0121"            "011" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>          "02312"            "011"            "011"           "0241"           "0123" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>          "02312"          "02312"            "011"           "0122"           "0241" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>           "0211"          "02312"            "013"           "0213"            "013" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>            "013"           "0211"           "0241"           "0211"          "02312" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>           "0241"            "011"           "0211"           "0211"           "0122" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>            "011"          "02312"            "011"           "0241"           "0211" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>          "02423"          "02312"          "02423"           "0211"           "0121" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>            "011"           "0241"           "0211"          "02423"            "011" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>            "013"          "02312"            "013"           "0122"           "0211" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>           "0122"           "0213"           "0122"           "0241"           "0241" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>           "0211"          "02423"           "0241"           "0211"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"           "0123"          "02423"           "0121"            "011" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>            "011"            "013"            "013"           "0123"            "011" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>           "0241"           "0121"          "02423"            "011"            "011" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>            "011"            "011"            "011"            "013"           "0122" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>            "011"            "011"           "0123"         "022112"           "0123" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>           "0122"            "011"           "0211"          "02313"           "0122" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>            "011"           "0121"            "011"           "0121"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>            "011"            "013"            "011"            "011"            "011" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>           "0211"            "011"           "0123"            "011"           "0121" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>            "011"         "022111"           "0211"           "0211"           "0122" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>            "013"            "011"           "0121"            "013"            "011" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"            "011"          "02233"          "02312"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>           "0121"          "02232"            "011"            "013"            "011" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>           "0241"           "0213"            "013"           "0211"           "0241" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>            "013"            "013"           "0241"            "011"            "011" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>           "0121"            "013"            "011"            "011"            "011" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>           "0211"            "011"           "0122"            "011"           "0122" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>            "011"           "0121"           "0122"            "011"            "011" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>            "011"            "011"           "0241"            "011"           "0121" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>            "011"            "011"           "0122"          "02312"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>           "0211"           "0241"           "0121"          "02232"          "02311" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>            "013"           "0123"            "013"            "011"            "013" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>          "02312"            "011"         "022111"            "011"            "011" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>            "011"           "0123"           "0122"            "013"            "013" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"           "0241"          "02213"            "011"            "011" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>            "011"           "0121"           "0122"            "011"          "02311" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>            "011"           "0122"           "0121"            "011"            "011" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>            "011"            "011"          "02311"           "0121"           "0122" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>           "0241"            "011"          "02232"           "0213"           "0122" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>            "011"           "0211"           "0123"            "011"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>           "0121"            "011"          "02233"            "011"            "011" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>            "011"          "02233"           "0121"           "0123"            "011" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>           "0211"           "0121"            "011"            "011"            "011" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>            "011"            "011"           "0211"          "02312"           "0122" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>            "011"            "011"            "011"            "011"            "011" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>            "013"            "013"            "011"          "02312"            "011" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>            "013"           "0121"           "0211"            "013"          "02311" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>          "02312"            "011"          "02312"            "011"            "011" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>            "011"           "0121"           "0122"           "0122"            "011" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>            "011"            "011"           "0122"           "0121"            "013" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>           "0211"            "011"            "011"            "011"         "022112" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>           "0123"           "0121"           "0241"           "0211"           "0121" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>            "011"            "011"            "013"           "0121"            "011" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>            "011"            "011"           "0121"           "0241"           "0241" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"           "0241"            "011"            "011"           "0121" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>            "011"           "0121"            "011"            "011"          "02423" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>            "011"            "011"           "0211"            "011"           "0241" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>            "011"            "013"            "011"           "0123"           "0241" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>         "022113"           "0211"         "022113"           "0121"           "0121" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>            "013"           "0123"           "0121"           "0121"            "011" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>            "013"            "011"           "0122"            "013"           "0211" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>            "011"            "011"           "0121"            "013"            "011" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"           "0121"            "013"            "011"           "0241" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>            "011"           "0121"            "013"          "02423"           "0212" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>           "0121"           "0121"            "011"            "011"          "02312" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>            "013"            "013"           "0122"            "013"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>           "0121"           "0123"            "011"            "011"            "011" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>          "02423"            "011"          "02234"          "02312"           "0123" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>            "011"            "013"            "011"           "0241"            "011" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>            "011"           "0122"          "02311"           "0121"           "0123" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>            "013"          "02232"            "013"           "0122"            "013" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"            "013"            "011"            "013"            "011" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>            "011"         "022111"           "0121"           "0121"            "011" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>           "0241"            "011"            "011"            "013"         "022113" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>            "013"            "011"           "0121"           "0241"            "011" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>           "0211"           "0121"           "0121"           "0211"            "011" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>           "0211"            "011"          "02232"            "013"           "0121" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>            "011"            "011"            "013"           "0121"            "011" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>            "011"            "011"           "0121"           "0211"            "011" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>           "0123"            "011"            "011"           "0123"         "022111" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>            "011"            "013"           "0123"          "02233"           "0211" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>            "011"            "011"           "0213"          "02312"            "011" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>           "0241"           "0121"            "011"            "011"            "011" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>            "013"           "0122"           "0123"            "013"           "0241" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"            "011"            "011"           "0122"            "013" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>          "02312"            "011"            "011"            "011"            "013" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>            "013"           "0212"           "0212"            "011"           "0212" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>           "0212"           "0212"           "0212"           "0212"           "0213" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>           "0121"          "02212"           "0212"           "0212"           "0212" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>           "0212"            "011"            "011"            "011"            "011" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>            "011"            "011"            "011"           "0212"            "011" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>            "011"            "011"            "011"         "022222"           "0212" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>            "011"           "0212"            "011"           "0212"           "0212" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>           "0212"            "011"           "0212"            "011"          "02433" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>           "0212"           "0212"           "0212"           "0212"         "022222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>            "011"            "011"           "0212"           "0212"            "011" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>            "011"           "0212"         "022222"           "0212"         "022222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>            "011"           "0212"            "011"            "011"            "011" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>            "011"           "0212"            "011"            "011"            "011" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>           "0212"           "0212"           "0212"            "011"            "011" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>           "0212"           "0241"           "0212"            "011"           "0212" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>           "0212"           "0212"           "0212"          "02433"           "0212" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>            "011"           "0212"           "0212"            "011"            "011" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>           "0212"            "011"           "0212"           "0212"           "0212" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>          "02322"           "0212"            "011"            "011"            "011" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>           "0212"           "0212"           "0212"         "022222"            "011" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>            "011"           "0212"          "02433"           "0213"           "0212" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>           "0213"            "011"           "0212"            "011"            "011" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>           "0213"           "0121"           "0212"           "0212"           "0212" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>           "0213"           "0212"         "022222"            "011"           "0212" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>           "0212"           "0213"           "0212"           "0212"           "0212" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>            "011"           "0212"           "0212"           "0212"            "011" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>           "0213"           "0212"           "0213"           "0212"            "011" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>            "011"            "011"           "0212"           "0213"            "011" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>           "0213"            "011"           "0122"            "011"           "0213" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>            "011"            "011"           "0212"           "0213"           "0212" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>            "011"           "0212"           "0212"            "011"           "0213" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>           "0212"            "011"           "0212"           "0212"           "0211" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>            "011"          "02212"           "0212"            "011"           "0212" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>            "013"           "0212"           "0212"            "011"            "011" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>           "0212"           "0212"            "011"           "0212"            "011" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>           "0213"            "011"            "011"           "0213"           "0212" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>            "011"           "0212"         "022222"           "0212"            "011" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>            "011"          "02433"            "011"           "0213"            "011" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>           "0212"           "0212"            "011"          "02433"          "02433" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>         "022222"            "011"           "0212"            "011"            "011" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>            "011"           "0212"            "011"           "0212"         "024223" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>            "011"            "011"            "011"            "011"            "013" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>            "011"            "011"           "0212"           "0212"           "0212" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>           "0211"            "013"            "011"          "02433"            "011" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>          "02433"           "0213"          "02433"           "0212"           "0212" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>           "0212"            "011"            "011"            "011"            "011" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>            "011"           "0212"           "0213"           "0212"           "0121" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>           "0212"           "0212"            "011"            "011"           "0212" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>           "0212"          "02433"           "0212"           "0212"            "011" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>         "022222"            "011"           "0212"           "0213"          "02433" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>            "011"          "02433"            "011"            "011"           "0212" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>            "011"            "011"            "011"           "0212"         "022222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>            "011"           "0213"            "011"           "0121"          "02421" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>            "011"           "0212"            "011"           "0212"           "0212" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>            "013"           "0212"           "0212"            "011"            "011" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>           "0212"            "011"           "0212"            "011"          "02433" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>           "0212"           "0212"            "011"           "0212"            "011" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>            "011"            "011"           "0212"            "011"         "022222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>           "0212"            "011"            "011"            "011"           "0212" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>           "0212"         "022222"            "011"           "0212"            "011" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>            "011"           "0212"           "0212"            "011"            "011" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>          "02433"           "0212"           "0212"           "0212"            "011" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>           "0241"           "0212"           "0212"           "0212"            "011" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>           "0212"           "0121"           "0212"           "0212"            "013" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>            "011"            "011"           "0212"            "011"            "011" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>            "011"          "02433"           "0212"         "024223"            "011" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>           "0212"           "0211"           "0213"           "0212"            "011" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>            "011"           "0212"         "022222"           "0212"            "011" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>           "0212"           "0212"           "0212"            "011"           "0121" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>            "011"            "011"            "011"           "0212"          "02433" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>            "011"            "011"           "0212"            "011"            "011" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>            "011"           "0212"           "0212"           "0212"            "011" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>           "0212"           "0213"           "0212"            "011"           "0213" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>           "0212"            "011"           "0212"            "011"            "011" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>           "0213"          "02433"           "0212"           "0212"           "0212" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>         "022221"          "02432"            "011"           "0121"         "024221" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>         "024222"            "011"           "0211"           "0211"           "0211" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>          "02432"            "011"            "011"          "02223"         "022213" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>         "022221"          "02223"         "022211"         "024222"         "024221" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>          "02432"            "011"          "02431"         "022212"          "02432" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>          "02432"         "022223"          "02432"            "011"            "011" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>         "022211"         "024221"          "02421"          "02421"            "011" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>         "022224"            "011"            "011"            "011"          "02313" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>         "024221"            "011"          "02223"          "02431"          "02432" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>          "02432"           "0211"            "011"          "02432"           "0211" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>         "022221"         "022212"           "0211"            "011"            "013" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>         "022213"          "02431"            "011"          "02432"         "022211" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>         "022213"          "02432"         "022224"         "022213"           "0241" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>           "0241"           "0211"          "02432"            "011"           "0211" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>            "011"         "024222"          "02431"            "011"          "02421" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>            "011"            "013"          "02421"          "02432"          "02313" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>            "011"          "02432"          "02223"            "011"            "011" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>            "011"            "011"         "022223"            "011"         "022212" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>          "02431"          "02213"         "022221"          "02421"          "02432" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>          "02431"          "02421"          "02432"         "024221"          "02431" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>         "022213"          "02223"           "0211"          "02421"            "013" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>          "02431"          "02431"           "0211"          "02431"          "02313" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>            "011"         "024222"          "02421"          "02421"            "011" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>          "02431"            "011"         "024221"         "024221"         "022224" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>          "02421"          "02432"          "02432"          "02421"         "022213" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>            "013"          "02421"           "0213"          "02421"         "022223" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>            "013"         "022213"            "011"          "02223"            "011" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>          "02431"          "02421"         "022211"          "02421"           "0211" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>         "022212"          "02421"         "024222"         "022213"          "02432" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>         "022213"          "02431"           "0211"         "022211"         "024221" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>          "02432"         "022212"         "022211"           "0211"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>           "0211"           "0213"           "0211"            "011"            "011" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"         "024221"            "011"         "024221"            "011" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>           "0211"          "02421"         "022224"         "024222"          "02421" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>           "0211"         "022211"          "02421"         "022211"         "022224" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>            "011"         "024221"          "02421"          "02431"          "02432" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>         "022223"            "011"          "02421"          "02421"            "011" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>         "022221"         "022211"         "024221"            "011"            "013" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>          "02432"          "02432"            "011"          "02421"          "02421" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>          "02431"          "02432"           "0211"            "011"         "022212" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>         "022224"          "02421"         "022213"            "011"          "02433" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>          "02431"          "02432"         "024221"          "02431"          "02431" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>          "02432"         "022223"         "022211"            "011"           "0241" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>         "024221"           "0123"         "022212"         "022211"            "011" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>         "024222"            "013"         "022221"          "02223"            "011" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"          "02421"           "0211"          "02421"         "022224" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>         "024221"          "02421"          "02421"          "02421"           "0211" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>         "022212"         "022213"           "0211"          "02421"            "011" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>           "0211"          "02213"          "02421"          "02432"          "02312" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>         "022211"            "011"           "0213"         "022221"         "022212" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>         "022213"          "02433"          "02432"            "011"          "02432" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>           "0211"            "011"           "0211"         "022223"            "011" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>         "022221"           "0213"         "022221"            "011"         "022211" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>           "0211"          "02431"          "02421"            "011"         "022223" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>            "011"            "011"          "02223"         "022212"            "011" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"            "011"            "011"         "022224"          "02421" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>         "022221"          "02431"          "02431"          "02421"         "022212" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"         "022212"          "02431"         "022223" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>          "02431"          "02223"          "02432"            "011"         "022213" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>            "011"          "02432"          "02431"         "024221"           "0211" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>         "022212"          "02421"            "011"           "0211"         "022213" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>         "022211"         "022212"          "02432"            "011"         "022221" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>          "02431"            "013"         "022213"          "02312"         "024222" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>         "022223"          "02223"            "011"           "0211"         "024221" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>          "02431"           "0211"          "02432"          "02431"         "024222" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>          "02432"          "02431"         "022213"         "024222"          "02432" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>         "022213"         "022221"            "011"            "011"         "022211" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>         "022224"            "013"           "0241"          "02421"           "0211" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>         "024222"         "022211"          "02431"          "02421"            "013" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"         "024221"          "02421"          "02431"         "022213" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>            "011"            "011"           "0241"         "022212"            "011" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>          "02432"            "011"         "022212"            "011"         "024221" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>         "022223"         "022212"         "022224"            "011"         "022221" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>            "011"            "011"            "011"            "011"            "011" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>          "02421"         "022211"          "02431"          "02421"          "02432" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>            "011"           "0211"         "024222"         "022221"           "0211" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"           "0211"            "011"         "022212"         "022212" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>         "024222"            "011"            "011"            "011"         "024221" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>            "013"         "022213"          "02432"            "011"            "011" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"         "022224"         "022221"          "02432"          "02432" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>          "02432"            "011"           "0211"         "022221"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>           "0211"            "011"            "011"          "02312"          "02432" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>            "011"         "022212"          "02431"            "011"         "022223" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>         "022223"            "011"         "022211"         "024221"           "0211" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>         "022211"         "022213"         "022213"            "011"         "022212" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>            "013"            "011"            "011"            "011"          "02313" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>          "02421"          "02312"           "0213"          "02313"          "02431" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>          "02421"           "0211"         "022224"            "011"         "024221" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>         "022212"         "024221"          "02431"         "022223"           "0211" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>         "022212"            "013"         "022212"           "0241"           "0213" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>           "0123"         "022223"         "022223"          "02431"            "011" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>            "011"          "02432"          "02431"         "022221"           "0122" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>          "02432"          "02312"           "0122"           "0211"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>          "02421"            "011"            "013"          "02431"         "022213" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>            "011"          "02432"            "011"          "02431"          "02432" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>          "02431"            "011"         "024221"            "011"            "011" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>          "02421"            "011"         "024221"          "02421"            "011" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>          "02421"            "011"          "02431"            "011"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>          "02431"         "022212"          "02421"           "0211"          "02431" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>         "022213"           "0211"           "0123"         "024221"         "022213" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>         "022211"            "011"         "022221"         "022221"            "011" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>         "022213"         "022213"           "0211"          "02223"         "022223" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>          "02421"          "02421"           "0211"          "02431"           "0211" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>            "011"           "0211"          "02223"            "011"          "02431" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>         "022213"         "024222"            "011"         "024221"          "02431" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>         "022211"         "022221"          "02432"         "022213"         "024222" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>         "022213"          "02431"          "02213"           "0211"           "0213" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>            "011"          "02223"         "022221"          "02431"         "022221" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>            "011"          "02431"         "022224"         "022213"           "0123" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>         "022224"            "011"          "02432"          "02431"            "013" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>            "011"          "02213"         "022221"           "0211"          "02421" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>            "013"          "02432"          "02431"            "013"         "022213" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"          "02431"          "02432"            "011" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"            "011"          "02431"            "011"         "022213" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>         "022211"            "011"            "011"            "011"         "022211" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>            "011"         "022221"          "02421"          "02213"         "022211" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>          "02432"            "011"           "0121"            "011"          "02312" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>          "02432"          "02431"         "022221"         "024222"          "02431" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>          "02431"          "02212"         "024221"            "011"          "02312" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>         "022223"         "024221"            "011"          "02431"         "022223" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>         "024222"            "011"          "02432"         "022211"            "011" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>          "02421"         "022213"          "02431"           "0213"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>            "011"          "02431"           "0121"          "02431"         "022223" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>         "024222"            "013"         "022224"          "02432"         "022212" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>         "022224"          "02312"          "02432"           "0211"            "011" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>         "022223"          "02432"          "02431"         "022213"         "024221" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>            "011"         "022211"            "011"           "0211"         "022212" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>         "022211"            "011"         "024221"           "0211"         "024222" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>           "0211"            "011"          "02213"            "011"         "022211" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>           "0211"          "02421"          "02431"          "02223"            "011" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>          "02432"         "022212"            "011"         "022211"           "0211" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>         "022221"         "022221"            "011"         "024221"            "011" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>          "02421"          "02432"         "024221"         "022212"         "024222" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>         "022213"            "011"            "011"            "011"          "02421" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>           "0211"          "02432"         "022211"         "022221"          "02431" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>         "022221"         "022211"          "02431"         "024222"           "0121" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>         "022212"           "0211"           "0241"         "022221"            "011" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>           "0122"          "02421"            "011"          "02421"           "0241" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>         "024222"           "0211"          "02223"         "022211"            "011" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>         "024222"         "022212"         "022213"         "022224"            "011" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>          "02431"          "02431"          "02432"           "0211"         "022221" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>         "022221"         "022221"         "022211"          "02431"          "02432" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>         "022224"         "022212"          "02432"          "02432"         "022221" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>          "02421"            "011"          "02421"           "0211"          "02421" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>         "022212"           "0211"            "011"           "0123"         "022211" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>            "011"            "011"            "013"         "022223"         "022221" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>          "02431"          "02432"         "022212"          "02421"          "02421" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>         "022212"          "02431"          "02421"          "02313"            "011" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>         "022212"         "022211"            "011"         "024222"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>          "02431"           "0211"           "0211"         "024222"            "011" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>            "011"         "024221"         "022211"            "011"            "011" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>          "02432"          "02312"         "024221"          "02223"            "013" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"          "02431"         "024222"            "011"          "02432" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>         "024221"          "02432"            "011"          "02432"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1619))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>            "011"            "011"            "011"            "011"            "013" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>           "0121"           "0212"           "0212"          "02212"          "02324" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>           "0212"          "02322"          "02322"          "02321"          "02323" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"           "0241"           "0122"           "0212" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>            "011"            "011"            "011"           "0212"           "0241" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>          "02322"          "02321"           "0213"          "02212"            "011" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>          "02321"            "011"            "011"          "02321"           "0241" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>            "011"          "02212"          "02324"          "02322"           "0233" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>           "0212"           "0122"          "02323"           "0212"           "0241" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>            "011"          "02321"          "02323"          "02212"            "011" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>           "0233"          "02321"          "02323"           "0233"           "0241" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>           "0233"          "02323"          "02323"          "02322"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>          "02422"            "013"            "013"            "011"            "011" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>           "0212"          "02321"            "013"           "0212"          "02322" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>          "02322"           "0233"            "011"          "02324"           "0241" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>            "013"           "0233"           "0212"           "0241"           "0233" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>          "02324"            "011"            "011"          "02324"           "0212" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>            "011"           "0241"            "011"           "0233"           "0211" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>            "011"          "02322"            "011"          "02323"            "013" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>           "0212"            "011"          "02321"            "011"            "013" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>          "02324"          "02321"            "011"          "02324"          "02321" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"          "02321"          "02212"           "0211"            "011" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>           "0212"          "02321"           "0241"            "011"           "0241" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>            "011"           "0212"           "0233"            "011"            "011" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>          "02322"           "0212"            "011"          "02321"            "011" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>            "011"          "02324"          "02323"          "02324"            "011" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"            "011"           "0212"           "0241"          "02321" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>            "011"          "02321"            "013"            "011"            "011" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"           "0241"           "0122"            "011"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>           "0233"           "0233"          "02212"          "02311"            "011" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>          "02322"           "0212"          "02212"            "011"           "0212" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>           "0233"           "0212"            "011"          "02324"           "0212" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>            "013"          "02321"            "011"          "02324"           "0212" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>          "02324"            "011"            "011"           "0211"          "02323" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>           "0212"          "02321"           "0233"           "0241"          "02323" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>           "0233"           "0233"          "02321"           "0233"          "02324" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>            "011"           "0212"            "011"           "0212"          "02324" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>          "02321"          "02323"           "0233"          "02322"           "0233" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>           "0241"          "02212"            "011"          "02322"          "02321" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>            "013"           "0241"          "02321"            "011"           "0241" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>          "02321"           "0121"            "011"          "02321"           "0212" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>          "02322"           "0233"            "011"           "0212"            "013" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>          "02322"          "02322"           "0233"           "0212"           "0211" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>            "011"           "0233"          "02321"           "0233"           "0211" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>          "02323"            "011"            "013"           "0211"            "011" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>            "011"            "011"           "0233"           "0212"          "02324" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>          "02322"           "0212"          "02323"            "013"          "02322" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>           "0212"           "0212"          "02212"          "02322"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>          "02323"          "02321"          "02422"           "0212"          "02323" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>           "0211"           "0212"          "02321"           "0212"          "02322" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>           "0233"           "0122"            "011"           "0212"            "011" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>            "011"            "011"          "02321"          "02422"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>            "011"           "0122"           "0233"          "02321"          "02321" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>           "0241"           "0233"           "0212"            "013"          "02323" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>          "02321"          "02323"          "02322"            "011"          "02324" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>           "0233"           "0211"           "0212"           "0241"          "02422" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>            "011"          "02322"            "011"            "011"          "02323" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>          "02323"           "0122"           "0233"           "0233"           "0233" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>            "011"           "0212"          "02322"            "011"          "02322" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"            "011"           "0241"          "02323"            "011" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>            "011"           "0121"            "011"            "011"          "02323" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>            "011"          "02323"           "0233"            "011"          "02323" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>           "0212"          "02322"          "02322"           "0233"            "011" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>          "02321"            "013"           "0233"          "02323"           "0212" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>           "0122"           "0212"          "02212"          "02212"          "02322" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>          "02323"           "0233"            "011"          "02323"         "022222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>          "02321"           "0212"          "02323"          "02321"          "02322" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>           "0122"          "02321"          "02322"            "011"          "02321" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>          "02322"          "02324"           "0212"          "02322"          "02422" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>           "0241"           "0211"            "013"          "02323"          "02321" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>           "0241"          "02321"            "011"            "011"          "02322" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>          "02321"           "0212"          "02324"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"          "02322"          "02324"          "02212"            "013" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>            "011"            "013"            "011"          "02324"            "013" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>            "013"           "0241"          "02324"            "011"            "011" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>           "0212"            "013"            "011"            "011"           "0233" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"          "02322"          "02321"           "0212" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>           "0123"            "011"          "02212"            "011"          "02323" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>            "011"           "0241"          "02311"           "0211"          "02322" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>           "0212"          "02324"            "011"          "02324"           "0241" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>            "011"          "02322"          "02322"            "011"           "0233" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>           "0233"            "011"            "011"           "0241"           "0233" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>          "02321"          "02212"            "011"            "011"           "0233" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"           "0233"           "0233"          "02324"            "011" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>            "011"           "0121"          "02324"           "0233"          "02321" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>            "011"           "0211"            "011"          "02322"            "011" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>          "02324"          "02323"          "02324"           "0233"           "0122" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>            "013"          "02322"          "02212"           "0211"          "02323" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>           "0212"            "013"           "0213"            "011"          "02323" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>           "0233"          "02423"          "02321"           "0211"           "0212" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>           "0241"          "02323"           "0211"          "02324"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>          "02324"            "011"            "011"           "0121"          "02321" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>           "0241"          "02321"            "011"            "011"            "013" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>            "011"            "011"           "0213"          "02212"           "0233" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>          "02422"            "011"            "011"          "02324"          "02422" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>          "02323"            "011"           "0212"           "0212"         "022222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>          "02322"           "0241"            "011"            "011"            "011" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>            "011"          "02321"          "02322"            "011"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>           "0233"          "02322"           "0212"           "0212"            "011" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>            "011"            "011"           "0122"          "02422"            "013" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>           "0233"            "011"            "011"            "011"          "02324" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>          "02321"           "0122"            "011"            "011"            "011" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>           "0121"            "011"          "02212"          "02433"            "011" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>          "02321"            "013"          "02323"            "011"          "02322" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>          "02422"            "011"            "011"          "02322"            "011" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>            "011"          "02323"          "02212"          "02323"          "02324" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>            "011"           "0233"          "02324"          "02323"           "0233" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>            "011"           "0241"            "011"          "02324"            "011" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>          "02323"          "02321"          "02323"          "02323"            "013" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>          "02322"            "011"           "0241"          "02323"           "0233" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>           "0233"           "0233"            "011"            "011"          "02322" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>          "02323"          "02212"           "0233"           "0212"            "013" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>          "02321"           "0241"           "0241"           "0233"          "02321" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>          "02422"          "02322"            "011"          "02321"            "011" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>           "0211"           "0121"          "02321"            "011"          "02423" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>            "011"            "011"          "02311"           "0233"          "02321" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>           "0212"            "011"           "0212"           "0212"          "02323" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>           "0233"          "02321"           "0211"            "013"          "02322" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"          "02323"            "013"          "02321"           "0122" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>           "0241"           "0233"            "011"           "0233"          "02321" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>           "0241"           "0233"            "013"          "02322"          "02321" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"            "011"           "0233"            "011"          "02322" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>          "02322"            "011"          "02324"            "011"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>           "0122"           "0213"          "02323"           "0233"           "0233" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>           "0121"          "02323"          "02321"          "02324"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>            "011"            "011"            "011"            "011"          "02422" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>            "011"           "0233"          "02321"            "011"           "0233" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>            "011"            "011"            "013"          "02324"          "02321" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>            "011"          "02422"           "0211"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>           "0233"           "0233"            "011"           "0211"          "02321" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>            "011"          "02322"          "02321"           "0233"          "02324" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"           "0212"            "011"           "0241"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>            "011"           "0233"            "011"          "02423"            "013" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>            "011"            "013"          "02323"            "011"          "02321" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>            "011"          "02212"            "011"           "0241"            "011" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>          "02323"          "02322"          "02313"           "0212"           "0212" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"          "02324"            "011"          "02321"           "0212" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>            "013"            "013"          "02322"           "0233"          "02323" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>          "02324"           "0233"           "0233"            "011"           "0233" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>          "02321"          "02422"           "0122"           "0211"          "02324" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>           "0213"           "0212"          "02321"            "013"          "02321" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>           "0241"            "011"           "0233"          "02324"          "02322" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>           "0233"          "02212"           "0233"           "0233"          "02422" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>           "0241"            "011"          "02322"            "011"          "02322" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>          "02324"          "02422"          "02212"            "013"          "02322" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>          "02322"          "02324"            "011"          "02322"          "02323" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"            "011"          "02322"           "0233"           "0121" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>            "011"           "0212"            "013"            "011"          "02324" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>            "013"          "02324"          "02422"          "02422"            "011" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>          "02423"           "0123"            "011"          "02212"          "02323" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>           "0212"            "013"          "02321"           "0121"           "0212" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>          "02322"          "02321"           "0233"          "02321"          "02321" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>          "02321"          "02212"          "02323"          "02212"          "02321" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>          "02324"            "011"            "011"           "0121"           "0212" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>          "02321"          "02321"           "0212"           "0212"            "011" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>           "0212"           "0212"           "0212"           "0212"           "0212" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>           "0212"          "02422"            "011"            "011"           "0121" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>           "0212"           "0212"            "013"          "02321"         "022114" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"            "011"           "0213"            "011"          "02323" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>           "0213"            "013"          "02323"           "0121"           "0212" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>           "0212"          "02234"          "02321"            "013"           "0212" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>            "011"            "011"          "02321"           "0212"          "02321" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>          "02321"            "011"           "0121"            "011"          "02423" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>          "02321"          "02321"          "02321"           "0212"            "011" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>          "02321"          "02323"          "02321"          "02212"           "0212" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>           "0121"            "011"           "0212"           "0212"           "0212" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>            "011"            "013"            "011"            "011"           "0122" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>            "011"            "011"           "0213"            "013"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>            "011"         "022112"          "02312"           "0211"          "02311" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"         "022111"          "02233"           "0211"         "022111" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>         "022111"            "011"           "0211"           "0211"          "02312" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>            "013"           "0211"         "022111"          "02311"            "011" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>          "02311"          "02311"           "0122"            "013"          "02311" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>           "0211"         "022111"          "02312"           "0211"           "0123" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>           "0241"            "011"         "022111"          "02322"          "02322" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"          "02423"         "022111"           "0241"           "0211" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>           "0211"            "013"           "0241"          "02311"           "0241" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"         "022113"          "02232"            "013"          "02312" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>            "011"           "0211"           "0122"            "013"         "022111" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>            "011"         "022112"            "011"           "0211"           "0211" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"         "022111"            "011"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>          "02312"           "0122"          "02312"          "02232"            "011" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>            "011"            "011"         "022111"           "0121"           "0241" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>            "011"            "011"         "022111"          "02312"          "02312" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>           "0211"           "0211"         "022111"          "02311"           "0241" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>            "011"          "02311"          "02213"         "022113"            "011" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>         "022111"          "02213"          "02311"         "022111"            "011" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"           "0213"           "0211"           "0121"           "0241" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>            "011"           "0121"          "02312"            "013"          "02311" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>          "02311"          "02312"            "013"           "0211"           "0211" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>            "011"           "0211"         "022111"           "0211"           "0211" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>            "011"          "02213"            "011"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>            "011"           "0213"           "0211"            "011"            "013" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>            "011"          "02311"          "02213"           "0211"           "0123" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>           "0211"           "0123"           "0211"          "02311"           "0123" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>          "02311"          "02213"          "02231"           "0241"            "011" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>          "02311"           "0241"           "0241"           "0122"           "0211" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>           "0211"         "022111"          "02212"          "02312"         "022222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>          "02312"          "02213"          "02213"          "02231"           "0122" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"         "022114"           "0211"            "011"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>         "022111"         "022111"          "02233"           "0213"           "0241" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>         "022111"            "011"          "02231"          "02311"           "0213" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>            "011"            "011"            "011"          "02311"          "02312" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>            "011"          "02232"           "0211"           "0211"          "02312" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>          "02311"          "02312"          "02233"          "02312"            "011" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>           "0241"            "011"          "02312"          "02312"           "0241" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"          "02311"          "02312"           "0122"         "022112" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>            "011"            "011"           "0123"            "011"          "02312" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>           "0121"            "011"           "0241"           "0211"          "02322" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>            "013"          "02232"           "0123"          "02311"           "0241" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>            "011"         "022114"          "02233"           "0241"           "0121" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>            "013"           "0211"           "0241"            "011"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>           "0211"          "02313"          "02312"            "011"         "022114" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>          "02311"           "0123"            "011"           "0211"         "022114" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"           "0123"          "02232"          "02311"         "022114" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>           "0211"          "02213"          "02232"          "02311"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"           "0122"           "0211"         "022112"         "022112" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>          "02311"          "02213"         "022114"            "011"            "011" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>          "02311"          "02312"            "011"         "022111"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"          "02311"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>         "022113"          "02213"          "02213"            "011"            "011" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>         "022112"          "02422"           "0211"            "011"           "0122" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>           "0121"           "0122"          "02311"          "02311"            "011" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>            "011"         "022114"           "0241"           "0211"            "011" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"            "011"          "02233"         "022111"           "0211" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"            "011"           "0211"         "022113" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>         "022111"          "02313"            "011"           "0241"           "0122" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>           "0211"           "0122"          "02311"          "02213"          "02322" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"         "022112"          "02313"          "02311"            "013" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>          "02312"           "0121"            "011"            "011"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>           "0241"            "011"           "0211"          "02311"         "022114" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>         "022113"         "022111"          "02322"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>          "02311"            "011"           "0211"            "011"          "02423" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>           "0121"            "011"           "0211"         "022112"          "02312" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"          "02311"          "02212"          "02312"           "0211" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>         "022111"          "02311"          "02234"          "02231"           "0211" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>            "013"           "0211"           "0122"           "0241"            "013" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>            "013"          "02422"         "022111"          "02311"           "0241" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>           "0123"          "02213"          "02311"          "02213"            "011" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>            "013"            "011"         "022111"           "0122"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>           "0123"          "02312"          "02423"           "0241"          "02312" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"            "013"            "011"            "013"            "011" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>         "022111"          "02213"         "022213"            "011"            "011" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>            "011"           "0211"            "011"            "011"            "011" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>            "011"           "0122"            "011"            "011"           "0211" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>           "0241"          "02232"            "011"         "022112"         "022112" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>           "0122"           "0241"          "02233"            "011"            "011" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"            "011"            "011"           "0241" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"           "0121"           "0123"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>           "0121"            "011"           "0211"          "02232"           "0121" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>         "022114"          "02212"         "022112"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>         "022113"          "02231"          "02232"           "0211"           "0122" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>            "011"            "011"            "013"            "011"           "0123" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"         "022112"           "0123"            "011"            "011" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>           "0123"          "02231"            "011"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>            "011"           "0123"            "011"           "0241"            "011" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>            "011"         "022112"            "011"            "011"            "011" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>           "0211"            "011"         "022112"           "0123"         "022113" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>         "022114"          "02233"            "011"            "013"           "0211" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>            "011"            "011"           "0122"            "011"         "022114" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"         "022112"            "013"           "0241"          "02423" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"           "0241"            "013"            "011"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"           "0123"          "02423"          "02313"            "011" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"           "0123"          "02231"         "022112"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>            "011"         "022111"         "022112"            "011"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>            "011"          "02231"          "02231"           "0211"          "02313" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>            "011"          "02231"          "02231"            "011"           "0121" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"            "013"           "0121"            "011"            "011" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"         "022111"         "022113"          "02312"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"            "011"         "022112"          "02213"            "011" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>            "011"            "011"          "02312"          "02312"            "011" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>           "0123"         "022111"          "02313"         "022113"            "011" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"            "011"          "02232"         "022112"         "022113" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>            "011"         "022112"         "022111"          "02423"            "011" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"         "022111"          "02311"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>            "013"         "022112"            "011"           "0241"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>            "011"           "0241"            "011"            "011"         "022113" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>         "022114"            "011"          "02233"          "02231"          "02311" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"           "0241"           "0241"            "011"         "022113" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>            "011"          "02213"          "02423"          "02313"         "022113" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>          "02313"            "011"          "02232"           "0241"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"           "0122"         "022112"            "011"            "011" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>           "0123"          "02313"            "011"          "02231"         "022113" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"           "0241"           "0122"            "013"            "011" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>           "0122"          "02232"           "0122"            "011"           "0122" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>           "0123"           "0241"           "0123"          "02311"           "0241" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>            "011"            "013"            "013"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>           "0122"            "013"         "022114"           "0123"            "011" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"           "0241"          "02233"           "0211"           "0211" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>            "011"           "0241"          "02212"            "011"            "011" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>          "02423"         "022111"            "011"          "02313"           "0123" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>          "02311"           "0122"            "011"           "0121"          "02423" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"           "0211"          "02423"          "02232"          "02423" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"            "011"            "011" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>         "022114"          "02313"          "02231"            "013"            "011" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"            "011"         "022112"            "011" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>           "0122"         "022111"            "013"            "011"           "0211" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>           "0241"            "011"            "011"          "02423"         "022112" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>          "02311"          "02313"          "02423"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"            "011"          "02231"            "011" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"           "0123"            "011"           "0123" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>            "011"            "011"            "011"         "022113"           "0213" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>            "011"            "011"          "02423"            "011"         "022112" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>          "02423"            "011"         "022112"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>          "02423"            "013"          "02311"           "0241"           "0122" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>           "0121"          "02312"         "022112"          "02231"           "0123" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"            "013"            "011"           "0211"            "011" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>            "011"          "02231"          "02313"            "011"            "011" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>            "011"          "02213"            "011"           "0122"           "0211" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"           "0122"           "0241"           "0241" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>            "013"         "022114"          "02232"           "0122"            "011" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"           "0211"           "0211"           "0241" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>            "011"           "0123"         "022112"          "02311"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>            "011"          "02231"           "0241"         "022112"            "013" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>          "02313"          "02231"           "0121"           "0211"         "022114" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>            "011"            "011"          "02232"         "022111"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>          "02313"           "0123"           "0211"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>            "011"          "02423"          "02423"         "022113"           "0123" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"          "02423"           "0122"            "011"            "011" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"            "011"            "011"            "011"            "011" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>            "013"            "011"            "011"            "011"           "0122" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>           "0241"           "0122"            "011"           "0122"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>            "013"          "02311"           "0122"            "011"          "02311" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>          "02311"            "013"            "013"           "0211"           "0241" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>            "011"            "011"          "02312"           "0241"           "0211" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>          "02312"           "0241"            "011"           "0241"           "0211" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"           "0122"           "0121"            "011"          "02423" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>          "02311"           "0241"           "0122"            "011"            "011" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>           "0211"           "0211"          "02423"           "0211"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>           "0241"            "011"           "0122"           "0122"           "0121" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>           "0241"            "011"          "02212"            "013"           "0211" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>            "013"          "02311"           "0211"           "0211"           "0122" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>          "02311"           "0211"            "011"          "02313"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>           "0211"            "011"            "013"           "0211"           "0241" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>           "0211"           "0122"            "013"           "0211"          "02312" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>           "0121"           "0211"           "0241"           "0211"            "011" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>           "0122"           "0211"           "0241"           "0241"           "0122" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>           "0211"           "0241"           "0241"            "011"          "02312" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>            "011"            "013"            "013"           "0211"            "013" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>            "011"          "02312"           "0211"           "0121"           "0121" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>           "0241"           "0241"          "02312"           "0211"            "011" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>           "0241"          "02423"           "0211"           "0211"           "0121" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>            "011"            "013"            "013"           "0122"           "0211" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>           "0122"            "011"           "0211"           "0241"           "0211" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>           "0241"           "0122"           "0211"            "013"           "0241" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>            "011"            "011"          "02312"          "02231"           "0211" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>         "022113"            "011"           "0211"          "02312"          "02312" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>           "0213"           "0241"            "011"           "0241"            "011" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>           "0211"           "0121"            "011"          "02312"           "0211" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>            "011"          "02233"            "011"           "0211"           "0211" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>           "0122"           "0121"          "02423"           "0211"          "02313" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>           "0241"            "011"            "011"           "0121"          "02312" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>           "0211"            "013"          "02312"           "0122"           "0211" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>           "0241"          "02311"            "011"          "02312"            "011" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>           "0241"            "013"          "02232"           "0121"            "011" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>          "02423"           "0211"            "011"            "011"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>           "0211"           "0122"           "0241"           "0211"           "0211" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>           "0211"          "02312"           "0241"           "0241"          "02312" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>           "0241"           "0122"           "0211"           "0122"           "0241" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>           "0211"           "0241"           "0241"            "011"           "0121" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>            "011"            "011"          "02233"           "0241"           "0211" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>          "02423"          "02423"            "011"           "0211"          "02312" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>            "011"           "0241"           "0241"           "0241"           "0122" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>           "0241"            "011"          "02312"           "0211"           "0241" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>          "02312"          "02423"            "011"            "013"           "0121" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>           "0122"            "011"           "0122"            "013"            "011" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>           "0211"            "011"           "0121"           "0122"           "0211" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>           "0211"           "0241"          "02312"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>           "0211"            "011"           "0121"           "0211"            "011" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>            "013"            "013"          "02312"           "0211"          "02312" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>           "0211"          "02312"           "0122"           "0122"           "0121" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>           "0211"            "011"           "0122"           "0121"           "0211" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>            "013"           "0241"           "0211"           "0122"           "0121" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>          "02312"           "0241"            "011"          "02312"            "013" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>           "0121"           "0241"           "0211"            "011"           "0241" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>          "02423"            "011"            "013"          "02423"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>           "0241"           "0241"           "0211"           "0241"           "0211" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>            "013"            "011"            "011"           "0241"           "0241" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>           "0121"          "02423"           "0211"           "0241"           "0241" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>           "0122"           "0211"          "02423"           "0211"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>            "011"            "013"           "0123"            "011"           "0122" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>           "0211"           "0122"            "011"           "0241"           "0241" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>           "0211"            "011"         "022113"           "0121"           "0241" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>            "011"           "0211"           "0241"           "0121"            "011" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>          "02312"            "011"            "011"           "0241"           "0123" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>          "02312"          "02312"            "011"           "0122"           "0241" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>           "0211"          "02312"            "013"           "0213"            "013" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>            "013"           "0211"           "0241"           "0211"          "02312" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>           "0241"            "011"           "0211"           "0211"           "0122" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>            "011"          "02312"            "011"           "0241"           "0211" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>          "02423"          "02312"          "02423"           "0211"           "0121" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>            "011"           "0241"           "0211"          "02423"            "011" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>            "013"          "02312"            "013"           "0122"           "0211" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>           "0122"           "0213"           "0122"           "0241"           "0241" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>           "0211"          "02423"           "0241"           "0211"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"           "0123"          "02423"           "0121"            "011" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>            "011"            "013"            "013"           "0123"            "011" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>           "0241"           "0121"          "02423"            "011"            "011" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>            "011"            "011"            "011"            "013"           "0122" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>            "011"            "011"           "0123"         "022112"           "0123" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>           "0122"            "011"           "0211"          "02313"           "0122" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>            "011"           "0121"            "011"           "0121"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>            "011"            "013"            "011"            "011"            "011" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>           "0211"            "011"           "0123"            "011"           "0121" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>            "011"         "022111"           "0211"           "0211"           "0122" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>            "013"            "011"           "0121"            "013"            "011" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"            "011"          "02233"          "02312"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>           "0121"          "02232"            "011"            "013"            "011" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>           "0241"           "0213"            "013"           "0211"           "0241" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>            "013"            "013"           "0241"            "011"            "011" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>           "0121"            "013"            "011"            "011"            "011" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>           "0211"            "011"           "0122"            "011"           "0122" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>            "011"           "0121"           "0122"            "011"            "011" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>            "011"            "011"           "0241"            "011"           "0121" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>            "011"            "011"           "0122"          "02312"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>           "0211"           "0241"           "0121"          "02232"          "02311" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>            "013"           "0123"            "013"            "011"            "013" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>          "02312"            "011"         "022111"            "011"            "011" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>            "011"           "0123"           "0122"            "013"            "013" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"           "0241"          "02213"            "011"            "011" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>            "011"           "0121"           "0122"            "011"          "02311" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>            "011"           "0122"           "0121"            "011"            "011" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>            "011"            "011"          "02311"           "0121"           "0122" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>           "0241"            "011"          "02232"           "0213"           "0122" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>            "011"           "0211"           "0123"            "011"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>           "0121"            "011"          "02233"            "011"            "011" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>            "011"          "02233"           "0121"           "0123"            "011" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>           "0211"           "0121"            "011"            "011"            "011" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>            "011"            "011"           "0211"          "02312"           "0122" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>            "011"            "011"            "011"            "011"            "011" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>            "013"            "013"            "011"          "02312"            "011" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>            "013"           "0121"           "0211"            "013"          "02311" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>          "02312"            "011"          "02312"            "011"            "011" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>            "011"           "0121"           "0122"           "0122"            "011" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>            "011"            "011"           "0122"           "0121"            "013" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>           "0211"            "011"            "011"            "011"         "022112" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>           "0123"           "0121"           "0241"           "0211"           "0121" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>            "011"            "011"            "013"           "0121"            "011" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>            "011"            "011"           "0121"           "0241"           "0241" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"           "0241"            "011"            "011"           "0121" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>            "011"           "0121"            "011"            "011"          "02423" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>            "011"            "011"           "0211"            "011"           "0241" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>            "011"            "013"            "011"           "0123"           "0241" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>         "022113"           "0211"         "022113"           "0121"           "0121" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>            "013"           "0123"           "0121"           "0121"            "011" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>            "013"            "011"           "0122"            "013"           "0211" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>            "011"            "011"           "0121"            "013"            "011" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"           "0121"            "013"            "011"           "0241" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>            "011"           "0121"            "013"          "02423"           "0212" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>           "0121"           "0121"            "011"            "011"          "02312" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>            "013"            "013"           "0122"            "013"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>           "0121"           "0123"            "011"            "011"            "011" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>          "02423"            "011"          "02234"          "02312"           "0123" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>            "011"            "013"            "011"           "0241"            "011" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>            "011"           "0122"          "02311"           "0121"           "0123" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>            "013"          "02232"            "013"           "0122"            "013" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"            "013"            "011"            "013"            "011" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>            "011"         "022111"           "0121"           "0121"            "011" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>           "0241"            "011"            "011"            "013"         "022113" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>            "013"            "011"           "0121"           "0241"            "011" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>           "0211"           "0121"           "0121"           "0211"            "011" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>           "0211"            "011"          "02232"            "013"           "0121" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>            "011"            "011"            "013"           "0121"            "011" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>            "011"            "011"           "0121"           "0211"            "011" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>           "0123"            "011"            "011"           "0123"         "022111" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>            "011"            "013"           "0123"          "02233"           "0211" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>            "011"            "011"           "0213"          "02312"            "011" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>           "0241"           "0121"            "011"            "011"            "011" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>            "013"           "0122"           "0123"            "013"           "0241" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"            "011"            "011"           "0122"            "013" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>          "02312"            "011"            "011"            "011"            "013" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>            "013"           "0212"           "0212"            "011"           "0212" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>           "0212"           "0212"           "0212"           "0212"           "0213" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>           "0121"          "02212"           "0212"           "0212"           "0212" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>           "0212"            "011"            "011"            "011"            "011" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>            "011"            "011"            "011"           "0212"            "011" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>            "011"            "011"            "011"         "022222"           "0212" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>            "011"           "0212"            "011"           "0212"           "0212" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>           "0212"            "011"           "0212"            "011"          "02433" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>           "0212"           "0212"           "0212"           "0212"         "022222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>            "011"            "011"           "0212"           "0212"            "011" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>            "011"           "0212"         "022222"           "0212"         "022222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>            "011"           "0212"            "011"            "011"            "011" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>            "011"           "0212"            "011"            "011"            "011" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>           "0212"           "0212"           "0212"            "011"            "011" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>           "0212"           "0241"           "0212"            "011"           "0212" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>           "0212"           "0212"           "0212"          "02433"           "0212" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>            "011"           "0212"           "0212"            "011"            "011" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>           "0212"            "011"           "0212"           "0212"           "0212" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>          "02322"           "0212"            "011"            "011"            "011" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>           "0212"           "0212"           "0212"         "022222"            "011" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>            "011"           "0212"          "02433"           "0213"           "0212" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>           "0213"            "011"           "0212"            "011"            "011" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>           "0213"           "0121"           "0212"           "0212"           "0212" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>           "0213"           "0212"         "022222"            "011"           "0212" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>           "0212"           "0213"           "0212"           "0212"           "0212" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>            "011"           "0212"           "0212"           "0212"            "011" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>           "0213"           "0212"           "0213"           "0212"            "011" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>            "011"            "011"            "011"            "011"            "011" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>            "011"            "011"           "0212"           "0213"            "011" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>           "0213"            "011"           "0122"            "011"           "0213" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>            "011"            "011"           "0212"           "0213"           "0212" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>            "011"           "0212"           "0212"            "011"           "0213" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>           "0212"            "011"           "0212"           "0212"           "0211" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>            "011"          "02212"           "0212"            "011"           "0212" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>            "013"           "0212"           "0212"            "011"            "011" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>           "0212"           "0212"            "011"           "0212"            "011" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>           "0213"            "011"            "011"           "0213"           "0212" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>            "011"           "0212"         "022222"           "0212"            "011" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>            "011"          "02433"            "011"           "0213"            "011" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>           "0212"           "0212"            "011"          "02433"          "02433" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>         "022222"            "011"           "0212"            "011"            "011" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>            "011"           "0212"            "011"           "0212"          "02422" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>            "011"            "011"            "011"            "011"            "013" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>            "011"            "011"           "0212"           "0212"           "0212" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>           "0211"            "013"            "011"          "02433"            "011" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>          "02433"           "0213"          "02433"           "0212"           "0212" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>           "0212"            "011"            "011"            "011"            "011" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>            "011"           "0212"           "0213"           "0212"           "0121" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>           "0212"           "0212"            "011"            "011"           "0212" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>           "0212"          "02433"           "0212"           "0212"            "011" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>         "022222"            "011"           "0212"           "0213"          "02433" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>            "011"          "02433"            "011"            "011"           "0212" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>            "011"            "011"            "011"           "0212"         "022222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>            "011"           "0213"            "011"           "0121"          "02421" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>            "011"           "0212"            "011"           "0212"           "0212" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>            "013"           "0212"           "0212"            "011"            "011" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>           "0212"            "011"           "0212"            "011"          "02433" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>           "0212"           "0212"            "011"           "0212"            "011" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>            "011"            "011"           "0212"            "011"         "022222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>           "0212"            "011"            "011"            "011"           "0212" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>           "0212"         "022222"            "011"           "0212"            "011" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>            "011"           "0212"           "0212"            "011"            "011" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>          "02433"           "0212"           "0212"           "0212"            "011" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>           "0241"           "0212"           "0212"           "0212"            "011" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>           "0212"           "0121"           "0212"           "0212"            "013" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>            "011"            "011"           "0212"            "011"            "011" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>            "011"          "02433"           "0212"          "02422"            "011" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>           "0212"           "0211"           "0213"           "0212"            "011" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>            "011"           "0212"         "022222"           "0212"            "011" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>           "0212"           "0212"           "0212"            "011"           "0121" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>            "011"            "011"            "011"           "0212"          "02433" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>            "011"            "011"           "0212"            "011"            "011" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>            "011"           "0212"           "0212"           "0212"            "011" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>           "0212"           "0213"           "0212"            "011"           "0213" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>           "0212"            "011"           "0212"            "011"            "011" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>           "0213"          "02433"           "0212"           "0212"           "0212" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>         "022221"          "02432"            "011"           "0121"          "02422" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>          "02422"            "011"           "0211"           "0211"           "0211" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>          "02432"            "011"            "011"          "02223"         "022213" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>         "022221"          "02223"         "022211"          "02422"          "02422" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>          "02432"            "011"          "02431"         "022212"          "02432" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>          "02432"         "022223"          "02432"            "011"            "011" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>         "022211"          "02422"          "02421"          "02421"            "011" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>         "022224"            "011"            "011"            "011"          "02313" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>          "02422"            "011"          "02223"          "02431"          "02432" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>          "02432"           "0211"            "011"          "02432"           "0211" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>         "022221"         "022212"           "0211"            "011"            "013" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>         "022213"          "02431"            "011"          "02432"         "022211" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>         "022213"          "02432"         "022224"         "022213"           "0241" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>           "0241"           "0211"          "02432"            "011"           "0211" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>            "011"          "02422"          "02431"            "011"          "02421" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>            "011"            "013"          "02421"          "02432"          "02313" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>            "011"          "02432"          "02223"            "011"            "011" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>            "011"            "011"         "022223"            "011"         "022212" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>          "02431"          "02213"         "022221"          "02421"          "02432" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>          "02431"          "02421"          "02432"          "02422"          "02431" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>         "022213"          "02223"           "0211"          "02421"            "013" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>          "02431"          "02431"           "0211"          "02431"          "02313" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>            "011"          "02422"          "02421"          "02421"            "011" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>          "02431"            "011"          "02422"          "02422"         "022224" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>          "02421"          "02432"          "02432"          "02421"         "022213" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>            "013"          "02421"           "0213"          "02421"         "022223" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>            "013"         "022213"            "011"          "02223"            "011" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>          "02431"          "02421"         "022211"          "02421"           "0211" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>         "022212"          "02421"          "02422"         "022213"          "02432" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>         "022213"          "02431"           "0211"         "022211"          "02422" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>          "02432"         "022212"         "022211"           "0211"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>           "0211"           "0213"           "0211"            "011"            "011" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"          "02422"            "011"          "02422"            "011" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>           "0211"          "02421"         "022224"          "02422"          "02421" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>           "0211"         "022211"          "02421"         "022211"         "022224" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>            "011"          "02422"          "02421"          "02431"          "02432" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>         "022223"            "011"          "02421"          "02421"            "011" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>         "022221"         "022211"          "02422"            "011"            "013" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>          "02432"          "02432"            "011"          "02421"          "02421" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>          "02431"          "02432"           "0211"            "011"         "022212" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>         "022224"          "02421"         "022213"            "011"          "02433" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>          "02431"          "02432"          "02422"          "02431"          "02431" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>          "02432"         "022223"         "022211"            "011"           "0241" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>          "02422"           "0123"         "022212"         "022211"            "011" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>          "02422"            "013"         "022221"          "02223"            "011" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"          "02421"           "0211"          "02421"         "022224" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>          "02422"          "02421"          "02421"          "02421"           "0211" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>         "022212"         "022213"           "0211"          "02421"            "011" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>           "0211"          "02213"          "02421"          "02432"          "02312" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>         "022211"            "011"           "0213"         "022221"         "022212" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>         "022213"          "02433"          "02432"            "011"          "02432" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>           "0211"            "011"           "0211"         "022223"            "011" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>         "022221"           "0213"         "022221"            "011"         "022211" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>           "0211"          "02431"          "02421"            "011"         "022223" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>            "011"            "011"          "02223"         "022212"            "011" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"            "011"            "011"         "022224"          "02421" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>         "022221"          "02431"          "02431"          "02421"         "022212" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"         "022212"          "02431"         "022223" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>          "02431"          "02223"          "02432"            "011"         "022213" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>            "011"          "02432"          "02431"          "02422"           "0211" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>         "022212"          "02421"            "011"           "0211"         "022213" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>         "022211"         "022212"          "02432"            "011"         "022221" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>          "02431"            "013"         "022213"          "02312"          "02422" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>         "022223"          "02223"            "011"           "0211"          "02422" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>          "02431"           "0211"          "02432"          "02431"          "02422" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>          "02432"          "02431"         "022213"          "02422"          "02432" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>         "022213"         "022221"            "011"            "011"         "022211" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>         "022224"            "013"           "0241"          "02421"           "0211" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>          "02422"         "022211"          "02431"          "02421"            "013" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"          "02422"          "02421"          "02431"         "022213" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>            "011"            "011"           "0241"         "022212"            "011" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>          "02432"            "011"         "022212"            "011"          "02422" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>         "022223"         "022212"         "022224"            "011"         "022221" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>            "011"            "011"            "011"            "011"            "011" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>          "02421"         "022211"          "02431"          "02421"          "02432" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>            "011"           "0211"          "02422"         "022221"           "0211" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"           "0211"            "011"         "022212"         "022212" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>          "02422"            "011"            "011"            "011"          "02422" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>            "013"         "022213"          "02432"            "011"            "011" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"         "022224"         "022221"          "02432"          "02432" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>          "02432"            "011"           "0211"         "022221"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>           "0211"            "011"            "011"          "02312"          "02432" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>            "011"         "022212"          "02431"            "011"         "022223" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>         "022223"            "011"         "022211"          "02422"           "0211" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>         "022211"         "022213"         "022213"            "011"         "022212" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>            "013"            "011"            "011"            "011"          "02313" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>          "02421"          "02312"           "0213"          "02313"          "02431" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>          "02421"           "0211"         "022224"            "011"          "02422" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>         "022212"          "02422"          "02431"         "022223"           "0211" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>         "022212"            "013"         "022212"           "0241"           "0213" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>           "0123"         "022223"         "022223"          "02431"            "011" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>            "011"          "02432"          "02431"         "022221"           "0122" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>          "02432"          "02312"           "0122"           "0211"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>          "02421"            "011"            "013"          "02431"         "022213" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>            "011"          "02432"            "011"          "02431"          "02432" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>          "02431"            "011"          "02422"            "011"            "011" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>          "02421"            "011"          "02422"          "02421"            "011" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>          "02421"            "011"          "02431"            "011"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>          "02431"         "022212"          "02421"           "0211"          "02431" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>         "022213"           "0211"           "0123"          "02422"         "022213" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>         "022211"            "011"         "022221"         "022221"            "011" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>         "022213"         "022213"           "0211"          "02223"         "022223" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>          "02421"          "02421"           "0211"          "02431"           "0211" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>            "011"           "0211"          "02223"            "011"          "02431" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>         "022213"          "02422"            "011"          "02422"          "02431" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>         "022211"         "022221"          "02432"         "022213"          "02422" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>         "022213"          "02431"          "02213"           "0211"           "0213" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>            "011"          "02223"         "022221"          "02431"         "022221" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>            "011"          "02431"         "022224"         "022213"           "0123" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>         "022224"            "011"          "02432"          "02431"            "013" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>            "011"          "02213"         "022221"           "0211"          "02421" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>            "013"          "02432"          "02431"            "013"         "022213" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"          "02431"          "02432"            "011" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"            "011"          "02431"            "011"         "022213" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>         "022211"            "011"            "011"            "011"         "022211" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>            "011"         "022221"          "02421"          "02213"         "022211" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>          "02432"            "011"           "0121"            "011"          "02312" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>          "02432"          "02431"         "022221"          "02422"          "02431" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>          "02431"          "02212"          "02422"            "011"          "02312" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>         "022223"          "02422"            "011"          "02431"         "022223" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>          "02422"            "011"          "02432"         "022211"            "011" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>          "02421"         "022213"          "02431"           "0213"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>            "011"          "02431"           "0121"          "02431"         "022223" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>          "02422"            "013"         "022224"          "02432"         "022212" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>         "022224"          "02312"          "02432"           "0211"            "011" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>         "022223"          "02432"          "02431"         "022213"          "02422" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>            "011"         "022211"            "011"           "0211"         "022212" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>         "022211"            "011"          "02422"           "0211"          "02422" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>           "0211"            "011"          "02213"            "011"         "022211" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>           "0211"          "02421"          "02431"          "02223"            "011" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>          "02432"         "022212"            "011"         "022211"           "0211" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>         "022221"         "022221"            "011"          "02422"            "011" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>          "02421"          "02432"          "02422"         "022212"          "02422" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>         "022213"            "011"            "011"            "011"          "02421" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>           "0211"          "02432"         "022211"         "022221"          "02431" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>         "022221"         "022211"          "02431"          "02422"           "0121" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>         "022212"           "0211"           "0241"         "022221"            "011" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>           "0122"          "02421"            "011"          "02421"           "0241" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>          "02422"           "0211"          "02223"         "022211"            "011" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>          "02422"         "022212"         "022213"         "022224"            "011" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>          "02431"          "02431"          "02432"           "0211"         "022221" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>         "022221"         "022221"         "022211"          "02431"          "02432" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>         "022224"         "022212"          "02432"          "02432"         "022221" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>          "02421"            "011"          "02421"           "0211"          "02421" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>         "022212"           "0211"            "011"           "0123"         "022211" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>            "011"            "011"            "013"         "022223"         "022221" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>          "02431"          "02432"         "022212"          "02421"          "02421" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>         "022212"          "02431"          "02421"          "02313"            "011" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>         "022212"         "022211"            "011"          "02422"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>          "02431"           "0211"           "0211"          "02422"            "011" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>            "011"          "02422"         "022211"            "011"            "011" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>          "02432"          "02312"          "02422"          "02223"            "013" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"          "02431"          "02422"            "011"          "02432" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>          "02422"          "02432"            "011"          "02432"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1732))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>             "01"           "0212"           "0212"          "02212"          "02324" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>           "0212"          "02322"          "02322"          "02321"          "02323" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"           "0241"             "01"           "0212" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>             "01"             "01"             "01"           "0212"           "0241" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>          "02322"          "02321"           "0213"          "02212"             "01" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>          "02321"             "01"             "01"          "02321"           "0241" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>             "01"          "02212"          "02324"          "02322"           "0233" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>           "0212"             "01"          "02323"           "0212"           "0241" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>             "01"          "02321"          "02323"          "02212"             "01" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>           "0233"          "02321"          "02323"           "0233"           "0241" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>           "0233"          "02323"          "02323"          "02322"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>          "02422"             "01"             "01"             "01"             "01" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>           "0212"          "02321"             "01"           "0212"          "02322" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>          "02322"           "0233"             "01"          "02324"           "0241" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>             "01"           "0233"           "0212"           "0241"           "0233" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>          "02324"             "01"             "01"          "02324"           "0212" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>             "01"           "0241"             "01"           "0233"           "0211" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>             "01"          "02322"             "01"          "02323"             "01" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>           "0212"             "01"          "02321"             "01"             "01" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>          "02324"          "02321"             "01"          "02324"          "02321" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"          "02321"          "02212"           "0211"             "01" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>           "0212"          "02321"           "0241"             "01"           "0241" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>             "01"           "0212"           "0233"             "01"             "01" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>          "02322"           "0212"             "01"          "02321"             "01" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>             "01"          "02324"          "02323"          "02324"             "01" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"             "01"           "0212"           "0241"          "02321" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>             "01"          "02321"             "01"             "01"             "01" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"           "0241"             "01"             "01"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>           "0233"           "0233"          "02212"          "02311"             "01" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>          "02322"           "0212"          "02212"             "01"           "0212" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>           "0233"           "0212"             "01"          "02324"           "0212" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>             "01"          "02321"             "01"          "02324"           "0212" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>          "02324"             "01"             "01"           "0211"          "02323" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>           "0212"          "02321"           "0233"           "0241"          "02323" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>           "0233"           "0233"          "02321"           "0233"          "02324" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>             "01"           "0212"             "01"           "0212"          "02324" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>          "02321"          "02323"           "0233"          "02322"           "0233" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>           "0241"          "02212"             "01"          "02322"          "02321" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>             "01"           "0241"          "02321"             "01"           "0241" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>          "02321"             "01"             "01"          "02321"           "0212" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>          "02322"           "0233"             "01"           "0212"             "01" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>          "02322"          "02322"           "0233"           "0212"           "0211" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>             "01"           "0233"          "02321"           "0233"           "0211" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>          "02323"             "01"             "01"           "0211"             "01" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>             "01"             "01"           "0233"           "0212"          "02324" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>          "02322"           "0212"          "02323"             "01"          "02322" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>           "0212"           "0212"          "02212"          "02322"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>          "02323"          "02321"          "02422"           "0212"          "02323" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>           "0211"           "0212"          "02321"           "0212"          "02322" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>           "0233"             "01"             "01"           "0212"             "01" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>             "01"             "01"          "02321"          "02422"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>             "01"             "01"           "0233"          "02321"          "02321" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>           "0241"           "0233"           "0212"             "01"          "02323" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>          "02321"          "02323"          "02322"             "01"          "02324" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>           "0233"           "0211"           "0212"           "0241"          "02422" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>             "01"          "02322"             "01"             "01"          "02323" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>          "02323"             "01"           "0233"           "0233"           "0233" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>             "01"           "0212"          "02322"             "01"          "02322" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"             "01"           "0241"          "02323"             "01" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>             "01"             "01"             "01"             "01"          "02323" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>             "01"          "02323"           "0233"             "01"          "02323" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>           "0212"          "02322"          "02322"           "0233"             "01" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>          "02321"             "01"           "0233"          "02323"           "0212" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>             "01"           "0212"          "02212"          "02212"          "02322" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>          "02323"           "0233"             "01"          "02323"         "022222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>          "02321"           "0212"          "02323"          "02321"          "02322" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>             "01"          "02321"          "02322"             "01"          "02321" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>          "02322"          "02324"           "0212"          "02322"          "02422" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>           "0241"           "0211"             "01"          "02323"          "02321" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>           "0241"          "02321"             "01"             "01"          "02322" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>          "02321"           "0212"          "02324"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"          "02322"          "02324"          "02212"             "01" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>             "01"             "01"             "01"          "02324"             "01" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>             "01"           "0241"          "02324"             "01"             "01" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>           "0212"             "01"             "01"             "01"           "0233" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"          "02322"          "02321"           "0212" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>             "01"             "01"          "02212"             "01"          "02323" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>             "01"           "0241"          "02311"           "0211"          "02322" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>           "0212"          "02324"             "01"          "02324"           "0241" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>             "01"          "02322"          "02322"             "01"           "0233" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>           "0233"             "01"             "01"           "0241"           "0233" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>          "02321"          "02212"             "01"             "01"           "0233" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"           "0233"           "0233"          "02324"             "01" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>             "01"             "01"          "02324"           "0233"          "02321" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>             "01"           "0211"             "01"          "02322"             "01" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>          "02324"          "02323"          "02324"           "0233"             "01" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>             "01"          "02322"          "02212"           "0211"          "02323" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>           "0212"             "01"           "0213"             "01"          "02323" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>           "0233"          "02423"          "02321"           "0211"           "0212" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>           "0241"          "02323"           "0211"          "02324"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>          "02324"             "01"             "01"             "01"          "02321" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>           "0241"          "02321"             "01"             "01"             "01" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>             "01"             "01"           "0213"          "02212"           "0233" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>          "02422"             "01"             "01"          "02324"          "02422" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>          "02323"             "01"           "0212"           "0212"         "022222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>          "02322"           "0241"             "01"             "01"             "01" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>             "01"          "02321"          "02322"             "01"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>           "0233"          "02322"           "0212"           "0212"             "01" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>             "01"             "01"             "01"          "02422"             "01" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>           "0233"             "01"             "01"             "01"          "02324" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>          "02321"             "01"             "01"             "01"             "01" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>             "01"             "01"          "02212"          "02433"             "01" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>          "02321"             "01"          "02323"             "01"          "02322" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>          "02422"             "01"             "01"          "02322"             "01" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>             "01"          "02323"          "02212"          "02323"          "02324" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>             "01"           "0233"          "02324"          "02323"           "0233" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>             "01"           "0241"             "01"          "02324"             "01" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>          "02323"          "02321"          "02323"          "02323"             "01" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>          "02322"             "01"           "0241"          "02323"           "0233" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>           "0233"           "0233"             "01"             "01"          "02322" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>          "02323"          "02212"           "0233"           "0212"             "01" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>          "02321"           "0241"           "0241"           "0233"          "02321" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>          "02422"          "02322"             "01"          "02321"             "01" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>           "0211"             "01"          "02321"             "01"          "02423" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>             "01"             "01"          "02311"           "0233"          "02321" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>           "0212"             "01"           "0212"           "0212"          "02323" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>           "0233"          "02321"           "0211"             "01"          "02322" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"          "02323"             "01"          "02321"             "01" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>           "0241"           "0233"             "01"           "0233"          "02321" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>           "0241"           "0233"             "01"          "02322"          "02321" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"             "01"           "0233"             "01"          "02322" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>          "02322"             "01"          "02324"             "01"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>             "01"           "0213"          "02323"           "0233"           "0233" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>             "01"          "02323"          "02321"          "02324"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>             "01"             "01"             "01"             "01"          "02422" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>             "01"           "0233"          "02321"             "01"           "0233" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>             "01"             "01"             "01"          "02324"          "02321" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>             "01"          "02422"           "0211"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>           "0233"           "0233"             "01"           "0211"          "02321" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>             "01"          "02322"          "02321"           "0233"          "02324" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"           "0212"             "01"           "0241"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>             "01"           "0233"             "01"          "02423"             "01" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>             "01"             "01"          "02323"             "01"          "02321" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>             "01"          "02212"             "01"           "0241"             "01" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>          "02323"          "02322"          "02313"           "0212"           "0212" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"          "02324"             "01"          "02321"           "0212" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>             "01"             "01"          "02322"           "0233"          "02323" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>          "02324"           "0233"           "0233"             "01"           "0233" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>          "02321"          "02422"             "01"           "0211"          "02324" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>           "0213"           "0212"          "02321"             "01"          "02321" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>           "0241"             "01"           "0233"          "02324"          "02322" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>           "0233"          "02212"           "0233"           "0233"          "02422" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>           "0241"             "01"          "02322"             "01"          "02322" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>          "02324"          "02422"          "02212"             "01"          "02322" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>          "02322"          "02324"             "01"          "02322"          "02323" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"             "01"          "02322"           "0233"             "01" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>             "01"           "0212"             "01"             "01"          "02324" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>             "01"          "02324"          "02422"          "02422"             "01" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>          "02423"             "01"             "01"          "02212"          "02323" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>           "0212"             "01"          "02321"             "01"           "0212" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>          "02322"          "02321"           "0233"          "02321"          "02321" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>          "02321"          "02212"          "02323"          "02212"          "02321" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>          "02324"             "01"             "01"             "01"           "0212" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>          "02321"          "02321"           "0212"           "0212"             "01" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>           "0212"           "0212"           "0212"           "0212"           "0212" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>           "0212"          "02422"             "01"             "01"             "01" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>           "0212"           "0212"             "01"          "02321"         "022114" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"             "01"           "0213"             "01"          "02323" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>           "0213"             "01"          "02323"             "01"           "0212" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>           "0212"          "02234"          "02321"             "01"           "0212" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>             "01"             "01"          "02321"           "0212"          "02321" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>          "02321"             "01"             "01"             "01"          "02423" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>          "02321"          "02321"          "02321"           "0212"             "01" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>          "02321"          "02323"          "02321"          "02212"           "0212" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>             "01"             "01"           "0212"           "0212"           "0212" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>             "01"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>             "01"             "01"           "0213"             "01"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>             "01"         "022112"          "02312"           "0211"          "02311" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"         "022111"          "02233"           "0211"         "022111" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>         "022111"             "01"           "0211"           "0211"          "02312" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>             "01"           "0211"         "022111"          "02311"             "01" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>          "02311"          "02311"             "01"             "01"          "02311" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>           "0211"         "022111"          "02312"           "0211"             "01" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>           "0241"             "01"         "022111"          "02322"          "02322" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"          "02423"         "022111"           "0241"           "0211" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>           "0211"             "01"           "0241"          "02311"           "0241" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"         "022113"          "02232"             "01"          "02312" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>             "01"           "0211"             "01"             "01"         "022111" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>             "01"         "022112"             "01"           "0211"           "0211" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"         "022111"             "01"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>          "02312"             "01"          "02312"          "02232"             "01" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>             "01"             "01"         "022111"             "01"           "0241" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>             "01"             "01"         "022111"          "02312"          "02312" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>           "0211"           "0211"         "022111"          "02311"           "0241" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>             "01"          "02311"          "02213"         "022113"             "01" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>         "022111"          "02213"          "02311"         "022111"             "01" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"           "0213"           "0211"             "01"           "0241" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>             "01"             "01"          "02312"             "01"          "02311" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>          "02311"          "02312"             "01"           "0211"           "0211" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>             "01"           "0211"         "022111"           "0211"           "0211" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>             "01"          "02213"             "01"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>             "01"           "0213"           "0211"             "01"             "01" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>             "01"          "02311"          "02213"           "0211"             "01" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>           "0211"             "01"           "0211"          "02311"             "01" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>          "02311"          "02213"          "02231"           "0241"             "01" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>          "02311"           "0241"           "0241"             "01"           "0211" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>           "0211"         "022111"          "02212"          "02312"         "022222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>          "02312"          "02213"          "02213"          "02231"             "01" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"         "022114"           "0211"             "01"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>         "022111"         "022111"          "02233"           "0213"           "0241" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>         "022111"             "01"          "02231"          "02311"           "0213" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>             "01"             "01"             "01"          "02311"          "02312" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>             "01"          "02232"           "0211"           "0211"          "02312" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>          "02311"          "02312"          "02233"          "02312"             "01" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>           "0241"             "01"          "02312"          "02312"           "0241" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"          "02311"          "02312"             "01"         "022112" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>             "01"             "01"             "01"             "01"          "02312" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>             "01"             "01"           "0241"           "0211"          "02322" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>             "01"          "02232"             "01"          "02311"           "0241" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>             "01"         "022114"          "02233"           "0241"             "01" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>             "01"           "0211"           "0241"             "01"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>           "0211"          "02313"          "02312"             "01"         "022114" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>          "02311"             "01"             "01"           "0211"         "022114" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"             "01"          "02232"          "02311"         "022114" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>           "0211"          "02213"          "02232"          "02311"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"             "01"           "0211"         "022112"         "022112" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>          "02311"          "02213"         "022114"             "01"             "01" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>          "02311"          "02312"             "01"         "022111"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"          "02311"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>         "022113"          "02213"          "02213"             "01"             "01" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>         "022112"          "02422"           "0211"             "01"             "01" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>             "01"             "01"          "02311"          "02311"             "01" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>             "01"         "022114"           "0241"           "0211"             "01" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"             "01"          "02233"         "022111"           "0211" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"             "01"           "0211"         "022113" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>         "022111"          "02313"             "01"           "0241"             "01" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>           "0211"             "01"          "02311"          "02213"          "02322" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"         "022112"          "02313"          "02311"             "01" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>          "02312"             "01"             "01"             "01"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>           "0241"             "01"           "0211"          "02311"         "022114" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>         "022113"         "022111"          "02322"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>          "02311"             "01"           "0211"             "01"          "02423" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>             "01"             "01"           "0211"         "022112"          "02312" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"          "02311"          "02212"          "02312"           "0211" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>         "022111"          "02311"          "02234"          "02231"           "0211" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>             "01"           "0211"             "01"           "0241"             "01" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>             "01"          "02422"         "022111"          "02311"           "0241" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>             "01"          "02213"          "02311"          "02213"             "01" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>             "01"             "01"         "022111"             "01"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>             "01"          "02312"          "02423"           "0241"          "02312" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>         "022111"          "02213"         "022213"             "01"             "01" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>             "01"           "0211"             "01"             "01"             "01" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>             "01"             "01"             "01"             "01"           "0211" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>           "0241"          "02232"             "01"         "022112"         "022112" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>             "01"           "0241"          "02233"             "01"             "01" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"             "01"             "01"           "0241" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"             "01"             "01"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>             "01"             "01"           "0211"          "02232"             "01" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>         "022114"          "02212"         "022112"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>         "022113"          "02231"          "02232"           "0211"             "01" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"         "022112"             "01"             "01"             "01" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>             "01"          "02231"             "01"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>             "01"             "01"             "01"           "0241"             "01" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>             "01"         "022112"             "01"             "01"             "01" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>           "0211"             "01"         "022112"             "01"         "022113" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>         "022114"          "02233"             "01"             "01"           "0211" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>             "01"             "01"             "01"             "01"         "022114" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"         "022112"             "01"           "0241"          "02423" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"           "0241"             "01"             "01"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"             "01"          "02423"          "02313"             "01" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"             "01"          "02231"         "022112"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>             "01"         "022111"         "022112"             "01"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>             "01"          "02231"          "02231"           "0211"          "02313" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>             "01"          "02231"          "02231"             "01"             "01" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"             "01"             "01"             "01"             "01" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"         "022111"         "022113"          "02312"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"             "01"         "022112"          "02213"             "01" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>             "01"             "01"          "02312"          "02312"             "01" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>             "01"         "022111"          "02313"         "022113"             "01" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"             "01"          "02232"         "022112"         "022113" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>             "01"         "022112"         "022111"          "02423"             "01" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"         "022111"          "02311"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>             "01"         "022112"             "01"           "0241"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>             "01"           "0241"             "01"             "01"         "022113" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>         "022114"             "01"          "02233"          "02231"          "02311" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"           "0241"           "0241"             "01"         "022113" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>             "01"          "02213"          "02423"          "02313"         "022113" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>          "02313"             "01"          "02232"           "0241"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"             "01"         "022112"             "01"             "01" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>             "01"          "02313"             "01"          "02231"         "022113" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"           "0241"             "01"             "01"             "01" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>             "01"           "0241"             "01"          "02311"           "0241" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>             "01"             "01"             "01"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>             "01"             "01"         "022114"             "01"             "01" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"           "0241"          "02233"           "0211"           "0211" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>             "01"           "0241"          "02212"             "01"             "01" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>          "02423"         "022111"             "01"          "02313"             "01" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>          "02311"             "01"             "01"             "01"          "02423" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"           "0211"          "02423"          "02232"          "02423" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"             "01"             "01" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>         "022114"          "02313"          "02231"             "01"             "01" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"             "01"         "022112"             "01" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>             "01"         "022111"             "01"             "01"           "0211" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>           "0241"             "01"             "01"          "02423"         "022112" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>          "02311"          "02313"          "02423"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"             "01"          "02231"             "01" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"             "01"             "01"             "01" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>             "01"             "01"             "01"         "022113"           "0213" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>             "01"             "01"          "02423"             "01"         "022112" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>          "02423"             "01"         "022112"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>          "02423"             "01"          "02311"           "0241"             "01" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>             "01"          "02312"         "022112"          "02231"             "01" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"             "01"             "01"           "0211"             "01" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>             "01"          "02231"          "02313"             "01"             "01" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>             "01"          "02213"             "01"             "01"           "0211" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"             "01"           "0241"           "0241" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>             "01"         "022114"          "02232"             "01"             "01" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"           "0211"           "0211"           "0241" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>             "01"             "01"         "022112"          "02311"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>             "01"          "02231"           "0241"         "022112"             "01" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>          "02313"          "02231"             "01"           "0211"         "022114" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>             "01"             "01"          "02232"         "022111"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>          "02313"             "01"           "0211"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>             "01"          "02423"          "02423"         "022113"             "01" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"          "02423"             "01"             "01"             "01" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"             "01"             "01"             "01"             "01" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>           "0241"             "01"             "01"             "01"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>             "01"          "02311"             "01"             "01"          "02311" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>          "02311"             "01"             "01"           "0211"           "0241" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>             "01"             "01"          "02312"           "0241"           "0211" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>          "02312"           "0241"             "01"           "0241"           "0211" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"             "01"             "01"             "01"          "02423" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>          "02311"           "0241"             "01"             "01"             "01" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>           "0211"           "0211"          "02423"           "0211"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>           "0241"             "01"             "01"             "01"             "01" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>           "0241"             "01"          "02212"             "01"           "0211" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>             "01"          "02311"           "0211"           "0211"             "01" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>          "02311"           "0211"             "01"          "02313"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>           "0211"             "01"             "01"           "0211"           "0241" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>           "0211"             "01"             "01"           "0211"          "02312" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>             "01"           "0211"           "0241"           "0211"             "01" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>             "01"           "0211"           "0241"           "0241"             "01" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>           "0211"           "0241"           "0241"             "01"          "02312" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>             "01"             "01"             "01"           "0211"             "01" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>             "01"          "02312"           "0211"             "01"             "01" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>           "0241"           "0241"          "02312"           "0211"             "01" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>           "0241"          "02423"           "0211"           "0211"             "01" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>             "01"             "01"             "01"             "01"           "0211" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>             "01"             "01"           "0211"           "0241"           "0211" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>           "0241"             "01"           "0211"             "01"           "0241" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>             "01"             "01"          "02312"          "02231"           "0211" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>         "022113"             "01"           "0211"          "02312"          "02312" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>           "0213"           "0241"             "01"           "0241"             "01" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>           "0211"             "01"             "01"          "02312"           "0211" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>             "01"          "02233"             "01"           "0211"           "0211" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>             "01"             "01"          "02423"           "0211"          "02313" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>           "0241"             "01"             "01"             "01"          "02312" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>           "0211"             "01"          "02312"             "01"           "0211" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>           "0241"          "02311"             "01"          "02312"             "01" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>           "0241"             "01"          "02232"             "01"             "01" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>          "02423"           "0211"             "01"             "01"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>           "0211"             "01"           "0241"           "0211"           "0211" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>           "0211"          "02312"           "0241"           "0241"          "02312" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>           "0241"             "01"           "0211"             "01"           "0241" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>           "0211"           "0241"           "0241"             "01"             "01" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>             "01"             "01"          "02233"           "0241"           "0211" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>          "02423"          "02423"             "01"           "0211"          "02312" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>             "01"           "0241"           "0241"           "0241"             "01" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>           "0241"             "01"          "02312"           "0211"           "0241" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>          "02312"          "02423"             "01"             "01"             "01" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>           "0211"             "01"             "01"             "01"           "0211" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>           "0211"           "0241"          "02312"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>           "0211"             "01"             "01"           "0211"             "01" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>             "01"             "01"          "02312"           "0211"          "02312" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>           "0211"          "02312"             "01"             "01"             "01" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>           "0211"             "01"             "01"             "01"           "0211" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>             "01"           "0241"           "0211"             "01"             "01" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>          "02312"           "0241"             "01"          "02312"             "01" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>             "01"           "0241"           "0211"             "01"           "0241" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>          "02423"             "01"             "01"          "02423"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>           "0241"           "0241"           "0211"           "0241"           "0211" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>             "01"             "01"             "01"           "0241"           "0241" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>             "01"          "02423"           "0211"           "0241"           "0241" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>             "01"           "0211"          "02423"           "0211"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>           "0211"             "01"             "01"           "0241"           "0241" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>           "0211"             "01"         "022113"             "01"           "0241" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>             "01"           "0211"           "0241"             "01"             "01" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>          "02312"             "01"             "01"           "0241"             "01" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>          "02312"          "02312"             "01"             "01"           "0241" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>           "0211"          "02312"             "01"           "0213"             "01" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>             "01"           "0211"           "0241"           "0211"          "02312" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>           "0241"             "01"           "0211"           "0211"             "01" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>             "01"          "02312"             "01"           "0241"           "0211" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>          "02423"          "02312"          "02423"           "0211"             "01" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>             "01"           "0241"           "0211"          "02423"             "01" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>             "01"          "02312"             "01"             "01"           "0211" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>             "01"           "0213"             "01"           "0241"           "0241" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>           "0211"          "02423"           "0241"           "0211"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"             "01"          "02423"             "01"             "01" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>           "0241"             "01"          "02423"             "01"             "01" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>             "01"             "01"             "01"         "022112"             "01" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>             "01"             "01"           "0211"          "02313"             "01" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>             "01"             "01"             "01"             "01"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>           "0211"             "01"             "01"             "01"             "01" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>             "01"         "022111"           "0211"           "0211"             "01" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"             "01"          "02233"          "02312"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>           "0241"           "0213"             "01"           "0211"           "0241" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>             "01"             "01"           "0241"             "01"             "01" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>           "0211"             "01"             "01"             "01"             "01" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>             "01"             "01"           "0241"             "01"             "01" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>             "01"             "01"             "01"          "02312"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>           "0211"           "0241"             "01"          "02232"          "02311" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>          "02312"             "01"         "022111"             "01"             "01" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"           "0241"          "02213"             "01"             "01" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>             "01"             "01"             "01"             "01"          "02311" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>             "01"             "01"          "02311"             "01"             "01" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>           "0241"             "01"          "02232"           "0213"             "01" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>             "01"           "0211"             "01"             "01"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>             "01"             "01"          "02233"             "01"             "01" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>             "01"          "02233"             "01"             "01"             "01" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>           "0211"             "01"             "01"             "01"             "01" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>             "01"             "01"           "0211"          "02312"             "01" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>             "01"             "01"             "01"          "02312"             "01" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>             "01"             "01"           "0211"             "01"          "02311" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>          "02312"             "01"          "02312"             "01"             "01" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>           "0211"             "01"             "01"             "01"         "022112" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>             "01"             "01"           "0241"           "0211"             "01" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>             "01"             "01"             "01"           "0241"           "0241" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"           "0241"             "01"             "01"             "01" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>             "01"             "01"             "01"             "01"          "02423" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>             "01"             "01"           "0211"             "01"           "0241" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>             "01"             "01"             "01"             "01"           "0241" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>         "022113"           "0211"         "022113"             "01"             "01" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>             "01"             "01"             "01"             "01"           "0211" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"             "01"             "01"             "01"           "0241" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>             "01"             "01"             "01"          "02423"           "0212" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>             "01"             "01"             "01"             "01"          "02312" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>             "01"             "01"             "01"             "01"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>          "02423"             "01"          "02234"          "02312"             "01" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>             "01"             "01"             "01"           "0241"             "01" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>             "01"             "01"          "02311"             "01"             "01" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"             "01"             "01"             "01"             "01" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>             "01"         "022111"             "01"             "01"             "01" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>           "0241"             "01"             "01"             "01"         "022113" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>             "01"             "01"             "01"           "0241"             "01" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>           "0211"             "01"             "01"           "0211"             "01" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>           "0211"             "01"          "02232"             "01"             "01" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>             "01"             "01"             "01"           "0211"             "01" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>             "01"             "01"             "01"             "01"         "022111" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>             "01"             "01"             "01"          "02233"           "0211" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>             "01"             "01"           "0213"          "02312"             "01" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>           "0241"             "01"             "01"             "01"             "01" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>             "01"             "01"             "01"             "01"           "0241" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"             "01"             "01"             "01"             "01" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>          "02312"             "01"             "01"             "01"             "01" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>             "01"           "0212"           "0212"             "01"           "0212" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>           "0212"           "0212"           "0212"           "0212"           "0213" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>             "01"          "02212"           "0212"           "0212"           "0212" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>           "0212"             "01"             "01"             "01"             "01" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>             "01"             "01"             "01"           "0212"             "01" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>             "01"             "01"             "01"         "022222"           "0212" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>             "01"           "0212"             "01"           "0212"           "0212" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>           "0212"             "01"           "0212"             "01"          "02433" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>           "0212"           "0212"           "0212"           "0212"         "022222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>             "01"             "01"           "0212"           "0212"             "01" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>             "01"           "0212"         "022222"           "0212"         "022222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>             "01"           "0212"             "01"             "01"             "01" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>             "01"           "0212"             "01"             "01"             "01" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>           "0212"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>           "0212"           "0241"           "0212"             "01"           "0212" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>           "0212"           "0212"           "0212"          "02433"           "0212" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>           "0212"             "01"           "0212"           "0212"           "0212" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>          "02322"           "0212"             "01"             "01"             "01" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>           "0212"           "0212"           "0212"         "022222"             "01" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>             "01"           "0212"          "02433"           "0213"           "0212" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>           "0213"             "01"           "0212"             "01"             "01" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>           "0213"             "01"           "0212"           "0212"           "0212" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>           "0213"           "0212"         "022222"             "01"           "0212" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>           "0212"           "0213"           "0212"           "0212"           "0212" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>             "01"           "0212"           "0212"           "0212"             "01" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>           "0213"           "0212"           "0213"           "0212"             "01" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>             "01"             "01"           "0212"           "0213"             "01" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>           "0213"             "01"             "01"             "01"           "0213" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>             "01"             "01"           "0212"           "0213"           "0212" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>             "01"           "0212"           "0212"             "01"           "0213" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>           "0212"             "01"           "0212"           "0212"           "0211" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>             "01"          "02212"           "0212"             "01"           "0212" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>           "0212"           "0212"             "01"           "0212"             "01" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>           "0213"             "01"             "01"           "0213"           "0212" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>             "01"           "0212"         "022222"           "0212"             "01" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>             "01"          "02433"             "01"           "0213"             "01" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>           "0212"           "0212"             "01"          "02433"          "02433" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>         "022222"             "01"           "0212"             "01"             "01" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>             "01"           "0212"             "01"           "0212"          "02422" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>             "01"             "01"           "0212"           "0212"           "0212" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>           "0211"             "01"             "01"          "02433"             "01" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>          "02433"           "0213"          "02433"           "0212"           "0212" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>           "0212"             "01"             "01"             "01"             "01" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>             "01"           "0212"           "0213"           "0212"             "01" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>           "0212"           "0212"             "01"             "01"           "0212" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>           "0212"          "02433"           "0212"           "0212"             "01" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>         "022222"             "01"           "0212"           "0213"          "02433" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>             "01"          "02433"             "01"             "01"           "0212" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>             "01"             "01"             "01"           "0212"         "022222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>             "01"           "0213"             "01"             "01"          "02421" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>             "01"           "0212"             "01"           "0212"           "0212" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>           "0212"             "01"           "0212"             "01"          "02433" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>           "0212"           "0212"             "01"           "0212"             "01" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>             "01"             "01"           "0212"             "01"         "022222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>           "0212"             "01"             "01"             "01"           "0212" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>           "0212"         "022222"             "01"           "0212"             "01" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>          "02433"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>           "0241"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>           "0212"             "01"           "0212"           "0212"             "01" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>             "01"             "01"           "0212"             "01"             "01" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>             "01"          "02433"           "0212"          "02422"             "01" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>           "0212"           "0211"           "0213"           "0212"             "01" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>             "01"           "0212"         "022222"           "0212"             "01" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>           "0212"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>             "01"             "01"             "01"           "0212"          "02433" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>             "01"             "01"           "0212"             "01"             "01" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>             "01"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>           "0212"           "0213"           "0212"             "01"           "0213" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>           "0212"             "01"           "0212"             "01"             "01" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>           "0213"          "02433"           "0212"           "0212"           "0212" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>         "022221"          "02432"             "01"             "01"          "02422" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>          "02422"             "01"           "0211"           "0211"           "0211" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>          "02432"             "01"             "01"          "02223"         "022213" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>         "022221"          "02223"         "022211"          "02422"          "02422" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>          "02432"             "01"          "02431"         "022212"          "02432" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>          "02432"         "022223"          "02432"             "01"             "01" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>         "022211"          "02422"          "02421"          "02421"             "01" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>         "022224"             "01"             "01"             "01"          "02313" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>          "02422"             "01"          "02223"          "02431"          "02432" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>          "02432"           "0211"             "01"          "02432"           "0211" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>         "022221"         "022212"           "0211"             "01"             "01" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>         "022213"          "02431"             "01"          "02432"         "022211" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>         "022213"          "02432"         "022224"         "022213"           "0241" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>           "0241"           "0211"          "02432"             "01"           "0211" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>             "01"          "02422"          "02431"             "01"          "02421" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>             "01"             "01"          "02421"          "02432"          "02313" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>             "01"          "02432"          "02223"             "01"             "01" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>             "01"             "01"         "022223"             "01"         "022212" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>          "02431"          "02213"         "022221"          "02421"          "02432" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>          "02431"          "02421"          "02432"          "02422"          "02431" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>         "022213"          "02223"           "0211"          "02421"             "01" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>          "02431"          "02431"           "0211"          "02431"          "02313" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>             "01"          "02422"          "02421"          "02421"             "01" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>          "02431"             "01"          "02422"          "02422"         "022224" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>          "02421"          "02432"          "02432"          "02421"         "022213" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>             "01"          "02421"           "0213"          "02421"         "022223" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>             "01"         "022213"             "01"          "02223"             "01" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>          "02431"          "02421"         "022211"          "02421"           "0211" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>         "022212"          "02421"          "02422"         "022213"          "02432" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>         "022213"          "02431"           "0211"         "022211"          "02422" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>          "02432"         "022212"         "022211"           "0211"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>           "0211"           "0213"           "0211"             "01"             "01" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"          "02422"             "01"          "02422"             "01" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>           "0211"          "02421"         "022224"          "02422"          "02421" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>           "0211"         "022211"          "02421"         "022211"         "022224" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>             "01"          "02422"          "02421"          "02431"          "02432" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>         "022223"             "01"          "02421"          "02421"             "01" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>         "022221"         "022211"          "02422"             "01"             "01" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>          "02432"          "02432"             "01"          "02421"          "02421" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>          "02431"          "02432"           "0211"             "01"         "022212" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>         "022224"          "02421"         "022213"             "01"          "02433" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>          "02431"          "02432"          "02422"          "02431"          "02431" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>          "02432"         "022223"         "022211"             "01"           "0241" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>          "02422"             "01"         "022212"         "022211"             "01" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>          "02422"             "01"         "022221"          "02223"             "01" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"          "02421"           "0211"          "02421"         "022224" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>          "02422"          "02421"          "02421"          "02421"           "0211" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>         "022212"         "022213"           "0211"          "02421"             "01" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>           "0211"          "02213"          "02421"          "02432"          "02312" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>         "022211"             "01"           "0213"         "022221"         "022212" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>         "022213"          "02433"          "02432"             "01"          "02432" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>           "0211"             "01"           "0211"         "022223"             "01" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>         "022221"           "0213"         "022221"             "01"         "022211" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>           "0211"          "02431"          "02421"             "01"         "022223" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>             "01"             "01"          "02223"         "022212"             "01" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"             "01"             "01"         "022224"          "02421" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>         "022221"          "02431"          "02431"          "02421"         "022212" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"         "022212"          "02431"         "022223" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>          "02431"          "02223"          "02432"             "01"         "022213" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>             "01"          "02432"          "02431"          "02422"           "0211" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>         "022212"          "02421"             "01"           "0211"         "022213" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>         "022211"         "022212"          "02432"             "01"         "022221" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>          "02431"             "01"         "022213"          "02312"          "02422" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>         "022223"          "02223"             "01"           "0211"          "02422" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>          "02431"           "0211"          "02432"          "02431"          "02422" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>          "02432"          "02431"         "022213"          "02422"          "02432" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>         "022213"         "022221"             "01"             "01"         "022211" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>         "022224"             "01"           "0241"          "02421"           "0211" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>          "02422"         "022211"          "02431"          "02421"             "01" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"          "02422"          "02421"          "02431"         "022213" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>             "01"             "01"           "0241"         "022212"             "01" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>          "02432"             "01"         "022212"             "01"          "02422" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>         "022223"         "022212"         "022224"             "01"         "022221" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>             "01"             "01"             "01"             "01"             "01" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>          "02421"         "022211"          "02431"          "02421"          "02432" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>             "01"           "0211"          "02422"         "022221"           "0211" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"           "0211"             "01"         "022212"         "022212" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>          "02422"             "01"             "01"             "01"          "02422" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>             "01"         "022213"          "02432"             "01"             "01" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"         "022224"         "022221"          "02432"          "02432" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>          "02432"             "01"           "0211"         "022221"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>           "0211"             "01"             "01"          "02312"          "02432" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>             "01"         "022212"          "02431"             "01"         "022223" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>         "022223"             "01"         "022211"          "02422"           "0211" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>         "022211"         "022213"         "022213"             "01"         "022212" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>             "01"             "01"             "01"             "01"          "02313" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>          "02421"          "02312"           "0213"          "02313"          "02431" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>          "02421"           "0211"         "022224"             "01"          "02422" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>         "022212"          "02422"          "02431"         "022223"           "0211" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>         "022212"             "01"         "022212"           "0241"           "0213" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>             "01"         "022223"         "022223"          "02431"             "01" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>             "01"          "02432"          "02431"         "022221"             "01" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>          "02432"          "02312"             "01"           "0211"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>          "02421"             "01"             "01"          "02431"         "022213" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>             "01"          "02432"             "01"          "02431"          "02432" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>          "02431"             "01"          "02422"             "01"             "01" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>          "02421"             "01"          "02422"          "02421"             "01" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>          "02421"             "01"          "02431"             "01"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>          "02431"         "022212"          "02421"           "0211"          "02431" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>         "022213"           "0211"             "01"          "02422"         "022213" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>         "022211"             "01"         "022221"         "022221"             "01" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>         "022213"         "022213"           "0211"          "02223"         "022223" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>          "02421"          "02421"           "0211"          "02431"           "0211" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>             "01"           "0211"          "02223"             "01"          "02431" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>         "022213"          "02422"             "01"          "02422"          "02431" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>         "022211"         "022221"          "02432"         "022213"          "02422" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>         "022213"          "02431"          "02213"           "0211"           "0213" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>             "01"          "02223"         "022221"          "02431"         "022221" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>             "01"          "02431"         "022224"         "022213"             "01" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>         "022224"             "01"          "02432"          "02431"             "01" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>             "01"          "02213"         "022221"           "0211"          "02421" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>             "01"          "02432"          "02431"             "01"         "022213" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"          "02431"          "02432"             "01" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"             "01"          "02431"             "01"         "022213" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>         "022211"             "01"             "01"             "01"         "022211" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>             "01"         "022221"          "02421"          "02213"         "022211" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>          "02432"             "01"             "01"             "01"          "02312" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>          "02432"          "02431"         "022221"          "02422"          "02431" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>          "02431"          "02212"          "02422"             "01"          "02312" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>         "022223"          "02422"             "01"          "02431"         "022223" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>          "02422"             "01"          "02432"         "022211"             "01" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>          "02421"         "022213"          "02431"           "0213"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>             "01"          "02431"             "01"          "02431"         "022223" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>          "02422"             "01"         "022224"          "02432"         "022212" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>         "022224"          "02312"          "02432"           "0211"             "01" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>         "022223"          "02432"          "02431"         "022213"          "02422" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>             "01"         "022211"             "01"           "0211"         "022212" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>         "022211"             "01"          "02422"           "0211"          "02422" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>           "0211"             "01"          "02213"             "01"         "022211" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>           "0211"          "02421"          "02431"          "02223"             "01" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>          "02432"         "022212"             "01"         "022211"           "0211" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>         "022221"         "022221"             "01"          "02422"             "01" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>          "02421"          "02432"          "02422"         "022212"          "02422" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>         "022213"             "01"             "01"             "01"          "02421" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>           "0211"          "02432"         "022211"         "022221"          "02431" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>         "022221"         "022211"          "02431"          "02422"             "01" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>         "022212"           "0211"           "0241"         "022221"             "01" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>             "01"          "02421"             "01"          "02421"           "0241" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>          "02422"           "0211"          "02223"         "022211"             "01" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>          "02422"         "022212"         "022213"         "022224"             "01" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>          "02431"          "02431"          "02432"           "0211"         "022221" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>         "022221"         "022221"         "022211"          "02431"          "02432" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>         "022224"         "022212"          "02432"          "02432"         "022221" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>          "02421"             "01"          "02421"           "0211"          "02421" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>         "022212"           "0211"             "01"             "01"         "022211" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>             "01"             "01"             "01"         "022223"         "022221" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>          "02431"          "02432"         "022212"          "02421"          "02421" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>         "022212"          "02431"          "02421"          "02313"             "01" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>         "022212"         "022211"             "01"          "02422"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>          "02431"           "0211"           "0211"          "02422"             "01" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>             "01"          "02422"         "022211"             "01"             "01" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>          "02432"          "02312"          "02422"          "02223"             "01" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"          "02431"          "02422"             "01"          "02432" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>          "02422"          "02432"             "01"          "02432"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1854))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>             "01"           "0212"           "0212"          "02212"          "02324" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>           "0212"          "02322"          "02322"          "02321"          "02323" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"           "0241"             "01"           "0212" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>             "01"             "01"             "01"           "0212"           "0241" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>          "02322"          "02321"           "0213"          "02212"             "01" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>          "02321"             "01"             "01"          "02321"           "0241" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>             "01"          "02212"          "02324"          "02322"           "0233" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>           "0212"             "01"          "02323"           "0212"           "0241" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>             "01"          "02321"          "02323"          "02212"             "01" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>           "0233"          "02321"          "02323"           "0233"           "0241" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>           "0233"          "02323"          "02323"          "02322"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>          "02422"             "01"             "01"             "01"             "01" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>           "0212"          "02321"             "01"           "0212"          "02322" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>          "02322"           "0233"             "01"          "02324"           "0241" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>             "01"           "0233"           "0212"           "0241"           "0233" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>          "02324"             "01"             "01"          "02324"           "0212" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>             "01"           "0241"             "01"           "0233"           "0211" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>             "01"          "02322"             "01"          "02323"             "01" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>           "0212"             "01"          "02321"             "01"             "01" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>          "02324"          "02321"             "01"          "02324"          "02321" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"          "02321"          "02212"           "0211"             "01" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>           "0212"          "02321"           "0241"             "01"           "0241" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>             "01"           "0212"           "0233"             "01"             "01" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>          "02322"           "0212"             "01"          "02321"             "01" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>             "01"          "02324"          "02323"          "02324"             "01" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"             "01"           "0212"           "0241"          "02321" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>             "01"          "02321"             "01"             "01"             "01" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"           "0241"             "01"             "01"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>           "0233"           "0233"          "02212"          "02311"             "01" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>          "02322"           "0212"          "02212"             "01"           "0212" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>           "0233"           "0212"             "01"          "02324"           "0212" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>             "01"          "02321"             "01"          "02324"           "0212" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>          "02324"             "01"             "01"           "0211"          "02323" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>           "0212"          "02321"           "0233"           "0241"          "02323" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>           "0233"           "0233"          "02321"           "0233"          "02324" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>             "01"           "0212"             "01"           "0212"          "02324" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>          "02321"          "02323"           "0233"          "02322"           "0233" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>           "0241"          "02212"             "01"          "02322"          "02321" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>             "01"           "0241"          "02321"             "01"           "0241" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>          "02321"             "01"             "01"          "02321"           "0212" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>          "02322"           "0233"             "01"           "0212"             "01" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>          "02322"          "02322"           "0233"           "0212"           "0211" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>             "01"           "0233"          "02321"           "0233"           "0211" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>          "02323"             "01"             "01"           "0211"             "01" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>             "01"             "01"           "0233"           "0212"          "02324" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>          "02322"           "0212"          "02323"             "01"          "02322" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>           "0212"           "0212"          "02212"          "02322"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>          "02323"          "02321"          "02422"           "0212"          "02323" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>           "0211"           "0212"          "02321"           "0212"          "02322" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>           "0233"             "01"             "01"           "0212"             "01" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>             "01"             "01"          "02321"          "02422"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>             "01"             "01"           "0233"          "02321"          "02321" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>           "0241"           "0233"           "0212"             "01"          "02323" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>          "02321"          "02323"          "02322"             "01"          "02324" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>           "0233"           "0211"           "0212"           "0241"          "02422" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>             "01"          "02322"             "01"             "01"          "02323" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>          "02323"             "01"           "0233"           "0233"           "0233" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>             "01"           "0212"          "02322"             "01"          "02322" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"             "01"           "0241"          "02323"             "01" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>             "01"             "01"             "01"             "01"          "02323" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>             "01"          "02323"           "0233"             "01"          "02323" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>           "0212"          "02322"          "02322"           "0233"             "01" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>          "02321"             "01"           "0233"          "02323"           "0212" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>             "01"           "0212"          "02212"          "02212"          "02322" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>          "02323"           "0233"             "01"          "02323"         "022222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>          "02321"           "0212"          "02323"          "02321"          "02322" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>             "01"          "02321"          "02322"             "01"          "02321" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>          "02322"          "02324"           "0212"          "02322"          "02422" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>           "0241"           "0211"             "01"          "02323"          "02321" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>           "0241"          "02321"             "01"             "01"          "02322" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>          "02321"           "0212"          "02324"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"          "02322"          "02324"          "02212"             "01" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>             "01"             "01"             "01"          "02324"             "01" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>             "01"           "0241"          "02324"             "01"             "01" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>           "0212"             "01"             "01"             "01"           "0233" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"          "02322"          "02321"           "0212" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>             "01"             "01"          "02212"             "01"          "02323" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>             "01"           "0241"          "02311"           "0211"          "02322" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>           "0212"          "02324"             "01"          "02324"           "0241" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>             "01"          "02322"          "02322"             "01"           "0233" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>           "0233"             "01"             "01"           "0241"           "0233" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>          "02321"          "02212"             "01"             "01"           "0233" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"           "0233"           "0233"          "02324"             "01" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>             "01"             "01"          "02324"           "0233"          "02321" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>             "01"           "0211"             "01"          "02322"             "01" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>          "02324"          "02323"          "02324"           "0233"             "01" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>             "01"          "02322"          "02212"           "0211"          "02323" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>           "0212"             "01"           "0213"             "01"          "02323" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>           "0233"          "02423"          "02321"           "0211"           "0212" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>           "0241"          "02323"           "0211"          "02324"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>          "02324"             "01"             "01"             "01"          "02321" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>           "0241"          "02321"             "01"             "01"             "01" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>             "01"             "01"           "0213"          "02212"           "0233" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>          "02422"             "01"             "01"          "02324"          "02422" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>          "02323"             "01"           "0212"           "0212"         "022222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>          "02322"           "0241"             "01"             "01"             "01" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>             "01"          "02321"          "02322"             "01"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>           "0233"          "02322"           "0212"           "0212"             "01" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>             "01"             "01"             "01"          "02422"             "01" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>           "0233"             "01"             "01"             "01"          "02324" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>          "02321"             "01"             "01"             "01"             "01" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>             "01"             "01"          "02212"          "02433"             "01" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>          "02321"             "01"          "02323"             "01"          "02322" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>          "02422"             "01"             "01"          "02322"             "01" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>             "01"          "02323"          "02212"          "02323"          "02324" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>             "01"           "0233"          "02324"          "02323"           "0233" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>             "01"           "0241"             "01"          "02324"             "01" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>          "02323"          "02321"          "02323"          "02323"             "01" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>          "02322"             "01"           "0241"          "02323"           "0233" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>           "0233"           "0233"             "01"             "01"          "02322" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>          "02323"          "02212"           "0233"           "0212"             "01" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>          "02321"           "0241"           "0241"           "0233"          "02321" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>          "02422"          "02322"             "01"          "02321"             "01" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>           "0211"             "01"          "02321"             "01"          "02423" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>             "01"             "01"          "02311"           "0233"          "02321" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>           "0212"             "01"           "0212"           "0212"          "02323" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>           "0233"          "02321"           "0211"             "01"          "02322" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"          "02323"             "01"          "02321"             "01" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>           "0241"           "0233"             "01"           "0233"          "02321" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>           "0241"           "0233"             "01"          "02322"          "02321" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"             "01"           "0233"             "01"          "02322" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>          "02322"             "01"          "02324"             "01"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>             "01"           "0213"          "02323"           "0233"           "0233" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>             "01"          "02323"          "02321"          "02324"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>             "01"             "01"             "01"             "01"          "02422" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>             "01"           "0233"          "02321"             "01"           "0233" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>             "01"             "01"             "01"          "02324"          "02321" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>             "01"          "02422"           "0211"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>           "0233"           "0233"             "01"           "0211"          "02321" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>             "01"          "02322"          "02321"           "0233"          "02324" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"           "0212"             "01"           "0241"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>             "01"           "0233"             "01"          "02423"             "01" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>             "01"             "01"          "02323"             "01"          "02321" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>             "01"          "02212"             "01"           "0241"             "01" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>          "02323"          "02322"          "02313"           "0212"           "0212" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"          "02324"             "01"          "02321"           "0212" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>             "01"             "01"          "02322"           "0233"          "02323" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>          "02324"           "0233"           "0233"             "01"           "0233" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>          "02321"          "02422"             "01"           "0211"          "02324" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>           "0213"           "0212"          "02321"             "01"          "02321" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>           "0241"             "01"           "0233"          "02324"          "02322" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>           "0233"          "02212"           "0233"           "0233"          "02422" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>           "0241"             "01"          "02322"             "01"          "02322" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>          "02324"          "02422"          "02212"             "01"          "02322" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>          "02322"          "02324"             "01"          "02322"          "02323" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"             "01"          "02322"           "0233"             "01" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>             "01"           "0212"             "01"             "01"          "02324" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>             "01"          "02324"          "02422"          "02422"             "01" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>          "02423"             "01"             "01"          "02212"          "02323" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>           "0212"             "01"          "02321"             "01"           "0212" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>          "02322"          "02321"           "0233"          "02321"          "02321" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>          "02321"          "02212"          "02323"          "02212"          "02321" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>          "02324"             "01"             "01"             "01"           "0212" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>          "02321"          "02321"           "0212"           "0212"             "01" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>           "0212"           "0212"           "0212"           "0212"           "0212" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>           "0212"          "02422"             "01"             "01"             "01" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>           "0212"           "0212"             "01"          "02321"         "022114" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"             "01"           "0213"             "01"          "02323" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>           "0213"             "01"          "02323"             "01"           "0212" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>           "0212"          "02234"          "02321"             "01"           "0212" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>             "01"             "01"          "02321"           "0212"          "02321" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>          "02321"             "01"             "01"             "01"          "02423" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>          "02321"          "02321"          "02321"           "0212"             "01" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>          "02321"          "02323"          "02321"          "02212"           "0212" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>             "01"             "01"           "0212"           "0212"           "0212" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>             "01"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>             "01"             "01"           "0213"             "01"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>             "01"         "022112"          "02312"           "0211"          "02311" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"         "022111"          "02233"           "0211"         "022111" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>         "022111"             "01"           "0211"           "0211"          "02312" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>             "01"           "0211"         "022111"          "02311"             "01" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>          "02311"          "02311"             "01"             "01"          "02311" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>           "0211"         "022111"          "02312"           "0211"             "01" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>           "0241"             "01"         "022111"          "02322"          "02322" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"          "02423"         "022111"           "0241"           "0211" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>           "0211"             "01"           "0241"          "02311"           "0241" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"         "022113"          "02232"             "01"          "02312" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>             "01"           "0211"             "01"             "01"         "022111" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>             "01"         "022112"             "01"           "0211"           "0211" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"         "022111"             "01"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>          "02312"             "01"          "02312"          "02232"             "01" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>             "01"             "01"         "022111"             "01"           "0241" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>             "01"             "01"         "022111"          "02312"          "02312" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>           "0211"           "0211"         "022111"          "02311"           "0241" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>             "01"          "02311"          "02213"         "022113"             "01" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>         "022111"          "02213"          "02311"         "022111"             "01" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"           "0213"           "0211"             "01"           "0241" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>             "01"             "01"          "02312"             "01"          "02311" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>          "02311"          "02312"             "01"           "0211"           "0211" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>             "01"           "0211"         "022111"           "0211"           "0211" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>             "01"          "02213"             "01"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>             "01"           "0213"           "0211"             "01"             "01" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>             "01"          "02311"          "02213"           "0211"             "01" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>           "0211"             "01"           "0211"          "02311"             "01" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>          "02311"          "02213"          "02231"           "0241"             "01" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>          "02311"           "0241"           "0241"             "01"           "0211" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>           "0211"         "022111"          "02212"          "02312"         "022222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>          "02312"          "02213"          "02213"          "02231"             "01" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"         "022114"           "0211"             "01"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>         "022111"         "022111"          "02233"           "0213"           "0241" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>         "022111"             "01"          "02231"          "02311"           "0213" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>             "01"             "01"             "01"          "02311"          "02312" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>             "01"          "02232"           "0211"           "0211"          "02312" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>          "02311"          "02312"          "02233"          "02312"             "01" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>           "0241"             "01"          "02312"          "02312"           "0241" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"          "02311"          "02312"             "01"         "022112" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>             "01"             "01"             "01"             "01"          "02312" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>             "01"             "01"           "0241"           "0211"          "02322" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>             "01"          "02232"             "01"          "02311"           "0241" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>             "01"         "022114"          "02233"           "0241"             "01" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>             "01"           "0211"           "0241"             "01"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>           "0211"          "02313"          "02312"             "01"         "022114" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>          "02311"             "01"             "01"           "0211"         "022114" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"             "01"          "02232"          "02311"         "022114" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>           "0211"          "02213"          "02232"          "02311"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"             "01"           "0211"         "022112"         "022112" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>          "02311"          "02213"         "022114"             "01"             "01" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>          "02311"          "02312"             "01"         "022111"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"          "02311"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>         "022113"          "02213"          "02213"             "01"             "01" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>         "022112"          "02422"           "0211"             "01"             "01" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>             "01"             "01"          "02311"          "02311"             "01" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>             "01"         "022114"           "0241"           "0211"             "01" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"             "01"          "02233"         "022111"           "0211" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"             "01"           "0211"         "022113" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>         "022111"          "02313"             "01"           "0241"             "01" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>           "0211"             "01"          "02311"          "02213"          "02322" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"         "022112"          "02313"          "02311"             "01" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>          "02312"             "01"             "01"             "01"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>           "0241"             "01"           "0211"          "02311"         "022114" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>         "022113"         "022111"          "02322"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>          "02311"             "01"           "0211"             "01"          "02423" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>             "01"             "01"           "0211"         "022112"          "02312" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"          "02311"          "02212"          "02312"           "0211" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>         "022111"          "02311"          "02234"          "02231"           "0211" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>             "01"           "0211"             "01"           "0241"             "01" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>             "01"          "02422"         "022111"          "02311"           "0241" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>             "01"          "02213"          "02311"          "02213"             "01" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>             "01"             "01"         "022111"             "01"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>             "01"          "02312"          "02423"           "0241"          "02312" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>         "022111"          "02213"         "022213"             "01"             "01" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>             "01"           "0211"             "01"             "01"             "01" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>             "01"             "01"             "01"             "01"           "0211" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>           "0241"          "02232"             "01"         "022112"         "022112" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>             "01"           "0241"          "02233"             "01"             "01" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"             "01"             "01"           "0241" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"             "01"             "01"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>             "01"             "01"           "0211"          "02232"             "01" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>         "022114"          "02212"         "022112"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>         "022113"          "02231"          "02232"           "0211"             "01" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"         "022112"             "01"             "01"             "01" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>             "01"          "02231"             "01"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>             "01"             "01"             "01"           "0241"             "01" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>             "01"         "022112"             "01"             "01"             "01" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>           "0211"             "01"         "022112"             "01"         "022113" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>         "022114"          "02233"             "01"             "01"           "0211" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>             "01"             "01"             "01"             "01"         "022114" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"         "022112"             "01"           "0241"          "02423" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"           "0241"             "01"             "01"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"             "01"          "02423"          "02313"             "01" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"             "01"          "02231"         "022112"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>             "01"         "022111"         "022112"             "01"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>             "01"          "02231"          "02231"           "0211"          "02313" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>             "01"          "02231"          "02231"             "01"             "01" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"             "01"             "01"             "01"             "01" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"         "022111"         "022113"          "02312"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"             "01"         "022112"          "02213"             "01" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>             "01"             "01"          "02312"          "02312"             "01" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>             "01"         "022111"          "02313"         "022113"             "01" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"             "01"          "02232"         "022112"         "022113" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>             "01"         "022112"         "022111"          "02423"             "01" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"         "022111"          "02311"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>             "01"         "022112"             "01"           "0241"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>             "01"           "0241"             "01"             "01"         "022113" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>         "022114"             "01"          "02233"          "02231"          "02311" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"           "0241"           "0241"             "01"         "022113" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>             "01"          "02213"          "02423"          "02313"         "022113" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>          "02313"             "01"          "02232"           "0241"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"             "01"         "022112"             "01"             "01" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>             "01"          "02313"             "01"          "02231"         "022113" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"           "0241"             "01"             "01"             "01" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>             "01"           "0241"             "01"          "02311"           "0241" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>             "01"             "01"             "01"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>             "01"             "01"         "022114"             "01"             "01" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"           "0241"          "02233"           "0211"           "0211" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>             "01"           "0241"          "02212"             "01"             "01" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>          "02423"         "022111"             "01"          "02313"             "01" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>          "02311"             "01"             "01"             "01"          "02423" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"           "0211"          "02423"          "02232"          "02423" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"             "01"             "01" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>         "022114"          "02313"          "02231"             "01"             "01" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"             "01"         "022112"             "01" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>             "01"         "022111"             "01"             "01"           "0211" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>           "0241"             "01"             "01"          "02423"         "022112" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>          "02311"          "02313"          "02423"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"             "01"          "02231"             "01" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"             "01"             "01"             "01" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>             "01"             "01"             "01"         "022113"           "0213" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>             "01"             "01"          "02423"             "01"         "022112" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>          "02423"             "01"         "022112"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>          "02423"             "01"          "02311"           "0241"             "01" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>             "01"          "02312"         "022112"          "02231"             "01" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"             "01"             "01"           "0211"             "01" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>             "01"          "02231"          "02313"             "01"             "01" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>             "01"          "02213"             "01"             "01"           "0211" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"             "01"           "0241"           "0241" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>             "01"         "022114"          "02232"             "01"             "01" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"           "0211"           "0211"           "0241" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>             "01"             "01"         "022112"          "02311"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>             "01"          "02231"           "0241"         "022112"             "01" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>          "02313"          "02231"             "01"           "0211"         "022114" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>             "01"             "01"          "02232"         "022111"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>          "02313"             "01"           "0211"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>             "01"          "02423"          "02423"         "022113"             "01" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"          "02423"             "01"             "01"             "01" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"             "01"             "01"             "01"             "01" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>           "0241"             "01"             "01"             "01"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>             "01"          "02311"             "01"             "01"          "02311" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>          "02311"             "01"             "01"           "0211"           "0241" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>             "01"             "01"          "02312"           "0241"           "0211" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>          "02312"           "0241"             "01"           "0241"           "0211" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"             "01"             "01"             "01"          "02423" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>          "02311"           "0241"             "01"             "01"             "01" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>           "0211"           "0211"          "02423"           "0211"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>           "0241"             "01"             "01"             "01"             "01" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>           "0241"             "01"          "02212"             "01"           "0211" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>             "01"          "02311"           "0211"           "0211"             "01" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>          "02311"           "0211"             "01"          "02313"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>           "0211"             "01"             "01"           "0211"           "0241" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>           "0211"             "01"             "01"           "0211"          "02312" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>             "01"           "0211"           "0241"           "0211"             "01" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>             "01"           "0211"           "0241"           "0241"             "01" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>           "0211"           "0241"           "0241"             "01"          "02312" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>             "01"             "01"             "01"           "0211"             "01" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>             "01"          "02312"           "0211"             "01"             "01" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>           "0241"           "0241"          "02312"           "0211"             "01" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>           "0241"          "02423"           "0211"           "0211"             "01" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>             "01"             "01"             "01"             "01"           "0211" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>             "01"             "01"           "0211"           "0241"           "0211" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>           "0241"             "01"           "0211"             "01"           "0241" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>             "01"             "01"          "02312"          "02231"           "0211" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>         "022113"             "01"           "0211"          "02312"          "02312" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>           "0213"           "0241"             "01"           "0241"             "01" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>           "0211"             "01"             "01"          "02312"           "0211" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>             "01"          "02233"             "01"           "0211"           "0211" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>             "01"             "01"          "02423"           "0211"          "02313" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>           "0241"             "01"             "01"             "01"          "02312" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>           "0211"             "01"          "02312"             "01"           "0211" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>           "0241"          "02311"             "01"          "02312"             "01" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>           "0241"             "01"          "02232"             "01"             "01" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>          "02423"           "0211"             "01"             "01"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>           "0211"             "01"           "0241"           "0211"           "0211" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>           "0211"          "02312"           "0241"           "0241"          "02312" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>           "0241"             "01"           "0211"             "01"           "0241" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>           "0211"           "0241"           "0241"             "01"             "01" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>             "01"             "01"          "02233"           "0241"           "0211" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>          "02423"          "02423"             "01"           "0211"          "02312" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>             "01"           "0241"           "0241"           "0241"             "01" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>           "0241"             "01"          "02312"           "0211"           "0241" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>          "02312"          "02423"             "01"             "01"             "01" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>           "0211"             "01"             "01"             "01"           "0211" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>           "0211"           "0241"          "02312"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>           "0211"             "01"             "01"           "0211"             "01" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>             "01"             "01"          "02312"           "0211"          "02312" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>           "0211"          "02312"             "01"             "01"             "01" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>           "0211"             "01"             "01"             "01"           "0211" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>             "01"           "0241"           "0211"             "01"             "01" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>          "02312"           "0241"             "01"          "02312"             "01" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>             "01"           "0241"           "0211"             "01"           "0241" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>          "02423"             "01"             "01"          "02423"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>           "0241"           "0241"           "0211"           "0241"           "0211" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>             "01"             "01"             "01"           "0241"           "0241" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>             "01"          "02423"           "0211"           "0241"           "0241" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>             "01"           "0211"          "02423"           "0211"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>           "0211"             "01"             "01"           "0241"           "0241" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>           "0211"             "01"         "022113"             "01"           "0241" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>             "01"           "0211"           "0241"             "01"             "01" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>          "02312"             "01"             "01"           "0241"             "01" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>          "02312"          "02312"             "01"             "01"           "0241" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>           "0211"          "02312"             "01"           "0213"             "01" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>             "01"           "0211"           "0241"           "0211"          "02312" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>           "0241"             "01"           "0211"           "0211"             "01" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>             "01"          "02312"             "01"           "0241"           "0211" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>          "02423"          "02312"          "02423"           "0211"             "01" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>             "01"           "0241"           "0211"          "02423"             "01" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>             "01"          "02312"             "01"             "01"           "0211" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>             "01"           "0213"             "01"           "0241"           "0241" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>           "0211"          "02423"           "0241"           "0211"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"             "01"          "02423"             "01"             "01" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>           "0241"             "01"          "02423"             "01"             "01" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>             "01"             "01"             "01"         "022112"             "01" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>             "01"             "01"           "0211"          "02313"             "01" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>             "01"             "01"             "01"             "01"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>           "0211"             "01"             "01"             "01"             "01" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>             "01"         "022111"           "0211"           "0211"             "01" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"             "01"          "02233"          "02312"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>           "0241"           "0213"             "01"           "0211"           "0241" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>             "01"             "01"           "0241"             "01"             "01" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>           "0211"             "01"             "01"             "01"             "01" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>             "01"             "01"           "0241"             "01"             "01" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>             "01"             "01"             "01"          "02312"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>           "0211"           "0241"             "01"          "02232"          "02311" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>          "02312"             "01"         "022111"             "01"             "01" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"           "0241"          "02213"             "01"             "01" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>             "01"             "01"             "01"             "01"          "02311" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>             "01"             "01"          "02311"             "01"             "01" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>           "0241"             "01"          "02232"           "0213"             "01" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>             "01"           "0211"             "01"             "01"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>             "01"             "01"          "02233"             "01"             "01" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>             "01"          "02233"             "01"             "01"             "01" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>           "0211"             "01"             "01"             "01"             "01" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>             "01"             "01"           "0211"          "02312"             "01" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>             "01"             "01"             "01"          "02312"             "01" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>             "01"             "01"           "0211"             "01"          "02311" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>          "02312"             "01"          "02312"             "01"             "01" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>           "0211"             "01"             "01"             "01"         "022112" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>             "01"             "01"           "0241"           "0211"             "01" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>             "01"             "01"             "01"           "0241"           "0241" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"           "0241"             "01"             "01"             "01" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>             "01"             "01"             "01"             "01"          "02423" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>             "01"             "01"           "0211"             "01"           "0241" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>             "01"             "01"             "01"             "01"           "0241" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>         "022113"           "0211"         "022113"             "01"             "01" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>             "01"             "01"             "01"             "01"           "0211" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"             "01"             "01"             "01"           "0241" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>             "01"             "01"             "01"          "02423"           "0212" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>             "01"             "01"             "01"             "01"          "02312" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>             "01"             "01"             "01"             "01"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>          "02423"             "01"          "02234"          "02312"             "01" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>             "01"             "01"             "01"           "0241"             "01" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>             "01"             "01"          "02311"             "01"             "01" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"             "01"             "01"             "01"             "01" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>             "01"         "022111"             "01"             "01"             "01" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>           "0241"             "01"             "01"             "01"         "022113" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>             "01"             "01"             "01"           "0241"             "01" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>           "0211"             "01"             "01"           "0211"             "01" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>           "0211"             "01"          "02232"             "01"             "01" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>             "01"             "01"             "01"           "0211"             "01" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>             "01"             "01"             "01"             "01"         "022111" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>             "01"             "01"             "01"          "02233"           "0211" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>             "01"             "01"           "0213"          "02312"             "01" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>           "0241"             "01"             "01"             "01"             "01" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>             "01"             "01"             "01"             "01"           "0241" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"             "01"             "01"             "01"             "01" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>          "02312"             "01"             "01"             "01"             "01" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>             "01"           "0212"           "0212"             "01"           "0212" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>           "0212"           "0212"           "0212"           "0212"           "0213" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>             "01"          "02212"           "0212"           "0212"           "0212" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>           "0212"             "01"             "01"             "01"             "01" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>             "01"             "01"             "01"           "0212"             "01" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>             "01"             "01"             "01"         "022222"           "0212" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>             "01"           "0212"             "01"           "0212"           "0212" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>           "0212"             "01"           "0212"             "01"          "02433" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>           "0212"           "0212"           "0212"           "0212"         "022222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>             "01"             "01"           "0212"           "0212"             "01" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>             "01"           "0212"         "022222"           "0212"         "022222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>             "01"           "0212"             "01"             "01"             "01" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>             "01"           "0212"             "01"             "01"             "01" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>           "0212"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>           "0212"           "0241"           "0212"             "01"           "0212" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>           "0212"           "0212"           "0212"          "02433"           "0212" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>           "0212"             "01"           "0212"           "0212"           "0212" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>          "02322"           "0212"             "01"             "01"             "01" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>           "0212"           "0212"           "0212"         "022222"             "01" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>             "01"           "0212"          "02433"           "0213"           "0212" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>           "0213"             "01"           "0212"             "01"             "01" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>           "0213"             "01"           "0212"           "0212"           "0212" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>           "0213"           "0212"         "022222"             "01"           "0212" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>           "0212"           "0213"           "0212"           "0212"           "0212" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>             "01"           "0212"           "0212"           "0212"             "01" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>           "0213"           "0212"           "0213"           "0212"             "01" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>             "01"             "01"           "0212"           "0213"             "01" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>           "0213"             "01"             "01"             "01"           "0213" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>             "01"             "01"           "0212"           "0213"           "0212" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>             "01"           "0212"           "0212"             "01"           "0213" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>           "0212"             "01"           "0212"           "0212"           "0211" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>             "01"          "02212"           "0212"             "01"           "0212" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>           "0212"           "0212"             "01"           "0212"             "01" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>           "0213"             "01"             "01"           "0213"           "0212" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>             "01"           "0212"         "022222"           "0212"             "01" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>             "01"          "02433"             "01"           "0213"             "01" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>           "0212"           "0212"             "01"          "02433"          "02433" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>         "022222"             "01"           "0212"             "01"             "01" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>             "01"           "0212"             "01"           "0212"          "02422" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>             "01"             "01"           "0212"           "0212"           "0212" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>           "0211"             "01"             "01"          "02433"             "01" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>          "02433"           "0213"          "02433"           "0212"           "0212" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>           "0212"             "01"             "01"             "01"             "01" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>             "01"           "0212"           "0213"           "0212"             "01" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>           "0212"           "0212"             "01"             "01"           "0212" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>           "0212"          "02433"           "0212"           "0212"             "01" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>         "022222"             "01"           "0212"           "0213"          "02433" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>             "01"          "02433"             "01"             "01"           "0212" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>             "01"             "01"             "01"           "0212"         "022222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>             "01"           "0213"             "01"             "01"          "02421" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>             "01"           "0212"             "01"           "0212"           "0212" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>           "0212"             "01"           "0212"             "01"          "02433" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>           "0212"           "0212"             "01"           "0212"             "01" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>             "01"             "01"           "0212"             "01"         "022222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>           "0212"             "01"             "01"             "01"           "0212" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>           "0212"         "022222"             "01"           "0212"             "01" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>          "02433"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>           "0241"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>           "0212"             "01"           "0212"           "0212"             "01" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>             "01"             "01"           "0212"             "01"             "01" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>             "01"          "02433"           "0212"          "02422"             "01" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>           "0212"           "0211"           "0213"           "0212"             "01" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>             "01"           "0212"         "022222"           "0212"             "01" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>           "0212"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>             "01"             "01"             "01"           "0212"          "02433" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>             "01"             "01"           "0212"             "01"             "01" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>             "01"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>           "0212"           "0213"           "0212"             "01"           "0213" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>           "0212"             "01"           "0212"             "01"             "01" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>           "0213"          "02433"           "0212"           "0212"           "0212" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>         "022221"          "02432"             "01"             "01"          "02422" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>          "02422"             "01"           "0211"           "0211"           "0211" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>          "02432"             "01"             "01"          "02223"         "022213" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>         "022221"          "02223"         "022211"          "02422"          "02422" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>          "02432"             "01"          "02431"         "022212"          "02432" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>          "02432"         "022223"          "02432"             "01"             "01" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>         "022211"          "02422"          "02421"          "02421"             "01" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>         "022224"             "01"             "01"             "01"          "02313" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>          "02422"             "01"          "02223"          "02431"          "02432" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>          "02432"           "0211"             "01"          "02432"           "0211" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>         "022221"         "022212"           "0211"             "01"             "01" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>         "022213"          "02431"             "01"          "02432"         "022211" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>         "022213"          "02432"         "022224"         "022213"           "0241" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>           "0241"           "0211"          "02432"             "01"           "0211" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>             "01"          "02422"          "02431"             "01"          "02421" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>             "01"             "01"          "02421"          "02432"          "02313" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>             "01"          "02432"          "02223"             "01"             "01" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>             "01"             "01"         "022223"             "01"         "022212" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>          "02431"          "02213"         "022221"          "02421"          "02432" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>          "02431"          "02421"          "02432"          "02422"          "02431" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>         "022213"          "02223"           "0211"          "02421"             "01" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>          "02431"          "02431"           "0211"          "02431"          "02313" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>             "01"          "02422"          "02421"          "02421"             "01" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>          "02431"             "01"          "02422"          "02422"         "022224" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>          "02421"          "02432"          "02432"          "02421"         "022213" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>             "01"          "02421"           "0213"          "02421"         "022223" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>             "01"         "022213"             "01"          "02223"             "01" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>          "02431"          "02421"         "022211"          "02421"           "0211" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>         "022212"          "02421"          "02422"         "022213"          "02432" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>         "022213"          "02431"           "0211"         "022211"          "02422" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>          "02432"         "022212"         "022211"           "0211"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>           "0211"           "0213"           "0211"             "01"             "01" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"          "02422"             "01"          "02422"             "01" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>           "0211"          "02421"         "022224"          "02422"          "02421" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>           "0211"         "022211"          "02421"         "022211"         "022224" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>             "01"          "02422"          "02421"          "02431"          "02432" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>         "022223"             "01"          "02421"          "02421"             "01" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>         "022221"         "022211"          "02422"             "01"             "01" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>          "02432"          "02432"             "01"          "02421"          "02421" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>          "02431"          "02432"           "0211"             "01"         "022212" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>         "022224"          "02421"         "022213"             "01"          "02433" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>          "02431"          "02432"          "02422"          "02431"          "02431" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>          "02432"         "022223"         "022211"             "01"           "0241" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>          "02422"             "01"         "022212"         "022211"             "01" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>          "02422"             "01"         "022221"          "02223"             "01" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"          "02421"           "0211"          "02421"         "022224" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>          "02422"          "02421"          "02421"          "02421"           "0211" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>         "022212"         "022213"           "0211"          "02421"             "01" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>           "0211"          "02213"          "02421"          "02432"          "02312" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>         "022211"             "01"           "0213"         "022221"         "022212" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>         "022213"          "02433"          "02432"             "01"          "02432" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>           "0211"             "01"           "0211"         "022223"             "01" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>         "022221"           "0213"         "022221"             "01"         "022211" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>           "0211"          "02431"          "02421"             "01"         "022223" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>             "01"             "01"          "02223"         "022212"             "01" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"             "01"             "01"         "022224"          "02421" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>         "022221"          "02431"          "02431"          "02421"         "022212" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"         "022212"          "02431"         "022223" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>          "02431"          "02223"          "02432"             "01"         "022213" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>             "01"          "02432"          "02431"          "02422"           "0211" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>         "022212"          "02421"             "01"           "0211"         "022213" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>         "022211"         "022212"          "02432"             "01"         "022221" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>          "02431"             "01"         "022213"          "02312"          "02422" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>         "022223"          "02223"             "01"           "0211"          "02422" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>          "02431"           "0211"          "02432"          "02431"          "02422" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>          "02432"          "02431"         "022213"          "02422"          "02432" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>         "022213"         "022221"             "01"             "01"         "022211" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>         "022224"             "01"           "0241"          "02421"           "0211" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>          "02422"         "022211"          "02431"          "02421"             "01" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"          "02422"          "02421"          "02431"         "022213" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>             "01"             "01"           "0241"         "022212"             "01" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>          "02432"             "01"         "022212"             "01"          "02422" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>         "022223"         "022212"         "022224"             "01"         "022221" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>             "01"             "01"             "01"             "01"             "01" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>          "02421"         "022211"          "02431"          "02421"          "02432" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>             "01"           "0211"          "02422"         "022221"           "0211" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"           "0211"             "01"         "022212"         "022212" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>          "02422"             "01"             "01"             "01"          "02422" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>             "01"         "022213"          "02432"             "01"             "01" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"         "022224"         "022221"          "02432"          "02432" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>          "02432"             "01"           "0211"         "022221"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>           "0211"             "01"             "01"          "02312"          "02432" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>             "01"         "022212"          "02431"             "01"         "022223" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>         "022223"             "01"         "022211"          "02422"           "0211" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>         "022211"         "022213"         "022213"             "01"         "022212" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>             "01"             "01"             "01"             "01"          "02313" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>          "02421"          "02312"           "0213"          "02313"          "02431" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>          "02421"           "0211"         "022224"             "01"          "02422" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>         "022212"          "02422"          "02431"         "022223"           "0211" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>         "022212"             "01"         "022212"           "0241"           "0213" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>             "01"         "022223"         "022223"          "02431"             "01" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>             "01"          "02432"          "02431"         "022221"             "01" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>          "02432"          "02312"             "01"           "0211"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>          "02421"             "01"             "01"          "02431"         "022213" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>             "01"          "02432"             "01"          "02431"          "02432" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>          "02431"             "01"          "02422"             "01"             "01" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>          "02421"             "01"          "02422"          "02421"             "01" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>          "02421"             "01"          "02431"             "01"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>          "02431"         "022212"          "02421"           "0211"          "02431" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>         "022213"           "0211"             "01"          "02422"         "022213" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>         "022211"             "01"         "022221"         "022221"             "01" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>         "022213"         "022213"           "0211"          "02223"         "022223" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>          "02421"          "02421"           "0211"          "02431"           "0211" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>             "01"           "0211"          "02223"             "01"          "02431" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>         "022213"          "02422"             "01"          "02422"          "02431" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>         "022211"         "022221"          "02432"         "022213"          "02422" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>         "022213"          "02431"          "02213"           "0211"           "0213" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>             "01"          "02223"         "022221"          "02431"         "022221" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>             "01"          "02431"         "022224"         "022213"             "01" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>         "022224"             "01"          "02432"          "02431"             "01" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>             "01"          "02213"         "022221"           "0211"          "02421" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>             "01"          "02432"          "02431"             "01"         "022213" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"          "02431"          "02432"             "01" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"             "01"          "02431"             "01"         "022213" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>         "022211"             "01"             "01"             "01"         "022211" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>             "01"         "022221"          "02421"          "02213"         "022211" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>          "02432"             "01"             "01"             "01"          "02312" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>          "02432"          "02431"         "022221"          "02422"          "02431" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>          "02431"          "02212"          "02422"             "01"          "02312" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>         "022223"          "02422"             "01"          "02431"         "022223" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>          "02422"             "01"          "02432"         "022211"             "01" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>          "02421"         "022213"          "02431"           "0213"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>             "01"          "02431"             "01"          "02431"         "022223" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>          "02422"             "01"         "022224"          "02432"         "022212" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>         "022224"          "02312"          "02432"           "0211"             "01" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>         "022223"          "02432"          "02431"         "022213"          "02422" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>             "01"         "022211"             "01"           "0211"         "022212" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>         "022211"             "01"          "02422"           "0211"          "02422" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>           "0211"             "01"          "02213"             "01"         "022211" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>           "0211"          "02421"          "02431"          "02223"             "01" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>          "02432"         "022212"             "01"         "022211"           "0211" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>         "022221"         "022221"             "01"          "02422"             "01" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>          "02421"          "02432"          "02422"         "022212"          "02422" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>         "022213"             "01"             "01"             "01"          "02421" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>           "0211"          "02432"         "022211"         "022221"          "02431" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>         "022221"         "022211"          "02431"          "02422"             "01" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>         "022212"           "0211"           "0241"         "022221"             "01" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>             "01"          "02421"             "01"          "02421"           "0241" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>          "02422"           "0211"          "02223"         "022211"             "01" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>          "02422"         "022212"         "022213"         "022224"             "01" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>          "02431"          "02431"          "02432"           "0211"         "022221" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>         "022221"         "022221"         "022211"          "02431"          "02432" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>         "022224"         "022212"          "02432"          "02432"         "022221" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>          "02421"             "01"          "02421"           "0211"          "02421" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>         "022212"           "0211"             "01"             "01"         "022211" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>             "01"             "01"             "01"         "022223"         "022221" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>          "02431"          "02432"         "022212"          "02421"          "02421" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>         "022212"          "02431"          "02421"          "02313"             "01" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>         "022212"         "022211"             "01"          "02422"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>          "02431"           "0211"           "0211"          "02422"             "01" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>             "01"          "02422"         "022211"             "01"             "01" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>          "02432"          "02312"          "02422"          "02223"             "01" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"          "02431"          "02422"             "01"          "02432" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>          "02422"          "02432"             "01"          "02432"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 1857))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>             "01"           "0212"           "0212"          "02212"          "02324" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>           "0212"          "02322"          "02322"          "02321"          "02323" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"           "0241"             "01"           "0212" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>             "01"             "01"             "01"           "0212"           "0241" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>          "02322"          "02321"           "0213"          "02212"             "01" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>          "02321"             "01"             "01"          "02321"           "0241" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>             "01"          "02212"          "02324"          "02322"           "0233" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>           "0212"             "01"          "02323"           "0212"           "0241" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>             "01"          "02321"          "02323"          "02212"             "01" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>           "0233"          "02321"          "02323"           "0233"           "0241" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>           "0233"          "02323"          "02323"          "02322"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>          "02422"             "01"             "01"             "01"             "01" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>           "0212"          "02321"             "01"           "0212"          "02322" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>          "02322"           "0233"             "01"          "02324"           "0241" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>             "01"           "0233"           "0212"           "0241"           "0233" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>          "02324"             "01"             "01"          "02324"           "0212" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>             "01"           "0241"             "01"           "0233"           "0211" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>             "01"          "02322"             "01"          "02323"             "01" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>           "0212"             "01"          "02321"             "01"             "01" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>          "02324"          "02321"             "01"          "02324"          "02321" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"          "02321"          "02212"           "0211"             "01" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>           "0212"          "02321"           "0241"             "01"           "0241" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>             "01"           "0212"           "0233"             "01"             "01" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>          "02322"           "0212"             "01"          "02321"             "01" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>             "01"          "02324"          "02323"          "02324"             "01" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"             "01"           "0212"           "0241"          "02321" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>             "01"          "02321"             "01"             "01"             "01" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"           "0241"             "01"             "01"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>           "0233"           "0233"          "02212"          "02311"             "01" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>          "02322"           "0212"          "02212"             "01"           "0212" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>           "0233"           "0212"             "01"          "02324"           "0212" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>             "01"          "02321"             "01"          "02324"           "0212" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>          "02324"             "01"             "01"           "0211"          "02323" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>           "0212"          "02321"           "0233"           "0241"          "02323" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>           "0233"           "0233"          "02321"           "0233"          "02324" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>             "01"           "0212"             "01"           "0212"          "02324" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>          "02321"          "02323"           "0233"          "02322"           "0233" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>           "0241"          "02212"             "01"          "02322"          "02321" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>             "01"           "0241"          "02321"             "01"           "0241" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>          "02321"             "01"             "01"          "02321"           "0212" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>          "02322"           "0233"             "01"           "0212"             "01" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>          "02322"          "02322"           "0233"           "0212"           "0211" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>             "01"           "0233"          "02321"           "0233"           "0211" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>          "02323"             "01"             "01"           "0211"             "01" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>             "01"             "01"           "0233"           "0212"          "02324" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>          "02322"           "0212"          "02323"             "01"          "02322" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>           "0212"           "0212"          "02212"          "02322"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>          "02323"          "02321"          "02422"           "0212"          "02323" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>           "0211"           "0212"          "02321"           "0212"          "02322" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>           "0233"             "01"             "01"           "0212"             "01" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>             "01"             "01"          "02321"          "02422"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>             "01"             "01"           "0233"          "02321"          "02321" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>           "0241"           "0233"           "0212"             "01"          "02323" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>          "02321"          "02323"          "02322"             "01"          "02324" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>           "0233"           "0211"           "0212"           "0241"          "02422" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>             "01"          "02322"             "01"             "01"          "02323" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>          "02323"             "01"           "0233"           "0233"           "0233" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>             "01"           "0212"          "02322"             "01"          "02322" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"             "01"           "0241"          "02323"             "01" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>             "01"             "01"             "01"             "01"          "02323" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>             "01"          "02323"           "0233"             "01"          "02323" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>           "0212"          "02322"          "02322"           "0233"             "01" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>          "02321"             "01"           "0233"          "02323"           "0212" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>             "01"           "0212"          "02212"          "02212"          "02322" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>          "02323"           "0233"             "01"          "02323"         "022222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>          "02321"           "0212"          "02323"          "02321"          "02322" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>             "01"          "02321"          "02322"             "01"          "02321" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>          "02322"          "02324"           "0212"          "02322"          "02422" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>           "0241"           "0211"             "01"          "02323"          "02321" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>           "0241"          "02321"             "01"             "01"          "02322" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>          "02321"           "0212"          "02324"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"          "02322"          "02324"          "02212"             "01" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>             "01"             "01"             "01"          "02324"             "01" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>             "01"           "0241"          "02324"             "01"             "01" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>           "0212"             "01"             "01"             "01"           "0233" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"          "02322"          "02321"           "0212" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>             "01"             "01"          "02212"             "01"          "02323" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>             "01"           "0241"          "02311"           "0211"          "02322" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>           "0212"          "02324"             "01"          "02324"           "0241" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>             "01"          "02322"          "02322"             "01"           "0233" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>           "0233"             "01"             "01"           "0241"           "0233" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>          "02321"          "02212"             "01"             "01"           "0233" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"           "0233"           "0233"          "02324"             "01" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>             "01"             "01"          "02324"           "0233"          "02321" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>             "01"           "0211"             "01"          "02322"             "01" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>          "02324"          "02323"          "02324"           "0233"             "01" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>             "01"          "02322"          "02212"           "0211"          "02323" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>           "0212"             "01"           "0213"             "01"          "02323" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>           "0233"          "02423"          "02321"           "0211"           "0212" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>           "0241"          "02323"           "0211"          "02324"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>          "02324"             "01"             "01"             "01"          "02321" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>           "0241"          "02321"             "01"             "01"             "01" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>             "01"             "01"           "0213"          "02212"           "0233" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>          "02422"             "01"             "01"          "02324"          "02422" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>          "02323"             "01"           "0212"           "0212"         "022222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>          "02322"           "0241"             "01"             "01"             "01" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>             "01"          "02321"          "02322"             "01"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>           "0233"          "02322"           "0212"           "0212"             "01" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>             "01"             "01"             "01"          "02422"             "01" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>           "0233"             "01"             "01"             "01"          "02324" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>          "02321"             "01"             "01"             "01"             "01" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>             "01"             "01"          "02212"          "02433"             "01" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>          "02321"             "01"          "02323"             "01"          "02322" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>          "02422"             "01"             "01"          "02322"             "01" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>             "01"          "02323"          "02212"          "02323"          "02324" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>             "01"           "0233"          "02324"          "02323"           "0233" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>             "01"           "0241"             "01"          "02324"             "01" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>          "02323"          "02321"          "02323"          "02323"             "01" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>          "02322"             "01"           "0241"          "02323"           "0233" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>           "0233"           "0233"             "01"             "01"          "02322" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>          "02323"          "02212"           "0233"           "0212"             "01" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>          "02321"           "0241"           "0241"           "0233"          "02321" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>          "02422"          "02322"             "01"          "02321"             "01" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>           "0211"             "01"          "02321"             "01"          "02423" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>             "01"             "01"          "02311"           "0233"          "02321" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>           "0212"             "01"           "0212"           "0212"          "02323" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>           "0233"          "02321"           "0211"             "01"          "02322" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"          "02323"             "01"          "02321"             "01" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>           "0241"           "0233"             "01"           "0233"          "02321" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>           "0241"           "0233"             "01"          "02322"          "02321" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"             "01"           "0233"             "01"          "02322" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>          "02322"             "01"          "02324"             "01"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>             "01"           "0213"          "02323"           "0233"           "0233" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>             "01"          "02323"          "02321"          "02324"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>             "01"             "01"             "01"             "01"          "02422" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>             "01"           "0233"          "02321"             "01"           "0233" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>             "01"             "01"             "01"          "02324"          "02321" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>             "01"          "02422"           "0211"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>           "0233"           "0233"             "01"           "0211"          "02321" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>             "01"          "02322"          "02321"           "0233"          "02324" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"           "0212"             "01"           "0241"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>             "01"           "0233"             "01"          "02423"             "01" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>             "01"             "01"          "02323"             "01"          "02321" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>             "01"          "02212"             "01"           "0241"             "01" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>          "02323"          "02322"          "02313"           "0212"           "0212" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"          "02324"             "01"          "02321"           "0212" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>             "01"             "01"          "02322"           "0233"          "02323" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>          "02324"           "0233"           "0233"             "01"           "0233" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>          "02321"          "02422"             "01"           "0211"          "02324" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>           "0213"           "0212"          "02321"             "01"          "02321" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>           "0241"             "01"           "0233"          "02324"          "02322" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>           "0233"          "02212"           "0233"           "0233"          "02422" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>           "0241"             "01"          "02322"             "01"          "02322" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>          "02324"          "02422"          "02212"             "01"          "02322" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>          "02322"          "02324"             "01"          "02322"          "02323" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"             "01"          "02322"           "0233"             "01" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>             "01"           "0212"             "01"             "01"          "02324" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>             "01"          "02324"          "02422"          "02422"             "01" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>          "02423"             "01"             "01"          "02212"          "02323" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>           "0212"             "01"          "02321"             "01"           "0212" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>          "02322"          "02321"           "0233"          "02321"          "02321" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>          "02321"          "02212"          "02323"          "02212"          "02321" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>          "02324"             "01"             "01"             "01"           "0212" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>          "02321"          "02321"           "0212"           "0212"             "01" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>           "0212"           "0212"           "0212"           "0212"           "0212" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>           "0212"          "02422"             "01"             "01"             "01" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>           "0212"           "0212"             "01"          "02321"         "022114" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"             "01"           "0213"             "01"          "02323" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>           "0213"             "01"          "02323"             "01"           "0212" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>           "0212"          "02234"          "02321"             "01"           "0212" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>             "01"             "01"          "02321"           "0212"          "02321" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>          "02321"             "01"             "01"             "01"          "02423" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>          "02321"          "02321"          "02321"           "0212"             "01" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>          "02321"          "02323"          "02321"          "02212"           "0212" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>             "01"             "01"           "0212"           "0212"           "0212" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>             "01"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>             "01"             "01"           "0213"             "01"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>             "01"         "022112"          "02312"           "0211"          "02311" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"         "022111"          "02233"           "0211"         "022111" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>         "022111"             "01"           "0211"           "0211"          "02312" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>             "01"           "0211"         "022111"          "02311"             "01" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>          "02311"          "02311"             "01"             "01"          "02311" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>           "0211"         "022111"          "02312"           "0211"             "01" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>           "0241"             "01"         "022111"          "02322"          "02322" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"          "02423"         "022111"           "0241"           "0211" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>           "0211"             "01"           "0241"          "02311"           "0241" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"         "022113"          "02232"             "01"          "02312" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>             "01"           "0211"             "01"             "01"         "022111" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>             "01"         "022112"             "01"           "0211"           "0211" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"         "022111"             "01"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>          "02312"             "01"          "02312"          "02232"             "01" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>             "01"             "01"         "022111"             "01"           "0241" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>             "01"             "01"         "022111"          "02312"          "02312" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>           "0211"           "0211"         "022111"          "02311"           "0241" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>             "01"          "02311"          "02213"         "022113"             "01" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>         "022111"          "02213"          "02311"         "022111"             "01" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"           "0213"           "0211"             "01"           "0241" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>             "01"             "01"          "02312"             "01"          "02311" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>          "02311"          "02312"             "01"           "0211"           "0211" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>             "01"           "0211"         "022111"           "0211"           "0211" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>             "01"          "02213"             "01"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>             "01"           "0213"           "0211"             "01"             "01" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>             "01"          "02311"          "02213"           "0211"             "01" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>           "0211"             "01"           "0211"          "02311"             "01" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>          "02311"          "02213"          "02231"           "0241"             "01" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>          "02311"           "0241"           "0241"             "01"           "0211" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>           "0211"         "022111"          "02212"          "02312"         "022222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>          "02312"          "02213"          "02213"          "02231"             "01" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"         "022114"           "0211"             "01"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>         "022111"         "022111"          "02233"           "0213"           "0241" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>         "022111"             "01"          "02231"          "02311"           "0213" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>             "01"             "01"             "01"          "02311"          "02312" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>             "01"          "02232"           "0211"           "0211"          "02312" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>          "02311"          "02312"          "02233"          "02312"             "01" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>           "0241"             "01"          "02312"          "02312"           "0241" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"          "02311"          "02312"             "01"         "022112" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>             "01"             "01"             "01"             "01"          "02312" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>             "01"             "01"           "0241"           "0211"          "02322" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>             "01"          "02232"             "01"          "02311"           "0241" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>             "01"         "022114"          "02233"           "0241"             "01" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>             "01"           "0211"           "0241"             "01"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>           "0211"          "02313"          "02312"             "01"         "022114" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>          "02311"             "01"             "01"           "0211"         "022114" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"             "01"          "02232"          "02311"         "022114" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>           "0211"          "02213"          "02232"          "02311"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"             "01"           "0211"         "022112"         "022112" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>          "02311"          "02213"         "022114"             "01"             "01" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>          "02311"          "02312"             "01"         "022111"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"          "02311"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>         "022113"          "02213"          "02213"             "01"             "01" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>         "022112"          "02422"           "0211"             "01"             "01" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>             "01"             "01"          "02311"          "02311"             "01" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>             "01"         "022114"           "0241"           "0211"             "01" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"             "01"          "02233"         "022111"           "0211" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"             "01"           "0211"         "022113" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>         "022111"          "02313"             "01"           "0241"             "01" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>           "0211"             "01"          "02311"          "02213"          "02322" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"         "022112"          "02313"          "02311"             "01" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>          "02312"             "01"             "01"             "01"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>           "0241"             "01"           "0211"          "02311"         "022114" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>         "022113"         "022111"          "02322"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>          "02311"             "01"           "0211"             "01"          "02423" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>             "01"             "01"           "0211"         "022112"          "02312" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"          "02311"          "02212"          "02312"           "0211" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>         "022111"          "02311"          "02234"          "02231"           "0211" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>             "01"           "0211"             "01"           "0241"             "01" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>             "01"          "02422"         "022111"          "02311"           "0241" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>             "01"          "02213"          "02311"          "02213"             "01" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>             "01"             "01"         "022111"             "01"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>             "01"          "02312"          "02423"           "0241"          "02312" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>         "022111"          "02213"         "022213"             "01"             "01" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>             "01"           "0211"             "01"             "01"             "01" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>             "01"             "01"             "01"             "01"           "0211" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>           "0241"          "02232"             "01"         "022112"         "022112" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>             "01"           "0241"          "02233"             "01"             "01" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"             "01"             "01"           "0241" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"             "01"             "01"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>             "01"             "01"           "0211"          "02232"             "01" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>         "022114"          "02212"         "022112"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>         "022113"          "02231"          "02232"           "0211"             "01" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"         "022112"             "01"             "01"             "01" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>             "01"          "02231"             "01"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>             "01"             "01"             "01"           "0241"             "01" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>             "01"         "022112"             "01"             "01"             "01" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>           "0211"             "01"         "022112"             "01"         "022113" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>         "022114"          "02233"             "01"             "01"           "0211" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>             "01"             "01"             "01"             "01"         "022114" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"         "022112"             "01"           "0241"          "02423" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"           "0241"             "01"             "01"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"             "01"          "02423"          "02313"             "01" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"             "01"          "02231"         "022112"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>             "01"         "022111"         "022112"             "01"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>             "01"          "02231"          "02231"           "0211"          "02313" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>             "01"          "02231"          "02231"             "01"             "01" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"             "01"             "01"             "01"             "01" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"         "022111"         "022113"          "02312"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"             "01"         "022112"          "02213"             "01" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>             "01"             "01"          "02312"          "02312"             "01" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>             "01"         "022111"          "02313"         "022113"             "01" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"             "01"          "02232"         "022112"         "022113" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>             "01"         "022112"         "022111"          "02423"             "01" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"         "022111"          "02311"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>             "01"         "022112"             "01"           "0241"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>             "01"           "0241"             "01"             "01"         "022113" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>         "022114"             "01"          "02233"          "02231"          "02311" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"           "0241"           "0241"             "01"         "022113" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>             "01"          "02213"          "02423"          "02313"         "022113" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>          "02313"             "01"          "02232"           "0241"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"             "01"         "022112"             "01"             "01" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>             "01"          "02313"             "01"          "02231"         "022113" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"           "0241"             "01"             "01"             "01" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>             "01"           "0241"             "01"          "02311"           "0241" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>             "01"             "01"             "01"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>             "01"             "01"         "022114"             "01"             "01" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"           "0241"          "02233"           "0211"           "0211" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>             "01"           "0241"          "02212"             "01"             "01" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>          "02423"         "022111"             "01"          "02313"             "01" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>          "02311"             "01"             "01"             "01"          "02423" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"           "0211"          "02423"          "02232"          "02423" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"             "01"             "01" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>         "022114"          "02313"          "02231"             "01"             "01" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"             "01"         "022112"             "01" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>             "01"         "022111"             "01"             "01"           "0211" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>           "0241"             "01"             "01"          "02423"         "022112" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>          "02311"          "02313"          "02423"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"             "01"          "02231"             "01" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"             "01"             "01"             "01" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>             "01"             "01"             "01"         "022113"           "0213" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>             "01"             "01"          "02423"             "01"         "022112" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>          "02423"             "01"         "022112"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>          "02423"             "01"          "02311"           "0241"             "01" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>             "01"          "02312"         "022112"          "02231"             "01" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"             "01"             "01"           "0211"             "01" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>             "01"          "02231"          "02313"             "01"             "01" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>             "01"          "02213"             "01"             "01"           "0211" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"             "01"           "0241"           "0241" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>             "01"         "022114"          "02232"             "01"             "01" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"           "0211"           "0211"           "0241" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>             "01"             "01"         "022112"          "02311"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>             "01"          "02231"           "0241"         "022112"             "01" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>          "02313"          "02231"             "01"           "0211"         "022114" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>             "01"             "01"          "02232"         "022111"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>          "02313"             "01"           "0211"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>             "01"          "02423"          "02423"         "022113"             "01" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"          "02423"             "01"             "01"             "01" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"             "01"             "01"             "01"             "01" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>           "0241"             "01"             "01"             "01"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>             "01"          "02311"             "01"             "01"          "02311" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>          "02311"             "01"             "01"           "0211"           "0241" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>             "01"             "01"          "02312"           "0241"           "0211" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>          "02312"           "0241"             "01"           "0241"           "0211" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"             "01"             "01"             "01"          "02423" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>          "02311"           "0241"             "01"             "01"             "01" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>           "0211"           "0211"          "02423"           "0211"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>           "0241"             "01"             "01"             "01"             "01" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>           "0241"             "01"          "02212"             "01"           "0211" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>             "01"          "02311"           "0211"           "0211"             "01" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>          "02311"           "0211"             "01"          "02313"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>           "0211"             "01"             "01"           "0211"           "0241" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>           "0211"             "01"             "01"           "0211"          "02312" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>             "01"           "0211"           "0241"           "0211"             "01" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>             "01"           "0211"           "0241"           "0241"             "01" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>           "0211"           "0241"           "0241"             "01"          "02312" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>             "01"             "01"             "01"           "0211"             "01" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>             "01"          "02312"           "0211"             "01"             "01" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>           "0241"           "0241"          "02312"           "0211"             "01" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>           "0241"          "02423"           "0211"           "0211"             "01" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>             "01"             "01"             "01"             "01"           "0211" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>             "01"             "01"           "0211"           "0241"           "0211" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>           "0241"             "01"           "0211"             "01"           "0241" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>             "01"             "01"          "02312"          "02231"           "0211" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>         "022113"             "01"           "0211"          "02312"          "02312" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>           "0213"           "0241"             "01"           "0241"             "01" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>           "0211"             "01"             "01"          "02312"           "0211" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>             "01"          "02233"             "01"           "0211"           "0211" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>             "01"             "01"          "02423"           "0211"          "02313" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>           "0241"             "01"             "01"             "01"          "02312" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>           "0211"             "01"          "02312"             "01"           "0211" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>           "0241"          "02311"             "01"          "02312"             "01" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>           "0241"             "01"          "02232"             "01"             "01" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>          "02423"           "0211"             "01"             "01"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>           "0211"             "01"           "0241"           "0211"           "0211" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>           "0211"          "02312"           "0241"           "0241"          "02312" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>           "0241"             "01"           "0211"             "01"           "0241" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>           "0211"           "0241"           "0241"             "01"             "01" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>             "01"             "01"          "02233"           "0241"           "0211" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>          "02423"          "02423"             "01"           "0211"          "02312" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>             "01"           "0241"           "0241"           "0241"             "01" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>           "0241"             "01"          "02312"           "0211"           "0241" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>          "02312"          "02423"             "01"             "01"             "01" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>           "0211"             "01"             "01"             "01"           "0211" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>           "0211"           "0241"          "02312"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>           "0211"             "01"             "01"           "0211"             "01" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>             "01"             "01"          "02312"           "0211"          "02312" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>           "0211"          "02312"             "01"             "01"             "01" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>           "0211"             "01"             "01"             "01"           "0211" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>             "01"           "0241"           "0211"             "01"             "01" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>          "02312"           "0241"             "01"          "02312"             "01" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>             "01"           "0241"           "0211"             "01"           "0241" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>          "02423"             "01"             "01"          "02423"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>           "0241"           "0241"           "0211"           "0241"           "0211" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>             "01"             "01"             "01"           "0241"           "0241" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>             "01"          "02423"           "0211"           "0241"           "0241" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>             "01"           "0211"          "02423"           "0211"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>           "0211"             "01"             "01"           "0241"           "0241" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>           "0211"             "01"         "022113"             "01"           "0241" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>             "01"           "0211"           "0241"             "01"             "01" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>          "02312"             "01"             "01"           "0241"             "01" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>          "02312"          "02312"             "01"             "01"           "0241" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>           "0211"          "02312"             "01"           "0213"             "01" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>             "01"           "0211"           "0241"           "0211"          "02312" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>           "0241"             "01"           "0211"           "0211"             "01" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>             "01"          "02312"             "01"           "0241"           "0211" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>          "02423"          "02312"          "02423"           "0211"             "01" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>             "01"           "0241"           "0211"          "02423"             "01" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>             "01"          "02312"             "01"             "01"           "0211" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>             "01"           "0213"             "01"           "0241"           "0241" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>           "0211"          "02423"           "0241"           "0211"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"             "01"          "02423"             "01"             "01" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>           "0241"             "01"          "02423"             "01"             "01" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>             "01"             "01"             "01"         "022112"             "01" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>             "01"             "01"           "0211"          "02313"             "01" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>             "01"             "01"             "01"             "01"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>           "0211"             "01"             "01"             "01"             "01" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>             "01"         "022111"           "0211"           "0211"             "01" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"             "01"          "02233"          "02312"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>           "0241"           "0213"             "01"           "0211"           "0241" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>             "01"             "01"           "0241"             "01"             "01" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>           "0211"             "01"             "01"             "01"             "01" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>             "01"             "01"           "0241"             "01"             "01" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>             "01"             "01"             "01"          "02312"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>           "0211"           "0241"             "01"          "02232"          "02311" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>          "02312"             "01"         "022111"             "01"             "01" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"           "0241"          "02213"             "01"             "01" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>             "01"             "01"             "01"             "01"          "02311" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>             "01"             "01"          "02311"             "01"             "01" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>           "0241"             "01"          "02232"           "0213"             "01" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>             "01"           "0211"             "01"             "01"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>             "01"             "01"          "02233"             "01"             "01" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>             "01"          "02233"             "01"             "01"             "01" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>           "0211"             "01"             "01"             "01"             "01" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>             "01"             "01"           "0211"          "02312"             "01" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>             "01"             "01"             "01"          "02312"             "01" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>             "01"             "01"           "0211"             "01"          "02311" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>          "02312"             "01"          "02312"             "01"             "01" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>           "0211"             "01"             "01"             "01"         "022112" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>             "01"             "01"           "0241"           "0211"             "01" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>             "01"             "01"             "01"           "0241"           "0241" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"           "0241"             "01"             "01"             "01" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>             "01"             "01"             "01"             "01"          "02423" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>             "01"             "01"           "0211"             "01"           "0241" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>             "01"             "01"             "01"             "01"           "0241" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>         "022113"           "0211"         "022113"             "01"             "01" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>             "01"             "01"             "01"             "01"           "0211" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"             "01"             "01"             "01"           "0241" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>             "01"             "01"             "01"          "02423"           "0212" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>             "01"             "01"             "01"             "01"          "02312" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>             "01"             "01"             "01"             "01"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>          "02423"             "01"          "02234"          "02312"             "01" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>             "01"             "01"             "01"           "0241"             "01" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>             "01"             "01"          "02311"             "01"             "01" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"             "01"             "01"             "01"             "01" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>             "01"         "022111"             "01"             "01"             "01" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>           "0241"             "01"             "01"             "01"         "022113" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>             "01"             "01"             "01"           "0241"             "01" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>           "0211"             "01"             "01"           "0211"             "01" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>           "0211"             "01"          "02232"             "01"             "01" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>             "01"             "01"             "01"           "0211"             "01" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>             "01"             "01"             "01"             "01"         "022111" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>             "01"             "01"             "01"          "02233"           "0211" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>             "01"             "01"           "0213"          "02312"             "01" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>           "0241"             "01"             "01"             "01"             "01" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>             "01"             "01"             "01"             "01"           "0241" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"             "01"             "01"             "01"             "01" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>          "02312"             "01"             "01"             "01"             "01" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>             "01"           "0212"           "0212"             "01"           "0212" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>           "0212"           "0212"           "0212"           "0212"           "0213" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>             "01"          "02212"           "0212"           "0212"           "0212" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>           "0212"             "01"             "01"             "01"             "01" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>             "01"             "01"             "01"           "0212"             "01" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>             "01"             "01"             "01"         "022222"           "0212" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>             "01"           "0212"             "01"           "0212"           "0212" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>           "0212"             "01"           "0212"             "01"          "02433" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>           "0212"           "0212"           "0212"           "0212"         "022222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>             "01"             "01"           "0212"           "0212"             "01" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>             "01"           "0212"         "022222"           "0212"         "022222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>             "01"           "0212"             "01"             "01"             "01" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>             "01"           "0212"             "01"             "01"             "01" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>           "0212"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>           "0212"           "0241"           "0212"             "01"           "0212" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>           "0212"           "0212"           "0212"          "02433"           "0212" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>           "0212"             "01"           "0212"           "0212"           "0212" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>          "02322"           "0212"             "01"             "01"             "01" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>           "0212"           "0212"           "0212"         "022222"             "01" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>             "01"           "0212"          "02433"           "0213"           "0212" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>           "0213"             "01"           "0212"             "01"             "01" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>           "0213"             "01"           "0212"           "0212"           "0212" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>           "0213"           "0212"         "022222"             "01"           "0212" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>           "0212"           "0213"           "0212"           "0212"           "0212" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>             "01"           "0212"           "0212"           "0212"             "01" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>           "0213"           "0212"           "0213"           "0212"             "01" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>             "01"             "01"           "0212"           "0213"             "01" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>           "0213"             "01"             "01"             "01"           "0213" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>             "01"             "01"           "0212"           "0213"           "0212" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>             "01"           "0212"           "0212"             "01"           "0213" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>           "0212"             "01"           "0212"           "0212"           "0211" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>             "01"          "02212"           "0212"             "01"           "0212" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>           "0212"           "0212"             "01"           "0212"             "01" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>           "0213"             "01"             "01"           "0213"           "0212" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>             "01"           "0212"         "022222"           "0212"             "01" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>             "01"          "02433"             "01"           "0213"             "01" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>           "0212"           "0212"             "01"          "02433"          "02433" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>         "022222"             "01"           "0212"             "01"             "01" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>             "01"           "0212"             "01"           "0212"          "02422" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>             "01"             "01"           "0212"           "0212"           "0212" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>           "0211"             "01"             "01"          "02433"             "01" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>          "02433"           "0213"          "02433"           "0212"           "0212" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>           "0212"             "01"             "01"             "01"             "01" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>             "01"           "0212"           "0213"           "0212"             "01" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>           "0212"           "0212"             "01"             "01"           "0212" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>           "0212"          "02433"           "0212"           "0212"             "01" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>         "022222"             "01"           "0212"           "0213"          "02433" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>             "01"          "02433"             "01"             "01"           "0212" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>             "01"             "01"             "01"           "0212"         "022222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>             "01"           "0213"             "01"             "01"          "02421" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>             "01"           "0212"             "01"           "0212"           "0212" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>           "0212"             "01"           "0212"             "01"          "02433" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>           "0212"           "0212"             "01"           "0212"             "01" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>             "01"             "01"           "0212"             "01"         "022222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>           "0212"             "01"             "01"             "01"           "0212" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>           "0212"         "022222"             "01"           "0212"             "01" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>          "02433"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>           "0241"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>           "0212"             "01"           "0212"           "0212"             "01" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>             "01"             "01"           "0212"             "01"             "01" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>             "01"          "02433"           "0212"          "02422"             "01" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>           "0212"           "0211"           "0213"           "0212"             "01" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>             "01"           "0212"         "022222"           "0212"             "01" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>           "0212"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>             "01"             "01"             "01"           "0212"          "02433" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>             "01"             "01"           "0212"             "01"             "01" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>             "01"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>           "0212"           "0213"           "0212"             "01"           "0213" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>           "0212"             "01"           "0212"             "01"             "01" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>           "0213"          "02433"           "0212"           "0212"           "0212" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>         "022221"          "02432"             "01"             "01"          "02422" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>          "02422"             "01"           "0211"           "0211"           "0211" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>          "02432"             "01"             "01"          "02223"         "022213" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>         "022221"          "02223"         "022211"          "02422"          "02422" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>          "02432"             "01"          "02431"         "022212"          "02432" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>          "02432"         "022223"          "02432"             "01"             "01" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>         "022211"          "02422"          "02421"          "02421"             "01" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>         "022224"             "01"             "01"             "01"          "02313" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>          "02422"             "01"          "02223"          "02431"          "02432" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>          "02432"           "0211"             "01"          "02432"           "0211" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>         "022221"         "022212"           "0211"             "01"             "01" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>         "022213"          "02431"             "01"          "02432"         "022211" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>         "022213"          "02432"         "022224"         "022213"           "0241" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>           "0241"           "0211"          "02432"             "01"           "0211" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>             "01"          "02422"          "02431"             "01"          "02421" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>             "01"             "01"          "02421"          "02432"          "02313" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>             "01"          "02432"          "02223"             "01"             "01" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>             "01"             "01"         "022223"             "01"         "022212" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>          "02431"          "02213"         "022221"          "02421"          "02432" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>          "02431"          "02421"          "02432"          "02422"          "02431" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>         "022213"          "02223"           "0211"          "02421"             "01" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>          "02431"          "02431"           "0211"          "02431"          "02313" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>             "01"          "02422"          "02421"          "02421"             "01" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>          "02431"             "01"          "02422"          "02422"         "022224" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>          "02421"          "02432"          "02432"          "02421"         "022213" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>             "01"          "02421"           "0213"          "02421"         "022223" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>             "01"         "022213"             "01"          "02223"             "01" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>          "02431"          "02421"         "022211"          "02421"           "0211" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>         "022212"          "02421"          "02422"         "022213"          "02432" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>         "022213"          "02431"           "0211"         "022211"          "02422" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>          "02432"         "022212"         "022211"           "0211"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>           "0211"           "0213"           "0211"             "01"             "01" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"          "02422"             "01"          "02422"             "01" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>           "0211"          "02421"         "022224"          "02422"          "02421" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>           "0211"         "022211"          "02421"         "022211"         "022224" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>             "01"          "02422"          "02421"          "02431"          "02432" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>         "022223"             "01"          "02421"          "02421"             "01" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>         "022221"         "022211"          "02422"             "01"             "01" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>          "02432"          "02432"             "01"          "02421"          "02421" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>          "02431"          "02432"           "0211"             "01"         "022212" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>         "022224"          "02421"         "022213"             "01"          "02433" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>          "02431"          "02432"          "02422"          "02431"          "02431" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>          "02432"         "022223"         "022211"             "01"           "0241" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>          "02422"             "01"         "022212"         "022211"             "01" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>          "02422"             "01"         "022221"          "02223"             "01" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"          "02421"           "0211"          "02421"         "022224" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>          "02422"          "02421"          "02421"          "02421"           "0211" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>         "022212"         "022213"           "0211"          "02421"             "01" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>           "0211"          "02213"          "02421"          "02432"          "02312" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>         "022211"             "01"           "0213"         "022221"         "022212" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>         "022213"          "02433"          "02432"             "01"          "02432" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>           "0211"             "01"           "0211"         "022223"             "01" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>         "022221"           "0213"         "022221"             "01"         "022211" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>           "0211"          "02431"          "02421"             "01"         "022223" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>             "01"             "01"          "02223"         "022212"             "01" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"             "01"             "01"         "022224"          "02421" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>         "022221"          "02431"          "02431"          "02421"         "022212" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"         "022212"          "02431"         "022223" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>          "02431"          "02223"          "02432"             "01"         "022213" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>             "01"          "02432"          "02431"          "02422"           "0211" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>         "022212"          "02421"             "01"           "0211"         "022213" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>         "022211"         "022212"          "02432"             "01"         "022221" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>          "02431"             "01"         "022213"          "02312"          "02422" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>         "022223"          "02223"             "01"           "0211"          "02422" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>          "02431"           "0211"          "02432"          "02431"          "02422" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>          "02432"          "02431"         "022213"          "02422"          "02432" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>         "022213"         "022221"             "01"             "01"         "022211" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>         "022224"             "01"           "0241"          "02421"           "0211" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>          "02422"         "022211"          "02431"          "02421"             "01" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"          "02422"          "02421"          "02431"         "022213" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>             "01"             "01"           "0241"         "022212"             "01" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>          "02432"             "01"         "022212"             "01"          "02422" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>         "022223"         "022212"         "022224"             "01"         "022221" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>             "01"             "01"             "01"             "01"             "01" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>          "02421"         "022211"          "02431"          "02421"          "02432" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>             "01"           "0211"          "02422"         "022221"           "0211" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"           "0211"             "01"         "022212"         "022212" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>          "02422"             "01"             "01"             "01"          "02422" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>             "01"         "022213"          "02432"             "01"             "01" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"         "022224"         "022221"          "02432"          "02432" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>          "02432"             "01"           "0211"         "022221"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>           "0211"             "01"             "01"          "02312"          "02432" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>             "01"         "022212"          "02431"             "01"         "022223" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>         "022223"             "01"         "022211"          "02422"           "0211" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>         "022211"         "022213"         "022213"             "01"         "022212" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>             "01"             "01"             "01"             "01"          "02313" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>          "02421"          "02312"           "0213"          "02313"          "02431" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>          "02421"           "0211"         "022224"             "01"          "02422" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>         "022212"          "02422"          "02431"         "022223"           "0211" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>         "022212"             "01"         "022212"           "0241"           "0213" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>             "01"         "022223"         "022223"          "02431"             "01" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>             "01"          "02432"          "02431"         "022221"             "01" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>          "02432"          "02312"             "01"           "0211"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>          "02421"             "01"             "01"          "02431"         "022213" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>             "01"          "02432"             "01"          "02431"          "02432" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>          "02431"             "01"          "02422"             "01"             "01" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>          "02421"             "01"          "02422"          "02421"             "01" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>          "02421"             "01"          "02431"             "01"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>          "02431"         "022212"          "02421"           "0211"          "02431" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>         "022213"           "0211"             "01"          "02422"         "022213" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>         "022211"             "01"         "022221"         "022221"             "01" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>         "022213"         "022213"           "0211"          "02223"         "022223" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>          "02421"          "02421"           "0211"          "02431"           "0211" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>             "01"           "0211"          "02223"             "01"          "02431" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>         "022213"          "02422"             "01"          "02422"          "02431" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>         "022211"         "022221"          "02432"         "022213"          "02422" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>         "022213"          "02431"          "02213"           "0211"           "0213" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>             "01"          "02223"         "022221"          "02431"         "022221" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>             "01"          "02431"         "022224"         "022213"             "01" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>         "022224"             "01"          "02432"          "02431"             "01" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>             "01"          "02213"         "022221"           "0211"          "02421" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>             "01"          "02432"          "02431"             "01"         "022213" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"          "02431"          "02432"             "01" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"             "01"          "02431"             "01"         "022213" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>         "022211"             "01"             "01"             "01"         "022211" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>             "01"         "022221"          "02421"          "02213"         "022211" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>          "02432"             "01"             "01"             "01"          "02312" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>          "02432"          "02431"         "022221"          "02422"          "02431" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>          "02431"          "02212"          "02422"             "01"          "02312" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>         "022223"          "02422"             "01"          "02431"         "022223" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>          "02422"             "01"          "02432"         "022211"             "01" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>          "02421"         "022213"          "02431"           "0213"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>             "01"          "02431"             "01"          "02431"         "022223" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>          "02422"             "01"         "022224"          "02432"         "022212" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>         "022224"          "02312"          "02432"           "0211"             "01" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>         "022223"          "02432"          "02431"         "022213"          "02422" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>             "01"         "022211"             "01"           "0211"         "022212" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>         "022211"             "01"          "02422"           "0211"          "02422" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>           "0211"             "01"          "02213"             "01"         "022211" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>           "0211"          "02421"          "02431"          "02223"             "01" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>          "02432"         "022212"             "01"         "022211"           "0211" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>         "022221"         "022221"             "01"          "02422"             "01" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>          "02421"          "02432"          "02422"         "022212"          "02422" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>         "022213"             "01"             "01"             "01"          "02421" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>           "0211"          "02432"         "022211"         "022221"          "02431" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>         "022221"         "022211"          "02431"          "02422"             "01" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>         "022212"           "0211"           "0241"         "022221"             "01" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>             "01"          "02421"             "01"          "02421"           "0241" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>          "02422"           "0211"          "02223"         "022211"             "01" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>          "02422"         "022212"         "022213"         "022224"             "01" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>          "02431"          "02431"          "02432"           "0211"         "022221" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>         "022221"         "022221"         "022211"          "02431"          "02432" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>         "022224"         "022212"          "02432"          "02432"         "022221" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>          "02421"             "01"          "02421"           "0211"          "02421" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>         "022212"           "0211"             "01"             "01"         "022211" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>             "01"             "01"             "01"         "022223"         "022221" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>          "02431"          "02432"         "022212"          "02421"          "02421" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>         "022212"          "02431"          "02421"          "02313"             "01" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>         "022212"         "022211"             "01"          "02422"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>          "02431"           "0211"           "0211"          "02422"             "01" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>             "01"          "02422"         "022211"             "01"             "01" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>          "02432"          "02312"          "02422"          "02223"             "01" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"          "02431"          "02422"             "01"          "02432" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>          "02422"          "02432"             "01"          "02432"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 2643))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>             "01"           "0212"           "0212"          "02212"          "02324" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>           "0212"          "02322"          "02322"          "02321"          "02323" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"           "0241"             "01"           "0212" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>             "01"             "01"             "01"           "0212"           "0241" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>          "02322"          "02321"           "0213"          "02212"             "01" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>          "02321"             "01"             "01"          "02321"           "0241" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>             "01"          "02212"          "02324"          "02322"           "0233" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>           "0212"             "01"          "02323"           "0212"           "0241" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>             "01"          "02321"          "02323"          "02212"             "01" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>           "0233"          "02321"          "02323"           "0233"           "0241" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>           "0233"          "02323"          "02323"          "02322"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>          "02422"             "01"             "01"             "01"             "01" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>           "0212"          "02321"             "01"           "0212"          "02322" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>          "02322"           "0233"             "01"          "02324"           "0241" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>             "01"           "0233"           "0212"           "0241"           "0233" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>          "02324"             "01"             "01"          "02324"           "0212" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>             "01"           "0241"             "01"           "0233"           "0211" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>             "01"          "02322"             "01"          "02323"             "01" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>           "0212"             "01"          "02321"             "01"             "01" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>          "02324"          "02321"             "01"          "02324"          "02321" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"          "02321"          "02212"           "0211"             "01" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>           "0212"          "02321"           "0241"             "01"           "0241" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>             "01"           "0212"           "0233"             "01"             "01" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>          "02322"           "0212"             "01"          "02321"             "01" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>             "01"          "02324"          "02323"          "02324"             "01" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"             "01"           "0212"           "0241"          "02321" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>             "01"          "02321"             "01"             "01"             "01" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"           "0241"             "01"             "01"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>           "0233"           "0233"          "02212"          "02311"             "01" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>          "02322"           "0212"          "02212"             "01"           "0212" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>           "0233"           "0212"             "01"          "02324"           "0212" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>             "01"          "02321"             "01"          "02324"           "0212" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>          "02324"             "01"             "01"           "0211"          "02323" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>           "0212"          "02321"           "0233"           "0241"          "02323" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>           "0233"           "0233"          "02321"           "0233"          "02324" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>             "01"           "0212"             "01"           "0212"          "02324" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>          "02321"          "02323"           "0233"          "02322"           "0233" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>           "0241"          "02212"             "01"          "02322"          "02321" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>             "01"           "0241"          "02321"             "01"           "0241" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>          "02321"             "01"             "01"          "02321"           "0212" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>          "02322"           "0233"             "01"           "0212"             "01" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>          "02322"          "02322"           "0233"           "0212"           "0211" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>             "01"           "0233"          "02321"           "0233"           "0211" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>          "02323"             "01"             "01"           "0211"             "01" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>             "01"             "01"           "0233"           "0212"          "02324" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>          "02322"           "0212"          "02323"             "01"          "02322" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>           "0212"           "0212"          "02212"          "02322"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>          "02323"          "02321"          "02422"           "0212"          "02323" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>           "0211"           "0212"          "02321"           "0212"          "02322" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>           "0233"             "01"             "01"           "0212"             "01" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>             "01"             "01"          "02321"          "02422"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>             "01"             "01"           "0233"          "02321"          "02321" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>           "0241"           "0233"           "0212"             "01"          "02323" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>          "02321"          "02323"          "02322"             "01"          "02324" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>           "0233"           "0211"           "0212"           "0241"          "02422" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>             "01"          "02322"             "01"             "01"          "02323" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>          "02323"             "01"           "0233"           "0233"           "0233" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>             "01"           "0212"          "02322"             "01"          "02322" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"             "01"           "0241"          "02323"             "01" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>             "01"             "01"             "01"             "01"          "02323" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>             "01"          "02323"           "0233"             "01"          "02323" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>           "0212"          "02322"          "02322"           "0233"             "01" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>          "02321"             "01"           "0233"          "02323"           "0212" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>             "01"           "0212"          "02212"          "02212"          "02322" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>          "02323"           "0233"             "01"          "02323"         "022222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>          "02321"           "0212"          "02323"          "02321"          "02322" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>             "01"          "02321"          "02322"             "01"          "02321" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>          "02322"          "02324"           "0212"          "02322"          "02422" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>           "0241"           "0211"             "01"          "02323"          "02321" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>           "0241"          "02321"             "01"             "01"          "02322" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>          "02321"           "0212"          "02324"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"          "02322"          "02324"          "02212"             "01" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>             "01"             "01"             "01"          "02324"             "01" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>             "01"           "0241"          "02324"             "01"             "01" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>           "0212"             "01"             "01"             "01"           "0233" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"          "02322"          "02321"           "0212" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>             "01"             "01"          "02212"             "01"          "02323" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>             "01"           "0241"          "02311"           "0211"          "02322" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>           "0212"          "02324"             "01"          "02324"           "0241" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>             "01"          "02322"          "02322"             "01"           "0233" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>           "0233"             "01"             "01"           "0241"           "0233" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>          "02321"          "02212"             "01"             "01"           "0233" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"           "0233"           "0233"          "02324"             "01" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>             "01"             "01"          "02324"           "0233"          "02321" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>             "01"           "0211"             "01"          "02322"             "01" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>          "02324"          "02323"          "02324"           "0233"             "01" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>             "01"          "02322"          "02212"           "0211"          "02323" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>           "0212"             "01"           "0213"             "01"          "02323" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>           "0233"          "02423"          "02321"           "0211"           "0212" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>           "0241"          "02323"           "0211"          "02324"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>          "02324"             "01"             "01"             "01"          "02321" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>           "0241"          "02321"             "01"             "01"             "01" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>             "01"             "01"           "0213"          "02212"           "0233" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>          "02422"             "01"             "01"          "02324"          "02422" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>          "02323"             "01"           "0212"           "0212"         "022222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>          "02322"           "0241"             "01"             "01"             "01" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>             "01"          "02321"          "02322"             "01"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>           "0233"          "02322"           "0212"           "0212"             "01" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>             "01"             "01"             "01"          "02422"             "01" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>           "0233"             "01"             "01"             "01"          "02324" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>          "02321"             "01"             "01"             "01"             "01" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>             "01"             "01"          "02212"          "02433"             "01" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>          "02321"             "01"          "02323"             "01"          "02322" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>          "02422"             "01"             "01"          "02322"             "01" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>             "01"          "02323"          "02212"          "02323"          "02324" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>             "01"           "0233"          "02324"          "02323"           "0233" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>             "01"           "0241"             "01"          "02324"             "01" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>          "02323"          "02321"          "02323"          "02323"             "01" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>          "02322"             "01"           "0241"          "02323"           "0233" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>           "0233"           "0233"             "01"             "01"          "02322" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>          "02323"          "02212"           "0233"           "0212"             "01" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>          "02321"           "0241"           "0241"           "0233"          "02321" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>          "02422"          "02322"             "01"          "02321"             "01" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>           "0211"             "01"          "02321"             "01"          "02423" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>             "01"             "01"          "02311"           "0233"          "02321" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>           "0212"             "01"           "0212"           "0212"          "02323" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>           "0233"          "02321"           "0211"             "01"          "02322" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"          "02323"             "01"          "02321"             "01" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>           "0241"           "0233"             "01"           "0233"          "02321" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>           "0241"           "0233"             "01"          "02322"          "02321" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"             "01"           "0233"             "01"          "02322" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>          "02322"             "01"          "02324"             "01"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>             "01"           "0213"          "02323"           "0233"           "0233" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>             "01"          "02323"          "02321"          "02324"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>             "01"             "01"             "01"             "01"          "02422" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>             "01"           "0233"          "02321"             "01"           "0233" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>             "01"             "01"             "01"          "02324"          "02321" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>             "01"          "02422"           "0211"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>           "0233"           "0233"             "01"           "0211"          "02321" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>             "01"          "02322"          "02321"           "0233"          "02324" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"           "0212"             "01"           "0241"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>             "01"           "0233"             "01"          "02423"             "01" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>             "01"             "01"          "02323"             "01"          "02321" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>             "01"          "02212"             "01"           "0241"             "01" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>          "02323"          "02322"          "02313"           "0212"           "0212" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"          "02324"             "01"          "02321"           "0212" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>             "01"             "01"          "02322"           "0233"          "02323" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>          "02324"           "0233"           "0233"             "01"           "0233" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>          "02321"          "02422"             "01"           "0211"          "02324" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>           "0213"           "0212"          "02321"             "01"          "02321" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>           "0241"             "01"           "0233"          "02324"          "02322" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>           "0233"          "02212"           "0233"           "0233"          "02422" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>           "0241"             "01"          "02322"             "01"          "02322" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>          "02324"          "02422"          "02212"             "01"          "02322" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>          "02322"          "02324"             "01"          "02322"          "02323" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"             "01"          "02322"           "0233"             "01" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>             "01"           "0212"             "01"             "01"          "02324" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>             "01"          "02324"          "02422"          "02422"             "01" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>          "02423"             "01"             "01"          "02212"          "02323" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>           "0212"             "01"          "02321"             "01"           "0212" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>          "02322"          "02321"           "0233"          "02321"          "02321" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>          "02321"          "02212"          "02323"          "02212"          "02321" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>          "02324"             "01"             "01"             "01"           "0212" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>          "02321"          "02321"           "0212"           "0212"             "01" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>           "0212"           "0212"           "0212"           "0212"           "0212" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>           "0212"          "02422"             "01"             "01"             "01" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>           "0212"           "0212"             "01"          "02321"         "022114" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"             "01"           "0213"             "01"          "02323" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>           "0213"             "01"          "02323"             "01"           "0212" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>           "0212"          "02234"          "02321"             "01"           "0212" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>             "01"             "01"          "02321"           "0212"          "02321" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>          "02321"             "01"             "01"             "01"          "02423" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>          "02321"          "02321"          "02321"           "0212"             "01" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>          "02321"          "02323"          "02321"          "02212"           "0212" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>             "01"             "01"           "0212"           "0212"           "0212" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>             "01"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>             "01"             "01"           "0213"             "01"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>             "01"         "022112"          "02312"           "0211"          "02311" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"         "022111"          "02233"           "0211"         "022111" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>         "022111"             "01"           "0211"           "0211"          "02312" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>             "01"           "0211"         "022111"          "02311"             "01" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>          "02311"          "02311"             "01"             "01"          "02311" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>           "0211"         "022111"          "02312"           "0211"             "01" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>           "0241"             "01"         "022111"          "02322"          "02322" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"          "02423"         "022111"           "0241"           "0211" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>           "0211"             "01"           "0241"          "02311"           "0241" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"         "022113"          "02232"             "01"          "02312" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>             "01"           "0211"             "01"             "01"         "022111" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>             "01"         "022112"             "01"           "0211"           "0211" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"         "022111"             "01"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>          "02312"             "01"          "02312"          "02232"             "01" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>             "01"             "01"         "022111"             "01"           "0241" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>             "01"             "01"         "022111"          "02312"          "02312" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>           "0211"           "0211"         "022111"          "02311"           "0241" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>             "01"          "02311"          "02213"         "022113"             "01" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>         "022111"          "02213"          "02311"         "022111"             "01" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"           "0213"           "0211"             "01"           "0241" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>             "01"             "01"          "02312"             "01"          "02311" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>          "02311"          "02312"             "01"           "0211"           "0211" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>             "01"           "0211"         "022111"           "0211"           "0211" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>             "01"          "02213"             "01"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>             "01"           "0213"           "0211"             "01"             "01" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>             "01"          "02311"          "02213"           "0211"             "01" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>           "0211"             "01"           "0211"          "02311"             "01" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>          "02311"          "02213"          "02231"           "0241"             "01" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>          "02311"           "0241"           "0241"             "01"           "0211" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>           "0211"         "022111"          "02212"          "02312"         "022222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>          "02312"          "02213"          "02213"          "02231"             "01" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"         "022114"           "0211"             "01"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>         "022111"         "022111"          "02233"           "0213"           "0241" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>         "022111"             "01"          "02231"          "02311"           "0213" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>             "01"             "01"             "01"          "02311"          "02312" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>             "01"          "02232"           "0211"           "0211"          "02312" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>          "02311"          "02312"          "02233"          "02312"             "01" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>           "0241"             "01"          "02312"          "02312"           "0241" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"          "02311"          "02312"             "01"         "022112" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>             "01"             "01"             "01"             "01"          "02312" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>             "01"             "01"           "0241"           "0211"          "02322" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>             "01"          "02232"             "01"          "02311"           "0241" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>             "01"         "022114"          "02233"           "0241"             "01" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>             "01"           "0211"           "0241"             "01"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>           "0211"          "02313"          "02312"             "01"         "022114" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>          "02311"             "01"             "01"           "0211"         "022114" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"             "01"          "02232"          "02311"         "022114" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>           "0211"          "02213"          "02232"          "02311"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"             "01"           "0211"         "022112"         "022112" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>          "02311"          "02213"         "022114"             "01"             "01" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>          "02311"          "02312"             "01"         "022111"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"          "02311"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>         "022113"          "02213"          "02213"             "01"             "01" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>         "022112"          "02422"           "0211"             "01"             "01" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>             "01"             "01"          "02311"          "02311"             "01" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>             "01"         "022114"           "0241"           "0211"             "01" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"             "01"          "02233"         "022111"           "0211" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"             "01"           "0211"         "022113" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>         "022111"          "02313"             "01"           "0241"             "01" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>           "0211"             "01"          "02311"          "02213"          "02322" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"         "022112"          "02313"          "02311"             "01" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>          "02312"             "01"             "01"             "01"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>           "0241"             "01"           "0211"          "02311"         "022114" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>         "022113"         "022111"          "02322"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>          "02311"             "01"           "0211"             "01"          "02423" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>             "01"             "01"           "0211"         "022112"          "02312" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"          "02311"          "02212"          "02312"           "0211" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>         "022111"          "02311"          "02234"          "02231"           "0211" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>             "01"           "0211"             "01"           "0241"             "01" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>             "01"          "02422"         "022111"          "02311"           "0241" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>             "01"          "02213"          "02311"          "02213"             "01" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>             "01"             "01"         "022111"             "01"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>             "01"          "02312"          "02423"           "0241"          "02312" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>         "022111"          "02213"          "02221"             "01"             "01" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>             "01"           "0211"             "01"             "01"             "01" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>             "01"             "01"             "01"             "01"           "0211" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>           "0241"          "02232"             "01"         "022112"         "022112" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>             "01"           "0241"          "02233"             "01"             "01" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"             "01"             "01"           "0241" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"             "01"             "01"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>             "01"             "01"           "0211"          "02232"             "01" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>         "022114"          "02212"         "022112"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>         "022113"          "02231"          "02232"           "0211"             "01" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"         "022112"             "01"             "01"             "01" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>             "01"          "02231"             "01"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>             "01"             "01"             "01"           "0241"             "01" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>             "01"         "022112"             "01"             "01"             "01" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>           "0211"             "01"         "022112"             "01"         "022113" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>         "022114"          "02233"             "01"             "01"           "0211" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>             "01"             "01"             "01"             "01"         "022114" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"         "022112"             "01"           "0241"          "02423" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"           "0241"             "01"             "01"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"             "01"          "02423"          "02313"             "01" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"             "01"          "02231"         "022112"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>             "01"         "022111"         "022112"             "01"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>             "01"          "02231"          "02231"           "0211"          "02313" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>             "01"          "02231"          "02231"             "01"             "01" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"             "01"             "01"             "01"             "01" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"         "022111"         "022113"          "02312"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"             "01"         "022112"          "02213"             "01" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>             "01"             "01"          "02312"          "02312"             "01" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>             "01"         "022111"          "02313"         "022113"             "01" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"             "01"          "02232"         "022112"         "022113" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>             "01"         "022112"         "022111"          "02423"             "01" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"         "022111"          "02311"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>             "01"         "022112"             "01"           "0241"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>             "01"           "0241"             "01"             "01"         "022113" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>         "022114"             "01"          "02233"          "02231"          "02311" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"           "0241"           "0241"             "01"         "022113" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>             "01"          "02213"          "02423"          "02313"         "022113" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>          "02313"             "01"          "02232"           "0241"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"             "01"         "022112"             "01"             "01" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>             "01"          "02313"             "01"          "02231"         "022113" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"           "0241"             "01"             "01"             "01" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>             "01"           "0241"             "01"          "02311"           "0241" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>             "01"             "01"             "01"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>             "01"             "01"         "022114"             "01"             "01" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"           "0241"          "02233"           "0211"           "0211" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>             "01"           "0241"          "02212"             "01"             "01" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>          "02423"         "022111"             "01"          "02313"             "01" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>          "02311"             "01"             "01"             "01"          "02423" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"           "0211"          "02423"          "02232"          "02423" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"             "01"             "01" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>         "022114"          "02313"          "02231"             "01"             "01" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"             "01"         "022112"             "01" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>             "01"         "022111"             "01"             "01"           "0211" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>           "0241"             "01"             "01"          "02423"         "022112" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>          "02311"          "02313"          "02423"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"             "01"          "02231"             "01" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"             "01"             "01"             "01" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>             "01"             "01"             "01"         "022113"           "0213" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>             "01"             "01"          "02423"             "01"         "022112" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>          "02423"             "01"         "022112"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>          "02423"             "01"          "02311"           "0241"             "01" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>             "01"          "02312"         "022112"          "02231"             "01" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"             "01"             "01"           "0211"             "01" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>             "01"          "02231"          "02313"             "01"             "01" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>             "01"          "02213"             "01"             "01"           "0211" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"             "01"           "0241"           "0241" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>             "01"         "022114"          "02232"             "01"             "01" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"           "0211"           "0211"           "0241" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>             "01"             "01"         "022112"          "02311"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>             "01"          "02231"           "0241"         "022112"             "01" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>          "02313"          "02231"             "01"           "0211"         "022114" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>             "01"             "01"          "02232"         "022111"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>          "02313"             "01"           "0211"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>             "01"          "02423"          "02423"         "022113"             "01" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"          "02423"             "01"             "01"             "01" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"             "01"             "01"             "01"             "01" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>           "0241"             "01"             "01"             "01"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>             "01"          "02311"             "01"             "01"          "02311" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>          "02311"             "01"             "01"           "0211"           "0241" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>             "01"             "01"          "02312"           "0241"           "0211" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>          "02312"           "0241"             "01"           "0241"           "0211" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"             "01"             "01"             "01"          "02423" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>          "02311"           "0241"             "01"             "01"             "01" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>           "0211"           "0211"          "02423"           "0211"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>           "0241"             "01"             "01"             "01"             "01" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>           "0241"             "01"          "02212"             "01"           "0211" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>             "01"          "02311"           "0211"           "0211"             "01" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>          "02311"           "0211"             "01"          "02313"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>           "0211"             "01"             "01"           "0211"           "0241" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>           "0211"             "01"             "01"           "0211"          "02312" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>             "01"           "0211"           "0241"           "0211"             "01" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>             "01"           "0211"           "0241"           "0241"             "01" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>           "0211"           "0241"           "0241"             "01"          "02312" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>             "01"             "01"             "01"           "0211"             "01" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>             "01"          "02312"           "0211"             "01"             "01" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>           "0241"           "0241"          "02312"           "0211"             "01" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>           "0241"          "02423"           "0211"           "0211"             "01" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>             "01"             "01"             "01"             "01"           "0211" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>             "01"             "01"           "0211"           "0241"           "0211" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>           "0241"             "01"           "0211"             "01"           "0241" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>             "01"             "01"          "02312"          "02231"           "0211" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>         "022113"             "01"           "0211"          "02312"          "02312" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>           "0213"           "0241"             "01"           "0241"             "01" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>           "0211"             "01"             "01"          "02312"           "0211" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>             "01"          "02233"             "01"           "0211"           "0211" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>             "01"             "01"          "02423"           "0211"          "02313" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>           "0241"             "01"             "01"             "01"          "02312" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>           "0211"             "01"          "02312"             "01"           "0211" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>           "0241"          "02311"             "01"          "02312"             "01" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>           "0241"             "01"          "02232"             "01"             "01" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>          "02423"           "0211"             "01"             "01"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>           "0211"             "01"           "0241"           "0211"           "0211" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>           "0211"          "02312"           "0241"           "0241"          "02312" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>           "0241"             "01"           "0211"             "01"           "0241" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>           "0211"           "0241"           "0241"             "01"             "01" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>             "01"             "01"          "02233"           "0241"           "0211" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>          "02423"          "02423"             "01"           "0211"          "02312" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>             "01"           "0241"           "0241"           "0241"             "01" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>           "0241"             "01"          "02312"           "0211"           "0241" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>          "02312"          "02423"             "01"             "01"             "01" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>           "0211"             "01"             "01"             "01"           "0211" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>           "0211"           "0241"          "02312"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>           "0211"             "01"             "01"           "0211"             "01" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>             "01"             "01"          "02312"           "0211"          "02312" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>           "0211"          "02312"             "01"             "01"             "01" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>           "0211"             "01"             "01"             "01"           "0211" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>             "01"           "0241"           "0211"             "01"             "01" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>          "02312"           "0241"             "01"          "02312"             "01" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>             "01"           "0241"           "0211"             "01"           "0241" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>          "02423"             "01"             "01"          "02423"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>           "0241"           "0241"           "0211"           "0241"           "0211" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>             "01"             "01"             "01"           "0241"           "0241" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>             "01"          "02423"           "0211"           "0241"           "0241" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>             "01"           "0211"          "02423"           "0211"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>           "0211"             "01"             "01"           "0241"           "0241" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>           "0211"             "01"         "022113"             "01"           "0241" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>             "01"           "0211"           "0241"             "01"             "01" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>          "02312"             "01"             "01"           "0241"             "01" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>          "02312"          "02312"             "01"             "01"           "0241" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>           "0211"          "02312"             "01"           "0213"             "01" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>             "01"           "0211"           "0241"           "0211"          "02312" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>           "0241"             "01"           "0211"           "0211"             "01" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>             "01"          "02312"             "01"           "0241"           "0211" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>          "02423"          "02312"          "02423"           "0211"             "01" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>             "01"           "0241"           "0211"          "02423"             "01" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>             "01"          "02312"             "01"             "01"           "0211" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>             "01"           "0213"             "01"           "0241"           "0241" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>           "0211"          "02423"           "0241"           "0211"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"             "01"          "02423"             "01"             "01" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>           "0241"             "01"          "02423"             "01"             "01" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>             "01"             "01"             "01"         "022112"             "01" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>             "01"             "01"           "0211"          "02313"             "01" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>             "01"             "01"             "01"             "01"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>           "0211"             "01"             "01"             "01"             "01" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>             "01"         "022111"           "0211"           "0211"             "01" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"             "01"          "02233"          "02312"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>           "0241"           "0213"             "01"           "0211"           "0241" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>             "01"             "01"           "0241"             "01"             "01" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>           "0211"             "01"             "01"             "01"             "01" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>             "01"             "01"           "0241"             "01"             "01" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>             "01"             "01"             "01"          "02312"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>           "0211"           "0241"             "01"          "02232"          "02311" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>          "02312"             "01"         "022111"             "01"             "01" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"           "0241"          "02213"             "01"             "01" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>             "01"             "01"             "01"             "01"          "02311" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>             "01"             "01"          "02311"             "01"             "01" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>           "0241"             "01"          "02232"           "0213"             "01" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>             "01"           "0211"             "01"             "01"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>             "01"             "01"          "02233"             "01"             "01" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>             "01"          "02233"             "01"             "01"             "01" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>           "0211"             "01"             "01"             "01"             "01" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>             "01"             "01"           "0211"          "02312"             "01" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>             "01"             "01"             "01"          "02312"             "01" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>             "01"             "01"           "0211"             "01"          "02311" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>          "02312"             "01"          "02312"             "01"             "01" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>           "0211"             "01"             "01"             "01"         "022112" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>             "01"             "01"           "0241"           "0211"             "01" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>             "01"             "01"             "01"           "0241"           "0241" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"           "0241"             "01"             "01"             "01" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>             "01"             "01"             "01"             "01"          "02423" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>             "01"             "01"           "0211"             "01"           "0241" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>             "01"             "01"             "01"             "01"           "0241" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>         "022113"           "0211"         "022113"             "01"             "01" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>             "01"             "01"             "01"             "01"           "0211" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"             "01"             "01"             "01"           "0241" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>             "01"             "01"             "01"          "02423"           "0212" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>             "01"             "01"             "01"             "01"          "02312" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>             "01"             "01"             "01"             "01"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>          "02423"             "01"          "02234"          "02312"             "01" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>             "01"             "01"             "01"           "0241"             "01" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>             "01"             "01"          "02311"             "01"             "01" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"             "01"             "01"             "01"             "01" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>             "01"         "022111"             "01"             "01"             "01" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>           "0241"             "01"             "01"             "01"         "022113" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>             "01"             "01"             "01"           "0241"             "01" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>           "0211"             "01"             "01"           "0211"             "01" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>           "0211"             "01"          "02232"             "01"             "01" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>             "01"             "01"             "01"           "0211"             "01" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>             "01"             "01"             "01"             "01"         "022111" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>             "01"             "01"             "01"          "02233"           "0211" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>             "01"             "01"           "0213"          "02312"             "01" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>           "0241"             "01"             "01"             "01"             "01" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>             "01"             "01"             "01"             "01"           "0241" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"             "01"             "01"             "01"             "01" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>          "02312"             "01"             "01"             "01"             "01" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>             "01"           "0212"           "0212"             "01"           "0212" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>           "0212"           "0212"           "0212"           "0212"           "0213" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>             "01"          "02212"           "0212"           "0212"           "0212" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>           "0212"             "01"             "01"             "01"             "01" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>             "01"             "01"             "01"           "0212"             "01" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>             "01"             "01"             "01"         "022222"           "0212" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>             "01"           "0212"             "01"           "0212"           "0212" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>           "0212"             "01"           "0212"             "01"          "02433" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>           "0212"           "0212"           "0212"           "0212"         "022222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>             "01"             "01"           "0212"           "0212"             "01" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>             "01"           "0212"         "022222"           "0212"         "022222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>             "01"           "0212"             "01"             "01"             "01" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>             "01"           "0212"             "01"             "01"             "01" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>           "0212"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>           "0212"           "0241"           "0212"             "01"           "0212" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>           "0212"           "0212"           "0212"          "02433"           "0212" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>           "0212"             "01"           "0212"           "0212"           "0212" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>          "02322"           "0212"             "01"             "01"             "01" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>           "0212"           "0212"           "0212"         "022222"             "01" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>             "01"           "0212"          "02433"           "0213"           "0212" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>           "0213"             "01"           "0212"             "01"             "01" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>           "0213"             "01"           "0212"           "0212"           "0212" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>           "0213"           "0212"         "022222"             "01"           "0212" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>           "0212"           "0213"           "0212"           "0212"           "0212" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>             "01"           "0212"           "0212"           "0212"             "01" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>           "0213"           "0212"           "0213"           "0212"             "01" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>             "01"             "01"           "0212"           "0213"             "01" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>           "0213"             "01"             "01"             "01"           "0213" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>             "01"             "01"           "0212"           "0213"           "0212" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>             "01"           "0212"           "0212"             "01"           "0213" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>           "0212"             "01"           "0212"           "0212"           "0211" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>             "01"          "02212"           "0212"             "01"           "0212" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>           "0212"           "0212"             "01"           "0212"             "01" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>           "0213"             "01"             "01"           "0213"           "0212" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>             "01"           "0212"         "022222"           "0212"             "01" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>             "01"          "02433"             "01"           "0213"             "01" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>           "0212"           "0212"             "01"          "02433"          "02433" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>         "022222"             "01"           "0212"             "01"             "01" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>             "01"           "0212"             "01"           "0212"          "02422" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>             "01"             "01"           "0212"           "0212"           "0212" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>           "0211"             "01"             "01"          "02433"             "01" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>          "02433"           "0213"          "02433"           "0212"           "0212" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>           "0212"             "01"             "01"             "01"             "01" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>             "01"           "0212"           "0213"           "0212"             "01" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>           "0212"           "0212"             "01"             "01"           "0212" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>           "0212"          "02433"           "0212"           "0212"             "01" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>         "022222"             "01"           "0212"           "0213"          "02433" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>             "01"          "02433"             "01"             "01"           "0212" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>             "01"             "01"             "01"           "0212"         "022222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>             "01"           "0213"             "01"             "01"          "02421" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>             "01"           "0212"             "01"           "0212"           "0212" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>           "0212"             "01"           "0212"             "01"          "02433" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>           "0212"           "0212"             "01"           "0212"             "01" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>             "01"             "01"           "0212"             "01"         "022222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>           "0212"             "01"             "01"             "01"           "0212" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>           "0212"         "022222"             "01"           "0212"             "01" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>          "02433"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>           "0241"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>           "0212"             "01"           "0212"           "0212"             "01" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>             "01"             "01"           "0212"             "01"             "01" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>             "01"          "02433"           "0212"          "02422"             "01" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>           "0212"           "0211"           "0213"           "0212"             "01" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>             "01"           "0212"         "022222"           "0212"             "01" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>           "0212"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>             "01"             "01"             "01"           "0212"          "02433" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>             "01"             "01"           "0212"             "01"             "01" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>             "01"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>           "0212"           "0213"           "0212"             "01"           "0213" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>           "0212"             "01"           "0212"             "01"             "01" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>           "0213"          "02433"           "0212"           "0212"           "0212" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>         "022221"          "02432"             "01"             "01"          "02422" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>          "02422"             "01"           "0211"           "0211"           "0211" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>          "02432"             "01"             "01"          "02223"          "02221" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>         "022221"          "02223"          "02221"          "02422"          "02422" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>          "02432"             "01"          "02431"          "02221"          "02432" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>          "02432"         "022223"          "02432"             "01"             "01" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>          "02221"          "02422"          "02421"          "02421"             "01" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>         "022224"             "01"             "01"             "01"          "02313" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>          "02422"             "01"          "02223"          "02431"          "02432" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>          "02432"           "0211"             "01"          "02432"           "0211" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>         "022221"          "02221"           "0211"             "01"             "01" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>          "02221"          "02431"             "01"          "02432"          "02221" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>          "02221"          "02432"         "022224"          "02221"           "0241" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>           "0241"           "0211"          "02432"             "01"           "0211" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>             "01"          "02422"          "02431"             "01"          "02421" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>             "01"             "01"          "02421"          "02432"          "02313" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>             "01"          "02432"          "02223"             "01"             "01" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>             "01"             "01"         "022223"             "01"          "02221" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>          "02431"          "02213"         "022221"          "02421"          "02432" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>          "02431"          "02421"          "02432"          "02422"          "02431" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>          "02221"          "02223"           "0211"          "02421"             "01" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>          "02431"          "02431"           "0211"          "02431"          "02313" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>             "01"          "02422"          "02421"          "02421"             "01" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>          "02431"             "01"          "02422"          "02422"         "022224" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>          "02421"          "02432"          "02432"          "02421"          "02221" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>             "01"          "02421"           "0213"          "02421"         "022223" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>             "01"          "02221"             "01"          "02223"             "01" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>          "02431"          "02421"          "02221"          "02421"           "0211" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>          "02221"          "02421"          "02422"          "02221"          "02432" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>          "02221"          "02431"           "0211"          "02221"          "02422" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>          "02432"          "02221"          "02221"           "0211"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>           "0211"           "0213"           "0211"             "01"             "01" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"          "02422"             "01"          "02422"             "01" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>           "0211"          "02421"         "022224"          "02422"          "02421" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>           "0211"          "02221"          "02421"          "02221"         "022224" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>             "01"          "02422"          "02421"          "02431"          "02432" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>         "022223"             "01"          "02421"          "02421"             "01" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>         "022221"          "02221"          "02422"             "01"             "01" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>          "02432"          "02432"             "01"          "02421"          "02421" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>          "02431"          "02432"           "0211"             "01"          "02221" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>         "022224"          "02421"          "02221"             "01"          "02433" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>          "02431"          "02432"          "02422"          "02431"          "02431" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>          "02432"         "022223"          "02221"             "01"           "0241" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>          "02422"             "01"          "02221"          "02221"             "01" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>          "02422"             "01"         "022221"          "02223"             "01" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"          "02421"           "0211"          "02421"         "022224" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>          "02422"          "02421"          "02421"          "02421"           "0211" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>          "02221"          "02221"           "0211"          "02421"             "01" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>           "0211"          "02213"          "02421"          "02432"          "02312" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>          "02221"             "01"           "0213"         "022221"          "02221" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>          "02221"          "02433"          "02432"             "01"          "02432" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>           "0211"             "01"           "0211"         "022223"             "01" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>         "022221"           "0213"         "022221"             "01"          "02221" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>           "0211"          "02431"          "02421"             "01"         "022223" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>             "01"             "01"          "02223"          "02221"             "01" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"             "01"             "01"         "022224"          "02421" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>         "022221"          "02431"          "02431"          "02421"          "02221" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"          "02221"          "02431"         "022223" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>          "02431"          "02223"          "02432"             "01"          "02221" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>             "01"          "02432"          "02431"          "02422"           "0211" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>          "02221"          "02421"             "01"           "0211"          "02221" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>          "02221"          "02221"          "02432"             "01"         "022221" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>          "02431"             "01"          "02221"          "02312"          "02422" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>         "022223"          "02223"             "01"           "0211"          "02422" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>          "02431"           "0211"          "02432"          "02431"          "02422" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>          "02432"          "02431"          "02221"          "02422"          "02432" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>          "02221"         "022221"             "01"             "01"          "02221" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>         "022224"             "01"           "0241"          "02421"           "0211" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>          "02422"          "02221"          "02431"          "02421"             "01" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"          "02422"          "02421"          "02431"          "02221" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>             "01"             "01"           "0241"          "02221"             "01" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>          "02432"             "01"          "02221"             "01"          "02422" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>         "022223"          "02221"         "022224"             "01"         "022221" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>             "01"             "01"             "01"             "01"             "01" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>          "02421"          "02221"          "02431"          "02421"          "02432" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>             "01"           "0211"          "02422"         "022221"           "0211" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"           "0211"             "01"          "02221"          "02221" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>          "02422"             "01"             "01"             "01"          "02422" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>             "01"          "02221"          "02432"             "01"             "01" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"         "022224"         "022221"          "02432"          "02432" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>          "02432"             "01"           "0211"         "022221"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>           "0211"             "01"             "01"          "02312"          "02432" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>             "01"          "02221"          "02431"             "01"         "022223" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>         "022223"             "01"          "02221"          "02422"           "0211" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>          "02221"          "02221"          "02221"             "01"          "02221" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>             "01"             "01"             "01"             "01"          "02313" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>          "02421"          "02312"           "0213"          "02313"          "02431" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>          "02421"           "0211"         "022224"             "01"          "02422" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>          "02221"          "02422"          "02431"         "022223"           "0211" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>          "02221"             "01"          "02221"           "0241"           "0213" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>             "01"         "022223"         "022223"          "02431"             "01" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>             "01"          "02432"          "02431"         "022221"             "01" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>          "02432"          "02312"             "01"           "0211"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>          "02421"             "01"             "01"          "02431"          "02221" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>             "01"          "02432"             "01"          "02431"          "02432" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>          "02431"             "01"          "02422"             "01"             "01" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>          "02421"             "01"          "02422"          "02421"             "01" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>          "02421"             "01"          "02431"             "01"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>          "02431"          "02221"          "02421"           "0211"          "02431" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>          "02221"           "0211"             "01"          "02422"          "02221" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>          "02221"             "01"         "022221"         "022221"             "01" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>          "02221"          "02221"           "0211"          "02223"         "022223" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>          "02421"          "02421"           "0211"          "02431"           "0211" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>             "01"           "0211"          "02223"             "01"          "02431" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>          "02221"          "02422"             "01"          "02422"          "02431" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>          "02221"         "022221"          "02432"          "02221"          "02422" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>          "02221"          "02431"          "02213"           "0211"           "0213" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>             "01"          "02223"         "022221"          "02431"         "022221" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>             "01"          "02431"         "022224"          "02221"             "01" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>         "022224"             "01"          "02432"          "02431"             "01" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>             "01"          "02213"         "022221"           "0211"          "02421" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>             "01"          "02432"          "02431"             "01"          "02221" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"          "02431"          "02432"             "01" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"             "01"          "02431"             "01"          "02221" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>          "02221"             "01"             "01"             "01"          "02221" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>             "01"         "022221"          "02421"          "02213"          "02221" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>          "02432"             "01"             "01"             "01"          "02312" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>          "02432"          "02431"         "022221"          "02422"          "02431" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>          "02431"          "02212"          "02422"             "01"          "02312" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>         "022223"          "02422"             "01"          "02431"         "022223" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>          "02422"             "01"          "02432"          "02221"             "01" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>          "02421"          "02221"          "02431"           "0213"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>             "01"          "02431"             "01"          "02431"         "022223" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>          "02422"             "01"         "022224"          "02432"          "02221" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>         "022224"          "02312"          "02432"           "0211"             "01" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>         "022223"          "02432"          "02431"          "02221"          "02422" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>             "01"          "02221"             "01"           "0211"          "02221" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>          "02221"             "01"          "02422"           "0211"          "02422" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>           "0211"             "01"          "02213"             "01"          "02221" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>           "0211"          "02421"          "02431"          "02223"             "01" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>          "02432"          "02221"             "01"          "02221"           "0211" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>         "022221"         "022221"             "01"          "02422"             "01" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>          "02421"          "02432"          "02422"          "02221"          "02422" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>          "02221"             "01"             "01"             "01"          "02421" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>           "0211"          "02432"          "02221"         "022221"          "02431" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>         "022221"          "02221"          "02431"          "02422"             "01" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>          "02221"           "0211"           "0241"         "022221"             "01" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>             "01"          "02421"             "01"          "02421"           "0241" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>          "02422"           "0211"          "02223"          "02221"             "01" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>          "02422"          "02221"          "02221"         "022224"             "01" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>          "02431"          "02431"          "02432"           "0211"         "022221" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>         "022221"         "022221"          "02221"          "02431"          "02432" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>         "022224"          "02221"          "02432"          "02432"         "022221" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>          "02421"             "01"          "02421"           "0211"          "02421" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>          "02221"           "0211"             "01"             "01"          "02221" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>             "01"             "01"             "01"         "022223"         "022221" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>          "02431"          "02432"          "02221"          "02421"          "02421" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>          "02221"          "02431"          "02421"          "02313"             "01" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>          "02221"          "02221"             "01"          "02422"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>          "02431"           "0211"           "0211"          "02422"             "01" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>             "01"          "02422"          "02221"             "01"             "01" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>          "02432"          "02312"          "02422"          "02223"             "01" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"          "02431"          "02422"             "01"          "02432" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>          "02422"          "02432"             "01"          "02432"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 2828))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>             "01"           "0212"           "0212"          "02212"          "02324" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>           "0212"          "02322"          "02322"          "02321"          "02323" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"            "024"             "01"           "0212" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>             "01"             "01"             "01"           "0212"            "024" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>          "02322"          "02321"           "0213"          "02212"             "01" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>          "02321"             "01"             "01"          "02321"            "024" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>             "01"          "02212"          "02324"          "02322"           "0233" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>           "0212"             "01"          "02323"           "0212"            "024" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>             "01"          "02321"          "02323"          "02212"             "01" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>           "0233"          "02321"          "02323"           "0233"            "024" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>           "0233"          "02323"          "02323"          "02322"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>           "0212"          "02321"             "01"           "0212"          "02322" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>          "02322"           "0233"             "01"          "02324"            "024" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>             "01"           "0233"           "0212"            "024"           "0233" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>          "02324"             "01"             "01"          "02324"           "0212" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>             "01"            "024"             "01"           "0233"           "0211" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>             "01"          "02322"             "01"          "02323"             "01" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>           "0212"             "01"          "02321"             "01"             "01" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>          "02324"          "02321"             "01"          "02324"          "02321" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"          "02321"          "02212"           "0211"             "01" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>           "0212"          "02321"            "024"             "01"            "024" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>             "01"           "0212"           "0233"             "01"             "01" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>          "02322"           "0212"             "01"          "02321"             "01" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>             "01"          "02324"          "02323"          "02324"             "01" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"             "01"           "0212"            "024"          "02321" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>             "01"          "02321"             "01"             "01"             "01" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"            "024"             "01"             "01"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>           "0233"           "0233"          "02212"          "02311"             "01" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>          "02322"           "0212"          "02212"             "01"           "0212" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>           "0233"           "0212"             "01"          "02324"           "0212" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>             "01"          "02321"             "01"          "02324"           "0212" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>          "02324"             "01"             "01"           "0211"          "02323" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>           "0212"          "02321"           "0233"            "024"          "02323" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>           "0233"           "0233"          "02321"           "0233"          "02324" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>             "01"           "0212"             "01"           "0212"          "02324" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>          "02321"          "02323"           "0233"          "02322"           "0233" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>            "024"          "02212"             "01"          "02322"          "02321" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>             "01"            "024"          "02321"             "01"            "024" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>          "02321"             "01"             "01"          "02321"           "0212" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>          "02322"           "0233"             "01"           "0212"             "01" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>          "02322"          "02322"           "0233"           "0212"           "0211" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>             "01"           "0233"          "02321"           "0233"           "0211" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>          "02323"             "01"             "01"           "0211"             "01" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>             "01"             "01"           "0233"           "0212"          "02324" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>          "02322"           "0212"          "02323"             "01"          "02322" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>           "0212"           "0212"          "02212"          "02322"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>          "02323"          "02321"            "024"           "0212"          "02323" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>           "0211"           "0212"          "02321"           "0212"          "02322" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>           "0233"             "01"             "01"           "0212"             "01" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>             "01"             "01"          "02321"            "024"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>             "01"             "01"           "0233"          "02321"          "02321" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>            "024"           "0233"           "0212"             "01"          "02323" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>          "02321"          "02323"          "02322"             "01"          "02324" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>           "0233"           "0211"           "0212"            "024"            "024" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>             "01"          "02322"             "01"             "01"          "02323" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>          "02323"             "01"           "0233"           "0233"           "0233" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>             "01"           "0212"          "02322"             "01"          "02322" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"             "01"            "024"          "02323"             "01" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>             "01"             "01"             "01"             "01"          "02323" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>             "01"          "02323"           "0233"             "01"          "02323" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>           "0212"          "02322"          "02322"           "0233"             "01" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>          "02321"             "01"           "0233"          "02323"           "0212" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>             "01"           "0212"          "02212"          "02212"          "02322" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>          "02323"           "0233"             "01"          "02323"         "022222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>          "02321"           "0212"          "02323"          "02321"          "02322" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>             "01"          "02321"          "02322"             "01"          "02321" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>          "02322"          "02324"           "0212"          "02322"            "024" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>            "024"           "0211"             "01"          "02323"          "02321" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>            "024"          "02321"             "01"             "01"          "02322" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>          "02321"           "0212"          "02324"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"          "02322"          "02324"          "02212"             "01" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>             "01"             "01"             "01"          "02324"             "01" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>             "01"            "024"          "02324"             "01"             "01" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>           "0212"             "01"             "01"             "01"           "0233" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"          "02322"          "02321"           "0212" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>             "01"             "01"          "02212"             "01"          "02323" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>             "01"            "024"          "02311"           "0211"          "02322" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>           "0212"          "02324"             "01"          "02324"            "024" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>             "01"          "02322"          "02322"             "01"           "0233" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>           "0233"             "01"             "01"            "024"           "0233" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>          "02321"          "02212"             "01"             "01"           "0233" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"           "0233"           "0233"          "02324"             "01" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>             "01"             "01"          "02324"           "0233"          "02321" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>             "01"           "0211"             "01"          "02322"             "01" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>          "02324"          "02323"          "02324"           "0233"             "01" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>             "01"          "02322"          "02212"           "0211"          "02323" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>           "0212"             "01"           "0213"             "01"          "02323" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>           "0233"            "024"          "02321"           "0211"           "0212" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>            "024"          "02323"           "0211"          "02324"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>          "02324"             "01"             "01"             "01"          "02321" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>            "024"          "02321"             "01"             "01"             "01" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>             "01"             "01"           "0213"          "02212"           "0233" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>            "024"             "01"             "01"          "02324"            "024" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>          "02323"             "01"           "0212"           "0212"         "022222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>          "02322"            "024"             "01"             "01"             "01" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>             "01"          "02321"          "02322"             "01"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>           "0233"          "02322"           "0212"           "0212"             "01" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>             "01"             "01"             "01"            "024"             "01" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>           "0233"             "01"             "01"             "01"          "02324" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>          "02321"             "01"             "01"             "01"             "01" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>             "01"             "01"          "02212"            "024"             "01" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>          "02321"             "01"          "02323"             "01"          "02322" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>            "024"             "01"             "01"          "02322"             "01" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>             "01"          "02323"          "02212"          "02323"          "02324" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>             "01"           "0233"          "02324"          "02323"           "0233" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>             "01"            "024"             "01"          "02324"             "01" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>          "02323"          "02321"          "02323"          "02323"             "01" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>          "02322"             "01"            "024"          "02323"           "0233" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>           "0233"           "0233"             "01"             "01"          "02322" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>          "02323"          "02212"           "0233"           "0212"             "01" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>          "02321"            "024"            "024"           "0233"          "02321" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>            "024"          "02322"             "01"          "02321"             "01" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>           "0211"             "01"          "02321"             "01"            "024" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>             "01"             "01"          "02311"           "0233"          "02321" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>           "0212"             "01"           "0212"           "0212"          "02323" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>           "0233"          "02321"           "0211"             "01"          "02322" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"          "02323"             "01"          "02321"             "01" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>            "024"           "0233"             "01"           "0233"          "02321" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>            "024"           "0233"             "01"          "02322"          "02321" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"             "01"           "0233"             "01"          "02322" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>          "02322"             "01"          "02324"             "01"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>             "01"           "0213"          "02323"           "0233"           "0233" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>             "01"          "02323"          "02321"          "02324"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>             "01"             "01"             "01"             "01"            "024" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>             "01"           "0233"          "02321"             "01"           "0233" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>             "01"             "01"             "01"          "02324"          "02321" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>             "01"            "024"           "0211"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>           "0233"           "0233"             "01"           "0211"          "02321" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>             "01"          "02322"          "02321"           "0233"          "02324" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"           "0212"             "01"            "024"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>             "01"           "0233"             "01"            "024"             "01" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>             "01"             "01"          "02323"             "01"          "02321" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>             "01"          "02212"             "01"            "024"             "01" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>          "02323"          "02322"          "02313"           "0212"           "0212" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"          "02324"             "01"          "02321"           "0212" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>             "01"             "01"          "02322"           "0233"          "02323" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>          "02324"           "0233"           "0233"             "01"           "0233" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>          "02321"            "024"             "01"           "0211"          "02324" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>           "0213"           "0212"          "02321"             "01"          "02321" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>            "024"             "01"           "0233"          "02324"          "02322" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>           "0233"          "02212"           "0233"           "0233"            "024" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>            "024"             "01"          "02322"             "01"          "02322" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>          "02324"            "024"          "02212"             "01"          "02322" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>          "02322"          "02324"             "01"          "02322"          "02323" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"             "01"          "02322"           "0233"             "01" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>             "01"           "0212"             "01"             "01"          "02324" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>             "01"          "02324"            "024"            "024"             "01" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>            "024"             "01"             "01"          "02212"          "02323" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>           "0212"             "01"          "02321"             "01"           "0212" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>          "02322"          "02321"           "0233"          "02321"          "02321" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>          "02321"          "02212"          "02323"          "02212"          "02321" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>          "02324"             "01"             "01"             "01"           "0212" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>          "02321"          "02321"           "0212"           "0212"             "01" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>           "0212"           "0212"           "0212"           "0212"           "0212" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>           "0212"            "024"             "01"             "01"             "01" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>           "0212"           "0212"             "01"          "02321"         "022114" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"             "01"           "0213"             "01"          "02323" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>           "0213"             "01"          "02323"             "01"           "0212" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>           "0212"          "02234"          "02321"             "01"           "0212" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>             "01"             "01"          "02321"           "0212"          "02321" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>          "02321"             "01"             "01"             "01"            "024" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>          "02321"          "02321"          "02321"           "0212"             "01" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>          "02321"          "02323"          "02321"          "02212"           "0212" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>             "01"             "01"           "0212"           "0212"           "0212" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>             "01"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>             "01"             "01"           "0213"             "01"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>             "01"         "022112"          "02312"           "0211"          "02311" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"         "022111"          "02233"           "0211"         "022111" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>         "022111"             "01"           "0211"           "0211"          "02312" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>             "01"           "0211"         "022111"          "02311"             "01" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>          "02311"          "02311"             "01"             "01"          "02311" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>           "0211"         "022111"          "02312"           "0211"             "01" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>            "024"             "01"         "022111"          "02322"          "02322" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"            "024"         "022111"            "024"           "0211" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>           "0211"             "01"            "024"          "02311"            "024" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"         "022113"          "02232"             "01"          "02312" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>             "01"           "0211"             "01"             "01"         "022111" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>             "01"         "022112"             "01"           "0211"           "0211" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"         "022111"             "01"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>          "02312"             "01"          "02312"          "02232"             "01" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>             "01"             "01"         "022111"             "01"            "024" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>             "01"             "01"         "022111"          "02312"          "02312" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>           "0211"           "0211"         "022111"          "02311"            "024" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>             "01"          "02311"          "02213"         "022113"             "01" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>         "022111"          "02213"          "02311"         "022111"             "01" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"           "0213"           "0211"             "01"            "024" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>             "01"             "01"          "02312"             "01"          "02311" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>          "02311"          "02312"             "01"           "0211"           "0211" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>             "01"           "0211"         "022111"           "0211"           "0211" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>             "01"          "02213"             "01"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>             "01"           "0213"           "0211"             "01"             "01" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>             "01"          "02311"          "02213"           "0211"             "01" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>           "0211"             "01"           "0211"          "02311"             "01" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>          "02311"          "02213"          "02231"            "024"             "01" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>          "02311"            "024"            "024"             "01"           "0211" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>           "0211"         "022111"          "02212"          "02312"         "022222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>          "02312"          "02213"          "02213"          "02231"             "01" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"         "022114"           "0211"             "01"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>         "022111"         "022111"          "02233"           "0213"            "024" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>         "022111"             "01"          "02231"          "02311"           "0213" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>             "01"             "01"             "01"          "02311"          "02312" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>             "01"          "02232"           "0211"           "0211"          "02312" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>          "02311"          "02312"          "02233"          "02312"             "01" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>            "024"             "01"          "02312"          "02312"            "024" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"          "02311"          "02312"             "01"         "022112" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>             "01"             "01"             "01"             "01"          "02312" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>             "01"             "01"            "024"           "0211"          "02322" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>             "01"          "02232"             "01"          "02311"            "024" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>             "01"         "022114"          "02233"            "024"             "01" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>             "01"           "0211"            "024"             "01"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>           "0211"          "02313"          "02312"             "01"         "022114" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>          "02311"             "01"             "01"           "0211"         "022114" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"             "01"          "02232"          "02311"         "022114" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>           "0211"          "02213"          "02232"          "02311"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"             "01"           "0211"         "022112"         "022112" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>          "02311"          "02213"         "022114"             "01"             "01" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>          "02311"          "02312"             "01"         "022111"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"          "02311"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>         "022113"          "02213"          "02213"             "01"             "01" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>         "022112"            "024"           "0211"             "01"             "01" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>             "01"             "01"          "02311"          "02311"             "01" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>             "01"         "022114"            "024"           "0211"             "01" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"             "01"          "02233"         "022111"           "0211" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"             "01"           "0211"         "022113" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>         "022111"          "02313"             "01"            "024"             "01" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>           "0211"             "01"          "02311"          "02213"          "02322" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"         "022112"          "02313"          "02311"             "01" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>          "02312"             "01"             "01"             "01"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>            "024"             "01"           "0211"          "02311"         "022114" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>         "022113"         "022111"          "02322"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>          "02311"             "01"           "0211"             "01"            "024" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>             "01"             "01"           "0211"         "022112"          "02312" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"          "02311"          "02212"          "02312"           "0211" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>         "022111"          "02311"          "02234"          "02231"           "0211" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>             "01"           "0211"             "01"            "024"             "01" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>             "01"            "024"         "022111"          "02311"            "024" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>             "01"          "02213"          "02311"          "02213"             "01" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>             "01"             "01"         "022111"             "01"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>             "01"          "02312"            "024"            "024"          "02312" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>         "022111"          "02213"          "02221"             "01"             "01" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>             "01"           "0211"             "01"             "01"             "01" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>             "01"             "01"             "01"             "01"           "0211" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>            "024"          "02232"             "01"         "022112"         "022112" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>             "01"            "024"          "02233"             "01"             "01" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"             "01"             "01"            "024" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"             "01"             "01"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>             "01"             "01"           "0211"          "02232"             "01" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>         "022114"          "02212"         "022112"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>         "022113"          "02231"          "02232"           "0211"             "01" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"         "022112"             "01"             "01"             "01" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>             "01"          "02231"             "01"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>             "01"         "022112"             "01"             "01"             "01" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>           "0211"             "01"         "022112"             "01"         "022113" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>         "022114"          "02233"             "01"             "01"           "0211" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>             "01"             "01"             "01"             "01"         "022114" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"         "022112"             "01"            "024"            "024" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"            "024"             "01"             "01"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"             "01"            "024"          "02313"             "01" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"             "01"          "02231"         "022112"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>             "01"         "022111"         "022112"             "01"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>             "01"          "02231"          "02231"           "0211"          "02313" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>             "01"          "02231"          "02231"             "01"             "01" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"             "01"             "01"             "01"             "01" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"         "022111"         "022113"          "02312"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"             "01"         "022112"          "02213"             "01" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>             "01"             "01"          "02312"          "02312"             "01" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>             "01"         "022111"          "02313"         "022113"             "01" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"             "01"          "02232"         "022112"         "022113" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>             "01"         "022112"         "022111"            "024"             "01" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"         "022111"          "02311"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>             "01"         "022112"             "01"            "024"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>             "01"            "024"             "01"             "01"         "022113" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>         "022114"             "01"          "02233"          "02231"          "02311" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"            "024"            "024"             "01"         "022113" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>             "01"          "02213"            "024"          "02313"         "022113" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>          "02313"             "01"          "02232"            "024"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"             "01"         "022112"             "01"             "01" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>             "01"          "02313"             "01"          "02231"         "022113" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"            "024"             "01"             "01"             "01" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>             "01"            "024"             "01"          "02311"            "024" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>             "01"             "01"             "01"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>             "01"             "01"         "022114"             "01"             "01" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"            "024"          "02233"           "0211"           "0211" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>             "01"            "024"          "02212"             "01"             "01" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>            "024"         "022111"             "01"          "02313"             "01" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>          "02311"             "01"             "01"             "01"            "024" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"           "0211"            "024"          "02232"            "024" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"             "01"             "01" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>         "022114"          "02313"          "02231"             "01"             "01" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"             "01"         "022112"             "01" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>             "01"         "022111"             "01"             "01"           "0211" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>            "024"             "01"             "01"            "024"         "022112" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>          "02311"          "02313"            "024"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"             "01"          "02231"             "01" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"             "01"             "01"             "01" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>             "01"             "01"             "01"         "022113"           "0213" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>             "01"             "01"            "024"             "01"         "022112" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>            "024"             "01"         "022112"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>            "024"             "01"          "02311"            "024"             "01" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>             "01"          "02312"         "022112"          "02231"             "01" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"             "01"             "01"           "0211"             "01" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>             "01"          "02231"          "02313"             "01"             "01" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>             "01"          "02213"             "01"             "01"           "0211" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"             "01"            "024"            "024" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>             "01"         "022114"          "02232"             "01"             "01" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"           "0211"           "0211"            "024" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>             "01"             "01"         "022112"          "02311"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>             "01"          "02231"            "024"         "022112"             "01" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>          "02313"          "02231"             "01"           "0211"         "022114" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>             "01"             "01"          "02232"         "022111"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>          "02313"             "01"           "0211"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>             "01"            "024"            "024"         "022113"             "01" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"            "024"             "01"             "01"             "01" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"             "01"             "01"             "01"             "01" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>            "024"             "01"             "01"             "01"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>             "01"          "02311"             "01"             "01"          "02311" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>          "02311"             "01"             "01"           "0211"            "024" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>             "01"             "01"          "02312"            "024"           "0211" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>          "02312"            "024"             "01"            "024"           "0211" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"             "01"             "01"             "01"            "024" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>          "02311"            "024"             "01"             "01"             "01" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>           "0211"           "0211"            "024"           "0211"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>            "024"             "01"          "02212"             "01"           "0211" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>             "01"          "02311"           "0211"           "0211"             "01" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>          "02311"           "0211"             "01"          "02313"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>           "0211"             "01"             "01"           "0211"            "024" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>           "0211"             "01"             "01"           "0211"          "02312" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>             "01"           "0211"            "024"           "0211"             "01" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>             "01"           "0211"            "024"            "024"             "01" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>           "0211"            "024"            "024"             "01"          "02312" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>             "01"             "01"             "01"           "0211"             "01" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>             "01"          "02312"           "0211"             "01"             "01" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>            "024"            "024"          "02312"           "0211"             "01" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>            "024"            "024"           "0211"           "0211"             "01" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>             "01"             "01"             "01"             "01"           "0211" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>             "01"             "01"           "0211"            "024"           "0211" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>            "024"             "01"           "0211"             "01"            "024" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>             "01"             "01"          "02312"          "02231"           "0211" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>         "022113"             "01"           "0211"          "02312"          "02312" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>           "0213"            "024"             "01"            "024"             "01" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>           "0211"             "01"             "01"          "02312"           "0211" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>             "01"          "02233"             "01"           "0211"           "0211" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>             "01"             "01"            "024"           "0211"          "02313" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>            "024"             "01"             "01"             "01"          "02312" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>           "0211"             "01"          "02312"             "01"           "0211" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>            "024"          "02311"             "01"          "02312"             "01" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>            "024"             "01"          "02232"             "01"             "01" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>            "024"           "0211"             "01"             "01"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>           "0211"             "01"            "024"           "0211"           "0211" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>           "0211"          "02312"            "024"            "024"          "02312" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>            "024"             "01"           "0211"             "01"            "024" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>           "0211"            "024"            "024"             "01"             "01" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>             "01"             "01"          "02233"            "024"           "0211" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>            "024"            "024"             "01"           "0211"          "02312" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>             "01"            "024"            "024"            "024"             "01" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>            "024"             "01"          "02312"           "0211"            "024" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>          "02312"            "024"             "01"             "01"             "01" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>           "0211"             "01"             "01"             "01"           "0211" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>           "0211"            "024"          "02312"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>           "0211"             "01"             "01"           "0211"             "01" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>             "01"             "01"          "02312"           "0211"          "02312" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>           "0211"          "02312"             "01"             "01"             "01" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>           "0211"             "01"             "01"             "01"           "0211" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>             "01"            "024"           "0211"             "01"             "01" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>          "02312"            "024"             "01"          "02312"             "01" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>             "01"            "024"           "0211"             "01"            "024" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>            "024"             "01"             "01"            "024"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>            "024"            "024"           "0211"            "024"           "0211" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>             "01"            "024"           "0211"            "024"            "024" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>             "01"           "0211"            "024"           "0211"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>           "0211"             "01"             "01"            "024"            "024" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>           "0211"             "01"         "022113"             "01"            "024" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>             "01"           "0211"            "024"             "01"             "01" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>          "02312"             "01"             "01"            "024"             "01" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>          "02312"          "02312"             "01"             "01"            "024" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>           "0211"          "02312"             "01"           "0213"             "01" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>             "01"           "0211"            "024"           "0211"          "02312" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>            "024"             "01"           "0211"           "0211"             "01" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>             "01"          "02312"             "01"            "024"           "0211" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>            "024"          "02312"            "024"           "0211"             "01" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>             "01"            "024"           "0211"            "024"             "01" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>             "01"          "02312"             "01"             "01"           "0211" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>             "01"           "0213"             "01"            "024"            "024" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>           "0211"            "024"            "024"           "0211"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"             "01"            "024"             "01"             "01" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>            "024"             "01"            "024"             "01"             "01" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>             "01"             "01"             "01"         "022112"             "01" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>             "01"             "01"           "0211"          "02313"             "01" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>             "01"             "01"             "01"             "01"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>           "0211"             "01"             "01"             "01"             "01" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>             "01"         "022111"           "0211"           "0211"             "01" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"             "01"          "02233"          "02312"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>            "024"           "0213"             "01"           "0211"            "024" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>           "0211"             "01"             "01"             "01"             "01" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>             "01"             "01"             "01"          "02312"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>           "0211"            "024"             "01"          "02232"          "02311" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>          "02312"             "01"         "022111"             "01"             "01" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"            "024"          "02213"             "01"             "01" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>             "01"             "01"             "01"             "01"          "02311" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>             "01"             "01"          "02311"             "01"             "01" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>            "024"             "01"          "02232"           "0213"             "01" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>             "01"           "0211"             "01"             "01"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>             "01"             "01"          "02233"             "01"             "01" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>             "01"          "02233"             "01"             "01"             "01" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>           "0211"             "01"             "01"             "01"             "01" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>             "01"             "01"           "0211"          "02312"             "01" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>             "01"             "01"             "01"          "02312"             "01" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>             "01"             "01"           "0211"             "01"          "02311" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>          "02312"             "01"          "02312"             "01"             "01" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>           "0211"             "01"             "01"             "01"         "022112" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>             "01"             "01"            "024"           "0211"             "01" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"            "024"             "01"             "01"             "01" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>             "01"             "01"           "0211"             "01"            "024" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>         "022113"           "0211"         "022113"             "01"             "01" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>             "01"             "01"             "01"             "01"           "0211" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"             "01"             "01"             "01"            "024" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>             "01"             "01"             "01"            "024"           "0212" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>             "01"             "01"             "01"             "01"          "02312" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>             "01"             "01"             "01"             "01"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>            "024"             "01"          "02234"          "02312"             "01" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>             "01"             "01"          "02311"             "01"             "01" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"             "01"             "01"             "01"             "01" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>             "01"         "022111"             "01"             "01"             "01" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>            "024"             "01"             "01"             "01"         "022113" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>           "0211"             "01"             "01"           "0211"             "01" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>           "0211"             "01"          "02232"             "01"             "01" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>             "01"             "01"             "01"           "0211"             "01" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>             "01"             "01"             "01"             "01"         "022111" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>             "01"             "01"             "01"          "02233"           "0211" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>             "01"             "01"           "0213"          "02312"             "01" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>             "01"             "01"             "01"             "01"            "024" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"             "01"             "01"             "01"             "01" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>          "02312"             "01"             "01"             "01"             "01" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>             "01"           "0212"           "0212"             "01"           "0212" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>           "0212"           "0212"           "0212"           "0212"           "0213" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>             "01"          "02212"           "0212"           "0212"           "0212" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>           "0212"             "01"             "01"             "01"             "01" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>             "01"             "01"             "01"           "0212"             "01" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>             "01"             "01"             "01"         "022222"           "0212" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>             "01"           "0212"             "01"           "0212"           "0212" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>           "0212"             "01"           "0212"             "01"            "024" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>           "0212"           "0212"           "0212"           "0212"         "022222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>             "01"             "01"           "0212"           "0212"             "01" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>             "01"           "0212"         "022222"           "0212"         "022222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>             "01"           "0212"             "01"             "01"             "01" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>             "01"           "0212"             "01"             "01"             "01" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>           "0212"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>           "0212"            "024"           "0212"             "01"           "0212" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>           "0212"           "0212"           "0212"            "024"           "0212" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>           "0212"             "01"           "0212"           "0212"           "0212" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>          "02322"           "0212"             "01"             "01"             "01" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>           "0212"           "0212"           "0212"         "022222"             "01" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>             "01"           "0212"            "024"           "0213"           "0212" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>           "0213"             "01"           "0212"             "01"             "01" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>           "0213"             "01"           "0212"           "0212"           "0212" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>           "0213"           "0212"         "022222"             "01"           "0212" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>           "0212"           "0213"           "0212"           "0212"           "0212" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>             "01"           "0212"           "0212"           "0212"             "01" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>           "0213"           "0212"           "0213"           "0212"             "01" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>             "01"             "01"           "0212"           "0213"             "01" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>           "0213"             "01"             "01"             "01"           "0213" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>             "01"             "01"           "0212"           "0213"           "0212" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>             "01"           "0212"           "0212"             "01"           "0213" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>           "0212"             "01"           "0212"           "0212"           "0211" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>             "01"          "02212"           "0212"             "01"           "0212" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>           "0212"           "0212"             "01"           "0212"             "01" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>           "0213"             "01"             "01"           "0213"           "0212" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>             "01"           "0212"         "022222"           "0212"             "01" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>             "01"            "024"             "01"           "0213"             "01" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>           "0212"           "0212"             "01"            "024"            "024" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>         "022222"             "01"           "0212"             "01"             "01" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>             "01"           "0212"             "01"           "0212"            "024" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>             "01"             "01"           "0212"           "0212"           "0212" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>           "0211"             "01"             "01"            "024"             "01" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>            "024"           "0213"            "024"           "0212"           "0212" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>           "0212"             "01"             "01"             "01"             "01" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>             "01"           "0212"           "0213"           "0212"             "01" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>           "0212"           "0212"             "01"             "01"           "0212" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>           "0212"            "024"           "0212"           "0212"             "01" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>         "022222"             "01"           "0212"           "0213"            "024" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>             "01"            "024"             "01"             "01"           "0212" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>             "01"             "01"             "01"           "0212"         "022222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>             "01"           "0213"             "01"             "01"            "024" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>             "01"           "0212"             "01"           "0212"           "0212" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>           "0212"             "01"           "0212"             "01"            "024" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>           "0212"           "0212"             "01"           "0212"             "01" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>             "01"             "01"           "0212"             "01"         "022222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>           "0212"             "01"             "01"             "01"           "0212" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>           "0212"         "022222"             "01"           "0212"             "01" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>            "024"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>            "024"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>           "0212"             "01"           "0212"           "0212"             "01" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>             "01"             "01"           "0212"             "01"             "01" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>             "01"            "024"           "0212"            "024"             "01" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>           "0212"           "0211"           "0213"           "0212"             "01" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>             "01"           "0212"         "022222"           "0212"             "01" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>           "0212"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>             "01"             "01"             "01"           "0212"            "024" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>             "01"             "01"           "0212"             "01"             "01" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>             "01"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>           "0212"           "0213"           "0212"             "01"           "0213" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>           "0212"             "01"           "0212"             "01"             "01" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>           "0213"            "024"           "0212"           "0212"           "0212" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>         "022221"            "024"             "01"             "01"            "024" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>            "024"             "01"           "0211"           "0211"           "0211" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>            "024"             "01"             "01"          "02223"          "02221" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>         "022221"          "02223"          "02221"            "024"            "024" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>            "024"             "01"            "024"          "02221"            "024" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>            "024"         "022223"            "024"             "01"             "01" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>          "02221"            "024"            "024"            "024"             "01" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>         "022224"             "01"             "01"             "01"          "02313" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>            "024"             "01"          "02223"            "024"            "024" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>            "024"           "0211"             "01"            "024"           "0211" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>         "022221"          "02221"           "0211"             "01"             "01" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>          "02221"            "024"             "01"            "024"          "02221" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>          "02221"            "024"         "022224"          "02221"            "024" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>            "024"           "0211"            "024"             "01"           "0211" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>             "01"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>             "01"             "01"            "024"            "024"          "02313" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>             "01"            "024"          "02223"             "01"             "01" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>             "01"             "01"         "022223"             "01"          "02221" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>            "024"          "02213"         "022221"            "024"            "024" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>          "02221"          "02223"           "0211"            "024"             "01" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>            "024"            "024"           "0211"            "024"          "02313" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>             "01"            "024"            "024"            "024"             "01" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>            "024"             "01"            "024"            "024"         "022224" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>            "024"            "024"            "024"            "024"          "02221" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>             "01"            "024"           "0213"            "024"         "022223" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>             "01"          "02221"             "01"          "02223"             "01" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>            "024"            "024"          "02221"            "024"           "0211" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>          "02221"            "024"            "024"          "02221"            "024" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>          "02221"            "024"           "0211"          "02221"            "024" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>            "024"          "02221"          "02221"           "0211"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>           "0211"           "0213"           "0211"             "01"             "01" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"            "024"             "01"            "024"             "01" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>           "0211"            "024"         "022224"            "024"            "024" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>           "0211"          "02221"            "024"          "02221"         "022224" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>             "01"            "024"            "024"            "024"            "024" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>         "022223"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>         "022221"          "02221"            "024"             "01"             "01" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>            "024"            "024"             "01"            "024"            "024" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>            "024"            "024"           "0211"             "01"          "02221" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>         "022224"            "024"          "02221"             "01"            "024" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>            "024"         "022223"          "02221"             "01"            "024" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>            "024"             "01"          "02221"          "02221"             "01" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>            "024"             "01"         "022221"          "02223"             "01" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"            "024"           "0211"            "024"         "022224" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>            "024"            "024"            "024"            "024"           "0211" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>          "02221"          "02221"           "0211"            "024"             "01" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>           "0211"          "02213"            "024"            "024"          "02312" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>          "02221"             "01"           "0213"         "022221"          "02221" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>          "02221"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>           "0211"             "01"           "0211"         "022223"             "01" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>         "022221"           "0213"         "022221"             "01"          "02221" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>           "0211"            "024"            "024"             "01"         "022223" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>             "01"             "01"          "02223"          "02221"             "01" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"             "01"             "01"         "022224"            "024" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>         "022221"            "024"            "024"            "024"          "02221" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"          "02221"            "024"         "022223" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>            "024"          "02223"            "024"             "01"          "02221" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>             "01"            "024"            "024"            "024"           "0211" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>          "02221"            "024"             "01"           "0211"          "02221" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>          "02221"          "02221"            "024"             "01"         "022221" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>            "024"             "01"          "02221"          "02312"            "024" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>         "022223"          "02223"             "01"           "0211"            "024" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>            "024"           "0211"            "024"            "024"            "024" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>            "024"            "024"          "02221"            "024"            "024" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>          "02221"         "022221"             "01"             "01"          "02221" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>         "022224"             "01"            "024"            "024"           "0211" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>            "024"          "02221"            "024"            "024"             "01" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"            "024"            "024"            "024"          "02221" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>             "01"             "01"            "024"          "02221"             "01" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>            "024"             "01"          "02221"             "01"            "024" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>         "022223"          "02221"         "022224"             "01"         "022221" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>             "01"             "01"             "01"             "01"             "01" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>            "024"          "02221"            "024"            "024"            "024" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>             "01"           "0211"            "024"         "022221"           "0211" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"           "0211"             "01"          "02221"          "02221" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>            "024"             "01"             "01"             "01"            "024" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>             "01"          "02221"            "024"             "01"             "01" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"         "022224"         "022221"            "024"            "024" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>            "024"             "01"           "0211"         "022221"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>           "0211"             "01"             "01"          "02312"            "024" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>             "01"          "02221"            "024"             "01"         "022223" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>         "022223"             "01"          "02221"            "024"           "0211" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>          "02221"          "02221"          "02221"             "01"          "02221" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>             "01"             "01"             "01"             "01"          "02313" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>            "024"          "02312"           "0213"          "02313"            "024" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>            "024"           "0211"         "022224"             "01"            "024" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>          "02221"            "024"            "024"         "022223"           "0211" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>          "02221"             "01"          "02221"            "024"           "0213" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>             "01"         "022223"         "022223"            "024"             "01" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>             "01"            "024"            "024"         "022221"             "01" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>            "024"          "02312"             "01"           "0211"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>            "024"             "01"             "01"            "024"          "02221" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>            "024"             "01"            "024"             "01"             "01" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>            "024"             "01"            "024"            "024"             "01" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>            "024"             "01"            "024"             "01"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>            "024"          "02221"            "024"           "0211"            "024" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>          "02221"           "0211"             "01"            "024"          "02221" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>          "02221"             "01"         "022221"         "022221"             "01" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>          "02221"          "02221"           "0211"          "02223"         "022223" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>            "024"            "024"           "0211"            "024"           "0211" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>             "01"           "0211"          "02223"             "01"            "024" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>          "02221"            "024"             "01"            "024"            "024" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>          "02221"         "022221"            "024"          "02221"            "024" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>          "02221"            "024"          "02213"           "0211"           "0213" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>             "01"          "02223"         "022221"            "024"         "022221" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>             "01"            "024"         "022224"          "02221"             "01" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>         "022224"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>             "01"          "02213"         "022221"           "0211"            "024" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>             "01"            "024"            "024"             "01"          "02221" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"            "024"            "024"             "01" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"             "01"            "024"             "01"          "02221" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>          "02221"             "01"             "01"             "01"          "02221" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>             "01"         "022221"            "024"          "02213"          "02221" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>            "024"             "01"             "01"             "01"          "02312" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>            "024"            "024"         "022221"            "024"            "024" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>            "024"          "02212"            "024"             "01"          "02312" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>         "022223"            "024"             "01"            "024"         "022223" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>            "024"             "01"            "024"          "02221"             "01" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>            "024"          "02221"            "024"           "0213"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>             "01"            "024"             "01"            "024"         "022223" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>            "024"             "01"         "022224"            "024"          "02221" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>         "022224"          "02312"            "024"           "0211"             "01" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>         "022223"            "024"            "024"          "02221"            "024" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>             "01"          "02221"             "01"           "0211"          "02221" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>          "02221"             "01"            "024"           "0211"            "024" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>           "0211"             "01"          "02213"             "01"          "02221" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>           "0211"            "024"            "024"          "02223"             "01" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>            "024"          "02221"             "01"          "02221"           "0211" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>         "022221"         "022221"             "01"            "024"             "01" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>            "024"            "024"            "024"          "02221"            "024" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>          "02221"             "01"             "01"             "01"            "024" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>           "0211"            "024"          "02221"         "022221"            "024" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>         "022221"          "02221"            "024"            "024"             "01" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>          "02221"           "0211"            "024"         "022221"             "01" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>            "024"           "0211"          "02223"          "02221"             "01" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>            "024"          "02221"          "02221"         "022224"             "01" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>            "024"            "024"            "024"           "0211"         "022221" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>         "022221"         "022221"          "02221"            "024"            "024" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>         "022224"          "02221"            "024"            "024"         "022221" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>            "024"             "01"            "024"           "0211"            "024" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>          "02221"           "0211"             "01"             "01"          "02221" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>             "01"             "01"             "01"         "022223"         "022221" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>            "024"            "024"          "02221"            "024"            "024" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>          "02221"            "024"            "024"          "02313"             "01" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>          "02221"          "02221"             "01"            "024"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>            "024"           "0211"           "0211"            "024"             "01" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>             "01"            "024"          "02221"             "01"             "01" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>            "024"          "02312"            "024"          "02223"             "01" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"            "024"            "024"             "01"            "024" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>            "024"            "024"             "01"            "024"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 3093))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>             "01"           "0212"           "0212"          "02212"           "0232" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>           "0212"           "0232"           "0232"           "0232"           "0232" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"            "024"             "01"           "0212" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>             "01"             "01"             "01"           "0212"            "024" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>           "0232"           "0232"           "0213"          "02212"             "01" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>           "0232"             "01"             "01"           "0232"            "024" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>             "01"          "02212"           "0232"           "0232"           "0233" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>           "0212"             "01"           "0232"           "0212"            "024" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>             "01"           "0232"           "0232"          "02212"             "01" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>           "0233"           "0232"           "0232"           "0233"            "024" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>           "0233"           "0232"           "0232"           "0232"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>           "0212"           "0232"             "01"           "0212"           "0232" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>           "0232"           "0233"             "01"           "0232"            "024" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>             "01"           "0233"           "0212"            "024"           "0233" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>           "0232"             "01"             "01"           "0232"           "0212" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>             "01"            "024"             "01"           "0233"           "0211" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>             "01"           "0232"             "01"           "0232"             "01" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>           "0212"             "01"           "0232"             "01"             "01" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>           "0232"           "0232"             "01"           "0232"           "0232" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"           "0232"          "02212"           "0211"             "01" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>           "0212"           "0232"            "024"             "01"            "024" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>             "01"           "0212"           "0233"             "01"             "01" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>           "0232"           "0212"             "01"           "0232"             "01" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>             "01"           "0232"           "0232"           "0232"             "01" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"             "01"           "0212"            "024"           "0232" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>             "01"           "0232"             "01"             "01"             "01" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"            "024"             "01"             "01"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>           "0233"           "0233"          "02212"          "02311"             "01" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>           "0232"           "0212"          "02212"             "01"           "0212" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>           "0233"           "0212"             "01"           "0232"           "0212" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>             "01"           "0232"             "01"           "0232"           "0212" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>           "0232"             "01"             "01"           "0211"           "0232" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>           "0212"           "0232"           "0233"            "024"           "0232" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>           "0233"           "0233"           "0232"           "0233"           "0232" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>             "01"           "0212"             "01"           "0212"           "0232" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>           "0232"           "0232"           "0233"           "0232"           "0233" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>            "024"          "02212"             "01"           "0232"           "0232" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>             "01"            "024"           "0232"             "01"            "024" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>           "0232"             "01"             "01"           "0232"           "0212" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>           "0232"           "0233"             "01"           "0212"             "01" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>           "0232"           "0232"           "0233"           "0212"           "0211" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>             "01"           "0233"           "0232"           "0233"           "0211" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>           "0232"             "01"             "01"           "0211"             "01" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>             "01"             "01"           "0233"           "0212"           "0232" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>           "0232"           "0212"           "0232"             "01"           "0232" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>           "0212"           "0212"          "02212"           "0232"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>           "0232"           "0232"            "024"           "0212"           "0232" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>           "0211"           "0212"           "0232"           "0212"           "0232" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>           "0233"             "01"             "01"           "0212"             "01" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>             "01"             "01"           "0232"            "024"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>             "01"             "01"           "0233"           "0232"           "0232" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>            "024"           "0233"           "0212"             "01"           "0232" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>           "0232"           "0232"           "0232"             "01"           "0232" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>           "0233"           "0211"           "0212"            "024"            "024" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>             "01"           "0232"             "01"             "01"           "0232" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>           "0232"             "01"           "0233"           "0233"           "0233" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>             "01"           "0212"           "0232"             "01"           "0232" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"             "01"            "024"           "0232"             "01" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>             "01"             "01"             "01"             "01"           "0232" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>             "01"           "0232"           "0233"             "01"           "0232" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>           "0212"           "0232"           "0232"           "0233"             "01" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>           "0232"             "01"           "0233"           "0232"           "0212" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>             "01"           "0212"          "02212"          "02212"           "0232" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>           "0232"           "0233"             "01"           "0232"         "022222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>           "0232"           "0212"           "0232"           "0232"           "0232" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>             "01"           "0232"           "0232"             "01"           "0232" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>           "0232"           "0232"           "0212"           "0232"            "024" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>            "024"           "0211"             "01"           "0232"           "0232" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>            "024"           "0232"             "01"             "01"           "0232" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>           "0232"           "0212"           "0232"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"           "0232"           "0232"          "02212"             "01" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>             "01"             "01"             "01"           "0232"             "01" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>             "01"            "024"           "0232"             "01"             "01" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>           "0212"             "01"             "01"             "01"           "0233" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"           "0232"           "0232"           "0212" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>             "01"             "01"          "02212"             "01"           "0232" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>             "01"            "024"          "02311"           "0211"           "0232" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>           "0212"           "0232"             "01"           "0232"            "024" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>             "01"           "0232"           "0232"             "01"           "0233" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>           "0233"             "01"             "01"            "024"           "0233" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>           "0232"          "02212"             "01"             "01"           "0233" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"           "0233"           "0233"           "0232"             "01" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>             "01"             "01"           "0232"           "0233"           "0232" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>             "01"           "0211"             "01"           "0232"             "01" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>           "0232"           "0232"           "0232"           "0233"             "01" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>             "01"           "0232"          "02212"           "0211"           "0232" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>           "0212"             "01"           "0213"             "01"           "0232" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>           "0233"            "024"           "0232"           "0211"           "0212" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>            "024"           "0232"           "0211"           "0232"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>           "0232"             "01"             "01"             "01"           "0232" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>            "024"           "0232"             "01"             "01"             "01" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>             "01"             "01"           "0213"          "02212"           "0233" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>            "024"             "01"             "01"           "0232"            "024" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>           "0232"             "01"           "0212"           "0212"         "022222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>           "0232"            "024"             "01"             "01"             "01" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>             "01"           "0232"           "0232"             "01"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>           "0233"           "0232"           "0212"           "0212"             "01" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>             "01"             "01"             "01"            "024"             "01" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>           "0233"             "01"             "01"             "01"           "0232" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>           "0232"             "01"             "01"             "01"             "01" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>             "01"             "01"          "02212"            "024"             "01" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>           "0232"             "01"           "0232"             "01"           "0232" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>            "024"             "01"             "01"           "0232"             "01" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>             "01"           "0232"          "02212"           "0232"           "0232" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>             "01"           "0233"           "0232"           "0232"           "0233" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>             "01"            "024"             "01"           "0232"             "01" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>           "0232"           "0232"           "0232"           "0232"             "01" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>           "0232"             "01"            "024"           "0232"           "0233" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>           "0233"           "0233"             "01"             "01"           "0232" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>           "0232"          "02212"           "0233"           "0212"             "01" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>           "0232"            "024"            "024"           "0233"           "0232" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>            "024"           "0232"             "01"           "0232"             "01" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>           "0211"             "01"           "0232"             "01"            "024" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>             "01"             "01"          "02311"           "0233"           "0232" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>           "0212"             "01"           "0212"           "0212"           "0232" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>           "0233"           "0232"           "0211"             "01"           "0232" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"           "0232"             "01"           "0232"             "01" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>            "024"           "0233"             "01"           "0233"           "0232" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>            "024"           "0233"             "01"           "0232"           "0232" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"             "01"           "0233"             "01"           "0232" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>           "0232"             "01"           "0232"             "01"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>             "01"           "0213"           "0232"           "0233"           "0233" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>             "01"           "0232"           "0232"           "0232"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>             "01"             "01"             "01"             "01"            "024" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>             "01"           "0233"           "0232"             "01"           "0233" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>             "01"             "01"             "01"           "0232"           "0232" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>             "01"            "024"           "0211"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>           "0233"           "0233"             "01"           "0211"           "0232" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>             "01"           "0232"           "0232"           "0233"           "0232" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"           "0212"             "01"            "024"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>             "01"           "0233"             "01"            "024"             "01" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>             "01"             "01"           "0232"             "01"           "0232" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>             "01"          "02212"             "01"            "024"             "01" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>           "0232"           "0232"          "02313"           "0212"           "0212" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"           "0232"             "01"           "0232"           "0212" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>             "01"             "01"           "0232"           "0233"           "0232" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>           "0232"           "0233"           "0233"             "01"           "0233" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>           "0232"            "024"             "01"           "0211"           "0232" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>           "0213"           "0212"           "0232"             "01"           "0232" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>            "024"             "01"           "0233"           "0232"           "0232" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>           "0233"          "02212"           "0233"           "0233"            "024" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>            "024"             "01"           "0232"             "01"           "0232" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>           "0232"            "024"          "02212"             "01"           "0232" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>           "0232"           "0232"             "01"           "0232"           "0232" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"             "01"           "0232"           "0233"             "01" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>             "01"           "0212"             "01"             "01"           "0232" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>             "01"           "0232"            "024"            "024"             "01" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>            "024"             "01"             "01"          "02212"           "0232" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>           "0212"             "01"           "0232"             "01"           "0212" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>           "0232"           "0232"           "0233"           "0232"           "0232" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>           "0232"          "02212"           "0232"          "02212"           "0232" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>           "0232"             "01"             "01"             "01"           "0212" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>           "0232"           "0232"           "0212"           "0212"             "01" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>           "0212"           "0212"           "0212"           "0212"           "0212" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>           "0212"            "024"             "01"             "01"             "01" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>           "0212"           "0212"             "01"           "0232"         "022114" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"             "01"           "0213"             "01"           "0232" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>           "0213"             "01"           "0232"             "01"           "0212" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>           "0212"          "02234"           "0232"             "01"           "0212" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>             "01"             "01"           "0232"           "0212"           "0232" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>           "0232"             "01"             "01"             "01"            "024" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>           "0232"           "0232"           "0232"           "0212"             "01" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>           "0232"           "0232"           "0232"          "02212"           "0212" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>             "01"             "01"           "0212"           "0212"           "0212" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>             "01"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>             "01"             "01"           "0213"             "01"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>             "01"         "022112"          "02312"           "0211"          "02311" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"         "022111"          "02233"           "0211"         "022111" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>         "022111"             "01"           "0211"           "0211"          "02312" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>             "01"           "0211"         "022111"          "02311"             "01" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>          "02311"          "02311"             "01"             "01"          "02311" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>           "0211"         "022111"          "02312"           "0211"             "01" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>            "024"             "01"         "022111"           "0232"           "0232" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"            "024"         "022111"            "024"           "0211" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>           "0211"             "01"            "024"          "02311"            "024" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"         "022113"          "02232"             "01"          "02312" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>             "01"           "0211"             "01"             "01"         "022111" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>             "01"         "022112"             "01"           "0211"           "0211" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"         "022111"             "01"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>          "02312"             "01"          "02312"          "02232"             "01" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>             "01"             "01"         "022111"             "01"            "024" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>             "01"             "01"         "022111"          "02312"          "02312" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>           "0211"           "0211"         "022111"          "02311"            "024" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>             "01"          "02311"          "02213"         "022113"             "01" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>         "022111"          "02213"          "02311"         "022111"             "01" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"           "0213"           "0211"             "01"            "024" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>             "01"             "01"          "02312"             "01"          "02311" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>          "02311"          "02312"             "01"           "0211"           "0211" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>             "01"           "0211"         "022111"           "0211"           "0211" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>             "01"          "02213"             "01"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>             "01"           "0213"           "0211"             "01"             "01" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>             "01"          "02311"          "02213"           "0211"             "01" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>           "0211"             "01"           "0211"          "02311"             "01" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>          "02311"          "02213"          "02231"            "024"             "01" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>          "02311"            "024"            "024"             "01"           "0211" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>           "0211"         "022111"          "02212"          "02312"         "022222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>          "02312"          "02213"          "02213"          "02231"             "01" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"         "022114"           "0211"             "01"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>         "022111"         "022111"          "02233"           "0213"            "024" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>         "022111"             "01"          "02231"          "02311"           "0213" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>             "01"             "01"             "01"          "02311"          "02312" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>             "01"          "02232"           "0211"           "0211"          "02312" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>          "02311"          "02312"          "02233"          "02312"             "01" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>            "024"             "01"          "02312"          "02312"            "024" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"          "02311"          "02312"             "01"         "022112" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>             "01"             "01"             "01"             "01"          "02312" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>             "01"             "01"            "024"           "0211"           "0232" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>             "01"          "02232"             "01"          "02311"            "024" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>             "01"         "022114"          "02233"            "024"             "01" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>             "01"           "0211"            "024"             "01"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>           "0211"          "02313"          "02312"             "01"         "022114" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>          "02311"             "01"             "01"           "0211"         "022114" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"             "01"          "02232"          "02311"         "022114" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>           "0211"          "02213"          "02232"          "02311"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"             "01"           "0211"         "022112"         "022112" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>          "02311"          "02213"         "022114"             "01"             "01" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>          "02311"          "02312"             "01"         "022111"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"          "02311"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>         "022113"          "02213"          "02213"             "01"             "01" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>         "022112"            "024"           "0211"             "01"             "01" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>             "01"             "01"          "02311"          "02311"             "01" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>             "01"         "022114"            "024"           "0211"             "01" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"             "01"          "02233"         "022111"           "0211" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"             "01"           "0211"         "022113" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>         "022111"          "02313"             "01"            "024"             "01" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>           "0211"             "01"          "02311"          "02213"           "0232" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"         "022112"          "02313"          "02311"             "01" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>          "02312"             "01"             "01"             "01"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>            "024"             "01"           "0211"          "02311"         "022114" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>         "022113"         "022111"           "0232"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>          "02311"             "01"           "0211"             "01"            "024" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>             "01"             "01"           "0211"         "022112"          "02312" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"          "02311"          "02212"          "02312"           "0211" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>         "022111"          "02311"          "02234"          "02231"           "0211" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>             "01"           "0211"             "01"            "024"             "01" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>             "01"            "024"         "022111"          "02311"            "024" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>             "01"          "02213"          "02311"          "02213"             "01" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>             "01"             "01"         "022111"             "01"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>             "01"          "02312"            "024"            "024"          "02312" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>         "022111"          "02213"          "02221"             "01"             "01" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>             "01"           "0211"             "01"             "01"             "01" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>             "01"             "01"             "01"             "01"           "0211" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>            "024"          "02232"             "01"         "022112"         "022112" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>             "01"            "024"          "02233"             "01"             "01" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"             "01"             "01"            "024" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"             "01"             "01"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>             "01"             "01"           "0211"          "02232"             "01" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>         "022114"          "02212"         "022112"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>         "022113"          "02231"          "02232"           "0211"             "01" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"         "022112"             "01"             "01"             "01" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>             "01"          "02231"             "01"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>             "01"         "022112"             "01"             "01"             "01" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>           "0211"             "01"         "022112"             "01"         "022113" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>         "022114"          "02233"             "01"             "01"           "0211" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>             "01"             "01"             "01"             "01"         "022114" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"         "022112"             "01"            "024"            "024" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"            "024"             "01"             "01"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"             "01"            "024"          "02313"             "01" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"             "01"          "02231"         "022112"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>             "01"         "022111"         "022112"             "01"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>             "01"          "02231"          "02231"           "0211"          "02313" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>             "01"          "02231"          "02231"             "01"             "01" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"             "01"             "01"             "01"             "01" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"         "022111"         "022113"          "02312"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"             "01"         "022112"          "02213"             "01" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>             "01"             "01"          "02312"          "02312"             "01" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>             "01"         "022111"          "02313"         "022113"             "01" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"             "01"          "02232"         "022112"         "022113" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>             "01"         "022112"         "022111"            "024"             "01" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"         "022111"          "02311"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>             "01"         "022112"             "01"            "024"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>             "01"            "024"             "01"             "01"         "022113" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>         "022114"             "01"          "02233"          "02231"          "02311" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"            "024"            "024"             "01"         "022113" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>             "01"          "02213"            "024"          "02313"         "022113" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>          "02313"             "01"          "02232"            "024"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"             "01"         "022112"             "01"             "01" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>             "01"          "02313"             "01"          "02231"         "022113" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"            "024"             "01"             "01"             "01" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>             "01"            "024"             "01"          "02311"            "024" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>             "01"             "01"             "01"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>             "01"             "01"         "022114"             "01"             "01" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"            "024"          "02233"           "0211"           "0211" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>             "01"            "024"          "02212"             "01"             "01" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>            "024"         "022111"             "01"          "02313"             "01" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>          "02311"             "01"             "01"             "01"            "024" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"           "0211"            "024"          "02232"            "024" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"             "01"             "01" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>         "022114"          "02313"          "02231"             "01"             "01" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"             "01"         "022112"             "01" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>             "01"         "022111"             "01"             "01"           "0211" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>            "024"             "01"             "01"            "024"         "022112" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>          "02311"          "02313"            "024"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"             "01"          "02231"             "01" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"             "01"             "01"             "01" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>             "01"             "01"             "01"         "022113"           "0213" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>             "01"             "01"            "024"             "01"         "022112" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>            "024"             "01"         "022112"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>            "024"             "01"          "02311"            "024"             "01" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>             "01"          "02312"         "022112"          "02231"             "01" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"             "01"             "01"           "0211"             "01" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>             "01"          "02231"          "02313"             "01"             "01" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>             "01"          "02213"             "01"             "01"           "0211" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"             "01"            "024"            "024" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>             "01"         "022114"          "02232"             "01"             "01" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"           "0211"           "0211"            "024" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>             "01"             "01"         "022112"          "02311"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>             "01"          "02231"            "024"         "022112"             "01" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>          "02313"          "02231"             "01"           "0211"         "022114" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>             "01"             "01"          "02232"         "022111"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>          "02313"             "01"           "0211"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>             "01"            "024"            "024"         "022113"             "01" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"            "024"             "01"             "01"             "01" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"             "01"             "01"             "01"             "01" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>            "024"             "01"             "01"             "01"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>             "01"          "02311"             "01"             "01"          "02311" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>          "02311"             "01"             "01"           "0211"            "024" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>             "01"             "01"          "02312"            "024"           "0211" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>          "02312"            "024"             "01"            "024"           "0211" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"             "01"             "01"             "01"            "024" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>          "02311"            "024"             "01"             "01"             "01" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>           "0211"           "0211"            "024"           "0211"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>            "024"             "01"          "02212"             "01"           "0211" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>             "01"          "02311"           "0211"           "0211"             "01" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>          "02311"           "0211"             "01"          "02313"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>           "0211"             "01"             "01"           "0211"            "024" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>           "0211"             "01"             "01"           "0211"          "02312" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>             "01"           "0211"            "024"           "0211"             "01" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>             "01"           "0211"            "024"            "024"             "01" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>           "0211"            "024"            "024"             "01"          "02312" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>             "01"             "01"             "01"           "0211"             "01" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>             "01"          "02312"           "0211"             "01"             "01" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>            "024"            "024"          "02312"           "0211"             "01" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>            "024"            "024"           "0211"           "0211"             "01" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>             "01"             "01"             "01"             "01"           "0211" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>             "01"             "01"           "0211"            "024"           "0211" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>            "024"             "01"           "0211"             "01"            "024" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>             "01"             "01"          "02312"          "02231"           "0211" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>         "022113"             "01"           "0211"          "02312"          "02312" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>           "0213"            "024"             "01"            "024"             "01" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>           "0211"             "01"             "01"          "02312"           "0211" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>             "01"          "02233"             "01"           "0211"           "0211" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>             "01"             "01"            "024"           "0211"          "02313" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>            "024"             "01"             "01"             "01"          "02312" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>           "0211"             "01"          "02312"             "01"           "0211" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>            "024"          "02311"             "01"          "02312"             "01" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>            "024"             "01"          "02232"             "01"             "01" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>            "024"           "0211"             "01"             "01"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>           "0211"             "01"            "024"           "0211"           "0211" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>           "0211"          "02312"            "024"            "024"          "02312" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>            "024"             "01"           "0211"             "01"            "024" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>           "0211"            "024"            "024"             "01"             "01" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>             "01"             "01"          "02233"            "024"           "0211" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>            "024"            "024"             "01"           "0211"          "02312" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>             "01"            "024"            "024"            "024"             "01" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>            "024"             "01"          "02312"           "0211"            "024" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>          "02312"            "024"             "01"             "01"             "01" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>           "0211"             "01"             "01"             "01"           "0211" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>           "0211"            "024"          "02312"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>           "0211"             "01"             "01"           "0211"             "01" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>             "01"             "01"          "02312"           "0211"          "02312" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>           "0211"          "02312"             "01"             "01"             "01" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>           "0211"             "01"             "01"             "01"           "0211" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>             "01"            "024"           "0211"             "01"             "01" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>          "02312"            "024"             "01"          "02312"             "01" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>             "01"            "024"           "0211"             "01"            "024" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>            "024"             "01"             "01"            "024"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>            "024"            "024"           "0211"            "024"           "0211" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>             "01"            "024"           "0211"            "024"            "024" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>             "01"           "0211"            "024"           "0211"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>           "0211"             "01"             "01"            "024"            "024" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>           "0211"             "01"         "022113"             "01"            "024" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>             "01"           "0211"            "024"             "01"             "01" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>          "02312"             "01"             "01"            "024"             "01" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>          "02312"          "02312"             "01"             "01"            "024" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>           "0211"          "02312"             "01"           "0213"             "01" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>             "01"           "0211"            "024"           "0211"          "02312" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>            "024"             "01"           "0211"           "0211"             "01" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>             "01"          "02312"             "01"            "024"           "0211" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>            "024"          "02312"            "024"           "0211"             "01" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>             "01"            "024"           "0211"            "024"             "01" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>             "01"          "02312"             "01"             "01"           "0211" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>             "01"           "0213"             "01"            "024"            "024" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>           "0211"            "024"            "024"           "0211"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"             "01"            "024"             "01"             "01" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>            "024"             "01"            "024"             "01"             "01" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>             "01"             "01"             "01"         "022112"             "01" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>             "01"             "01"           "0211"          "02313"             "01" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>             "01"             "01"             "01"             "01"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>           "0211"             "01"             "01"             "01"             "01" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>             "01"         "022111"           "0211"           "0211"             "01" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"             "01"          "02233"          "02312"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>            "024"           "0213"             "01"           "0211"            "024" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>           "0211"             "01"             "01"             "01"             "01" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>             "01"             "01"             "01"          "02312"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>           "0211"            "024"             "01"          "02232"          "02311" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>          "02312"             "01"         "022111"             "01"             "01" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"            "024"          "02213"             "01"             "01" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>             "01"             "01"             "01"             "01"          "02311" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>             "01"             "01"          "02311"             "01"             "01" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>            "024"             "01"          "02232"           "0213"             "01" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>             "01"           "0211"             "01"             "01"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>             "01"             "01"          "02233"             "01"             "01" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>             "01"          "02233"             "01"             "01"             "01" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>           "0211"             "01"             "01"             "01"             "01" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>             "01"             "01"           "0211"          "02312"             "01" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>             "01"             "01"             "01"          "02312"             "01" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>             "01"             "01"           "0211"             "01"          "02311" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>          "02312"             "01"          "02312"             "01"             "01" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>           "0211"             "01"             "01"             "01"         "022112" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>             "01"             "01"            "024"           "0211"             "01" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"            "024"             "01"             "01"             "01" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>             "01"             "01"           "0211"             "01"            "024" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>         "022113"           "0211"         "022113"             "01"             "01" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>             "01"             "01"             "01"             "01"           "0211" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"             "01"             "01"             "01"            "024" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>             "01"             "01"             "01"            "024"           "0212" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>             "01"             "01"             "01"             "01"          "02312" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>             "01"             "01"             "01"             "01"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>            "024"             "01"          "02234"          "02312"             "01" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>             "01"             "01"          "02311"             "01"             "01" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"             "01"             "01"             "01"             "01" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>             "01"         "022111"             "01"             "01"             "01" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>            "024"             "01"             "01"             "01"         "022113" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>           "0211"             "01"             "01"           "0211"             "01" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>           "0211"             "01"          "02232"             "01"             "01" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>             "01"             "01"             "01"           "0211"             "01" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>             "01"             "01"             "01"             "01"         "022111" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>             "01"             "01"             "01"          "02233"           "0211" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>             "01"             "01"           "0213"          "02312"             "01" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>             "01"             "01"             "01"             "01"            "024" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"             "01"             "01"             "01"             "01" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>          "02312"             "01"             "01"             "01"             "01" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>             "01"           "0212"           "0212"             "01"           "0212" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>           "0212"           "0212"           "0212"           "0212"           "0213" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>             "01"          "02212"           "0212"           "0212"           "0212" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>           "0212"             "01"             "01"             "01"             "01" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>             "01"             "01"             "01"           "0212"             "01" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>             "01"             "01"             "01"         "022222"           "0212" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>             "01"           "0212"             "01"           "0212"           "0212" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>           "0212"             "01"           "0212"             "01"            "024" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>           "0212"           "0212"           "0212"           "0212"         "022222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>             "01"             "01"           "0212"           "0212"             "01" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>             "01"           "0212"         "022222"           "0212"         "022222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>             "01"           "0212"             "01"             "01"             "01" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>             "01"           "0212"             "01"             "01"             "01" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>           "0212"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>           "0212"            "024"           "0212"             "01"           "0212" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>           "0212"           "0212"           "0212"            "024"           "0212" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>           "0212"             "01"           "0212"           "0212"           "0212" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>           "0232"           "0212"             "01"             "01"             "01" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>           "0212"           "0212"           "0212"         "022222"             "01" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>             "01"           "0212"            "024"           "0213"           "0212" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>           "0213"             "01"           "0212"             "01"             "01" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>           "0213"             "01"           "0212"           "0212"           "0212" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>           "0213"           "0212"         "022222"             "01"           "0212" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>           "0212"           "0213"           "0212"           "0212"           "0212" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>             "01"           "0212"           "0212"           "0212"             "01" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>           "0213"           "0212"           "0213"           "0212"             "01" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>             "01"             "01"           "0212"           "0213"             "01" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>           "0213"             "01"             "01"             "01"           "0213" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>             "01"             "01"           "0212"           "0213"           "0212" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>             "01"           "0212"           "0212"             "01"           "0213" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>           "0212"             "01"           "0212"           "0212"           "0211" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>             "01"          "02212"           "0212"             "01"           "0212" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>           "0212"           "0212"             "01"           "0212"             "01" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>           "0213"             "01"             "01"           "0213"           "0212" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>             "01"           "0212"         "022222"           "0212"             "01" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>             "01"            "024"             "01"           "0213"             "01" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>           "0212"           "0212"             "01"            "024"            "024" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>         "022222"             "01"           "0212"             "01"             "01" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>             "01"           "0212"             "01"           "0212"            "024" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>             "01"             "01"           "0212"           "0212"           "0212" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>           "0211"             "01"             "01"            "024"             "01" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>            "024"           "0213"            "024"           "0212"           "0212" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>           "0212"             "01"             "01"             "01"             "01" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>             "01"           "0212"           "0213"           "0212"             "01" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>           "0212"           "0212"             "01"             "01"           "0212" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>           "0212"            "024"           "0212"           "0212"             "01" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>         "022222"             "01"           "0212"           "0213"            "024" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>             "01"            "024"             "01"             "01"           "0212" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>             "01"             "01"             "01"           "0212"         "022222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>             "01"           "0213"             "01"             "01"            "024" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>             "01"           "0212"             "01"           "0212"           "0212" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>           "0212"             "01"           "0212"             "01"            "024" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>           "0212"           "0212"             "01"           "0212"             "01" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>             "01"             "01"           "0212"             "01"         "022222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>           "0212"             "01"             "01"             "01"           "0212" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>           "0212"         "022222"             "01"           "0212"             "01" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>            "024"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>            "024"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>           "0212"             "01"           "0212"           "0212"             "01" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>             "01"             "01"           "0212"             "01"             "01" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>             "01"            "024"           "0212"            "024"             "01" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>           "0212"           "0211"           "0213"           "0212"             "01" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>             "01"           "0212"         "022222"           "0212"             "01" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>           "0212"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>             "01"             "01"             "01"           "0212"            "024" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>             "01"             "01"           "0212"             "01"             "01" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>             "01"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>           "0212"           "0213"           "0212"             "01"           "0213" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>           "0212"             "01"           "0212"             "01"             "01" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>           "0213"            "024"           "0212"           "0212"           "0212" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>         "022221"            "024"             "01"             "01"            "024" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>            "024"             "01"           "0211"           "0211"           "0211" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>            "024"             "01"             "01"          "02223"          "02221" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>         "022221"          "02223"          "02221"            "024"            "024" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>            "024"             "01"            "024"          "02221"            "024" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>            "024"         "022223"            "024"             "01"             "01" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>          "02221"            "024"            "024"            "024"             "01" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>         "022224"             "01"             "01"             "01"          "02313" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>            "024"             "01"          "02223"            "024"            "024" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>            "024"           "0211"             "01"            "024"           "0211" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>         "022221"          "02221"           "0211"             "01"             "01" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>          "02221"            "024"             "01"            "024"          "02221" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>          "02221"            "024"         "022224"          "02221"            "024" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>            "024"           "0211"            "024"             "01"           "0211" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>             "01"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>             "01"             "01"            "024"            "024"          "02313" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>             "01"            "024"          "02223"             "01"             "01" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>             "01"             "01"         "022223"             "01"          "02221" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>            "024"          "02213"         "022221"            "024"            "024" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>          "02221"          "02223"           "0211"            "024"             "01" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>            "024"            "024"           "0211"            "024"          "02313" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>             "01"            "024"            "024"            "024"             "01" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>            "024"             "01"            "024"            "024"         "022224" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>            "024"            "024"            "024"            "024"          "02221" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>             "01"            "024"           "0213"            "024"         "022223" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>             "01"          "02221"             "01"          "02223"             "01" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>            "024"            "024"          "02221"            "024"           "0211" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>          "02221"            "024"            "024"          "02221"            "024" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>          "02221"            "024"           "0211"          "02221"            "024" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>            "024"          "02221"          "02221"           "0211"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>           "0211"           "0213"           "0211"             "01"             "01" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"            "024"             "01"            "024"             "01" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>           "0211"            "024"         "022224"            "024"            "024" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>           "0211"          "02221"            "024"          "02221"         "022224" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>             "01"            "024"            "024"            "024"            "024" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>         "022223"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>         "022221"          "02221"            "024"             "01"             "01" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>            "024"            "024"             "01"            "024"            "024" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>            "024"            "024"           "0211"             "01"          "02221" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>         "022224"            "024"          "02221"             "01"            "024" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>            "024"         "022223"          "02221"             "01"            "024" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>            "024"             "01"          "02221"          "02221"             "01" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>            "024"             "01"         "022221"          "02223"             "01" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"            "024"           "0211"            "024"         "022224" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>            "024"            "024"            "024"            "024"           "0211" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>          "02221"          "02221"           "0211"            "024"             "01" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>           "0211"          "02213"            "024"            "024"          "02312" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>          "02221"             "01"           "0213"         "022221"          "02221" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>          "02221"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>           "0211"             "01"           "0211"         "022223"             "01" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>         "022221"           "0213"         "022221"             "01"          "02221" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>           "0211"            "024"            "024"             "01"         "022223" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>             "01"             "01"          "02223"          "02221"             "01" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"             "01"             "01"         "022224"            "024" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>         "022221"            "024"            "024"            "024"          "02221" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"          "02221"            "024"         "022223" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>            "024"          "02223"            "024"             "01"          "02221" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>             "01"            "024"            "024"            "024"           "0211" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>          "02221"            "024"             "01"           "0211"          "02221" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>          "02221"          "02221"            "024"             "01"         "022221" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>            "024"             "01"          "02221"          "02312"            "024" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>         "022223"          "02223"             "01"           "0211"            "024" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>            "024"           "0211"            "024"            "024"            "024" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>            "024"            "024"          "02221"            "024"            "024" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>          "02221"         "022221"             "01"             "01"          "02221" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>         "022224"             "01"            "024"            "024"           "0211" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>            "024"          "02221"            "024"            "024"             "01" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"            "024"            "024"            "024"          "02221" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>             "01"             "01"            "024"          "02221"             "01" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>            "024"             "01"          "02221"             "01"            "024" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>         "022223"          "02221"         "022224"             "01"         "022221" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>             "01"             "01"             "01"             "01"             "01" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>            "024"          "02221"            "024"            "024"            "024" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>             "01"           "0211"            "024"         "022221"           "0211" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"           "0211"             "01"          "02221"          "02221" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>            "024"             "01"             "01"             "01"            "024" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>             "01"          "02221"            "024"             "01"             "01" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"         "022224"         "022221"            "024"            "024" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>            "024"             "01"           "0211"         "022221"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>           "0211"             "01"             "01"          "02312"            "024" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>             "01"          "02221"            "024"             "01"         "022223" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>         "022223"             "01"          "02221"            "024"           "0211" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>          "02221"          "02221"          "02221"             "01"          "02221" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>             "01"             "01"             "01"             "01"          "02313" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>            "024"          "02312"           "0213"          "02313"            "024" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>            "024"           "0211"         "022224"             "01"            "024" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>          "02221"            "024"            "024"         "022223"           "0211" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>          "02221"             "01"          "02221"            "024"           "0213" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>             "01"         "022223"         "022223"            "024"             "01" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>             "01"            "024"            "024"         "022221"             "01" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>            "024"          "02312"             "01"           "0211"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>            "024"             "01"             "01"            "024"          "02221" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>            "024"             "01"            "024"             "01"             "01" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>            "024"             "01"            "024"            "024"             "01" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>            "024"             "01"            "024"             "01"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>            "024"          "02221"            "024"           "0211"            "024" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>          "02221"           "0211"             "01"            "024"          "02221" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>          "02221"             "01"         "022221"         "022221"             "01" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>          "02221"          "02221"           "0211"          "02223"         "022223" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>            "024"            "024"           "0211"            "024"           "0211" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>             "01"           "0211"          "02223"             "01"            "024" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>          "02221"            "024"             "01"            "024"            "024" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>          "02221"         "022221"            "024"          "02221"            "024" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>          "02221"            "024"          "02213"           "0211"           "0213" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>             "01"          "02223"         "022221"            "024"         "022221" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>             "01"            "024"         "022224"          "02221"             "01" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>         "022224"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>             "01"          "02213"         "022221"           "0211"            "024" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>             "01"            "024"            "024"             "01"          "02221" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"            "024"            "024"             "01" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"             "01"            "024"             "01"          "02221" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>          "02221"             "01"             "01"             "01"          "02221" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>             "01"         "022221"            "024"          "02213"          "02221" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>            "024"             "01"             "01"             "01"          "02312" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>            "024"            "024"         "022221"            "024"            "024" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>            "024"          "02212"            "024"             "01"          "02312" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>         "022223"            "024"             "01"            "024"         "022223" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>            "024"             "01"            "024"          "02221"             "01" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>            "024"          "02221"            "024"           "0213"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>             "01"            "024"             "01"            "024"         "022223" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>            "024"             "01"         "022224"            "024"          "02221" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>         "022224"          "02312"            "024"           "0211"             "01" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>         "022223"            "024"            "024"          "02221"            "024" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>             "01"          "02221"             "01"           "0211"          "02221" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>          "02221"             "01"            "024"           "0211"            "024" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>           "0211"             "01"          "02213"             "01"          "02221" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>           "0211"            "024"            "024"          "02223"             "01" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>            "024"          "02221"             "01"          "02221"           "0211" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>         "022221"         "022221"             "01"            "024"             "01" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>            "024"            "024"            "024"          "02221"            "024" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>          "02221"             "01"             "01"             "01"            "024" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>           "0211"            "024"          "02221"         "022221"            "024" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>         "022221"          "02221"            "024"            "024"             "01" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>          "02221"           "0211"            "024"         "022221"             "01" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>            "024"           "0211"          "02223"          "02221"             "01" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>            "024"          "02221"          "02221"         "022224"             "01" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>            "024"            "024"            "024"           "0211"         "022221" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>         "022221"         "022221"          "02221"            "024"            "024" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>         "022224"          "02221"            "024"            "024"         "022221" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>            "024"             "01"            "024"           "0211"            "024" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>          "02221"           "0211"             "01"             "01"          "02221" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>             "01"             "01"             "01"         "022223"         "022221" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>            "024"            "024"          "02221"            "024"            "024" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>          "02221"            "024"            "024"          "02313"             "01" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>          "02221"          "02221"             "01"            "024"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>            "024"           "0211"           "0211"            "024"             "01" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>             "01"            "024"          "02221"             "01"             "01" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>            "024"          "02312"            "024"          "02223"             "01" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"            "024"            "024"             "01"            "024" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>            "024"            "024"             "01"            "024"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 3208))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>             "01"           "0212"           "0212"          "02212"           "0232" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>           "0212"           "0232"           "0232"           "0232"           "0232" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"            "024"             "01"           "0212" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>             "01"             "01"             "01"           "0212"            "024" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>           "0232"           "0232"           "0213"          "02212"             "01" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>           "0232"             "01"             "01"           "0232"            "024" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>             "01"          "02212"           "0232"           "0232"           "0233" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>           "0212"             "01"           "0232"           "0212"            "024" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>             "01"           "0232"           "0232"          "02212"             "01" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>           "0233"           "0232"           "0232"           "0233"            "024" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>           "0233"           "0232"           "0232"           "0232"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>           "0212"           "0232"             "01"           "0212"           "0232" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>           "0232"           "0233"             "01"           "0232"            "024" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>             "01"           "0233"           "0212"            "024"           "0233" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>           "0232"             "01"             "01"           "0232"           "0212" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>             "01"            "024"             "01"           "0233"           "0211" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>             "01"           "0232"             "01"           "0232"             "01" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>           "0212"             "01"           "0232"             "01"             "01" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>           "0232"           "0232"             "01"           "0232"           "0232" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"           "0232"          "02212"           "0211"             "01" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>           "0212"           "0232"            "024"             "01"            "024" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>             "01"           "0212"           "0233"             "01"             "01" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>           "0232"           "0212"             "01"           "0232"             "01" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>             "01"           "0232"           "0232"           "0232"             "01" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"             "01"           "0212"            "024"           "0232" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>             "01"           "0232"             "01"             "01"             "01" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"            "024"             "01"             "01"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>           "0233"           "0233"          "02212"          "02311"             "01" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>           "0232"           "0212"          "02212"             "01"           "0212" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>           "0233"           "0212"             "01"           "0232"           "0212" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>             "01"           "0232"             "01"           "0232"           "0212" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>           "0232"             "01"             "01"           "0211"           "0232" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>           "0212"           "0232"           "0233"            "024"           "0232" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>           "0233"           "0233"           "0232"           "0233"           "0232" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>             "01"           "0212"             "01"           "0212"           "0232" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>           "0232"           "0232"           "0233"           "0232"           "0233" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>            "024"          "02212"             "01"           "0232"           "0232" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>             "01"            "024"           "0232"             "01"            "024" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>           "0232"             "01"             "01"           "0232"           "0212" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>           "0232"           "0233"             "01"           "0212"             "01" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>           "0232"           "0232"           "0233"           "0212"           "0211" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>             "01"           "0233"           "0232"           "0233"           "0211" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>           "0232"             "01"             "01"           "0211"             "01" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>             "01"             "01"           "0233"           "0212"           "0232" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>           "0232"           "0212"           "0232"             "01"           "0232" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>           "0212"           "0212"          "02212"           "0232"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>           "0232"           "0232"            "024"           "0212"           "0232" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>           "0211"           "0212"           "0232"           "0212"           "0232" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>           "0233"             "01"             "01"           "0212"             "01" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>             "01"             "01"           "0232"            "024"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>             "01"             "01"           "0233"           "0232"           "0232" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>            "024"           "0233"           "0212"             "01"           "0232" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>           "0232"           "0232"           "0232"             "01"           "0232" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>           "0233"           "0211"           "0212"            "024"            "024" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>             "01"           "0232"             "01"             "01"           "0232" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>           "0232"             "01"           "0233"           "0233"           "0233" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>             "01"           "0212"           "0232"             "01"           "0232" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"             "01"            "024"           "0232"             "01" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>             "01"             "01"             "01"             "01"           "0232" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>             "01"           "0232"           "0233"             "01"           "0232" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>           "0212"           "0232"           "0232"           "0233"             "01" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>           "0232"             "01"           "0233"           "0232"           "0212" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>             "01"           "0212"          "02212"          "02212"           "0232" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>           "0232"           "0233"             "01"           "0232"         "022222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>           "0232"           "0212"           "0232"           "0232"           "0232" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>             "01"           "0232"           "0232"             "01"           "0232" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>           "0232"           "0232"           "0212"           "0232"            "024" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>            "024"           "0211"             "01"           "0232"           "0232" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>            "024"           "0232"             "01"             "01"           "0232" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>           "0232"           "0212"           "0232"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"           "0232"           "0232"          "02212"             "01" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>             "01"             "01"             "01"           "0232"             "01" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>             "01"            "024"           "0232"             "01"             "01" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>           "0212"             "01"             "01"             "01"           "0233" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"           "0232"           "0232"           "0212" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>             "01"             "01"          "02212"             "01"           "0232" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>             "01"            "024"          "02311"           "0211"           "0232" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>           "0212"           "0232"             "01"           "0232"            "024" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>             "01"           "0232"           "0232"             "01"           "0233" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>           "0233"             "01"             "01"            "024"           "0233" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>           "0232"          "02212"             "01"             "01"           "0233" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"           "0233"           "0233"           "0232"             "01" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>             "01"             "01"           "0232"           "0233"           "0232" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>             "01"           "0211"             "01"           "0232"             "01" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>           "0232"           "0232"           "0232"           "0233"             "01" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>             "01"           "0232"          "02212"           "0211"           "0232" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>           "0212"             "01"           "0213"             "01"           "0232" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>           "0233"            "024"           "0232"           "0211"           "0212" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>            "024"           "0232"           "0211"           "0232"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>           "0232"             "01"             "01"             "01"           "0232" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>            "024"           "0232"             "01"             "01"             "01" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>             "01"             "01"           "0213"          "02212"           "0233" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>            "024"             "01"             "01"           "0232"            "024" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>           "0232"             "01"           "0212"           "0212"         "022222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>           "0232"            "024"             "01"             "01"             "01" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>             "01"           "0232"           "0232"             "01"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>           "0233"           "0232"           "0212"           "0212"             "01" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>             "01"             "01"             "01"            "024"             "01" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>           "0233"             "01"             "01"             "01"           "0232" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>           "0232"             "01"             "01"             "01"             "01" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>             "01"             "01"          "02212"            "024"             "01" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>           "0232"             "01"           "0232"             "01"           "0232" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>            "024"             "01"             "01"           "0232"             "01" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>             "01"           "0232"          "02212"           "0232"           "0232" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>             "01"           "0233"           "0232"           "0232"           "0233" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>             "01"            "024"             "01"           "0232"             "01" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>           "0232"           "0232"           "0232"           "0232"             "01" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>           "0232"             "01"            "024"           "0232"           "0233" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>           "0233"           "0233"             "01"             "01"           "0232" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>           "0232"          "02212"           "0233"           "0212"             "01" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>           "0232"            "024"            "024"           "0233"           "0232" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>            "024"           "0232"             "01"           "0232"             "01" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>           "0211"             "01"           "0232"             "01"            "024" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>             "01"             "01"          "02311"           "0233"           "0232" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>           "0212"             "01"           "0212"           "0212"           "0232" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>           "0233"           "0232"           "0211"             "01"           "0232" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"           "0232"             "01"           "0232"             "01" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>            "024"           "0233"             "01"           "0233"           "0232" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>            "024"           "0233"             "01"           "0232"           "0232" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"             "01"           "0233"             "01"           "0232" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>           "0232"             "01"           "0232"             "01"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>             "01"           "0213"           "0232"           "0233"           "0233" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>             "01"           "0232"           "0232"           "0232"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>             "01"             "01"             "01"             "01"            "024" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>             "01"           "0233"           "0232"             "01"           "0233" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>             "01"             "01"             "01"           "0232"           "0232" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>             "01"            "024"           "0211"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>           "0233"           "0233"             "01"           "0211"           "0232" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>             "01"           "0232"           "0232"           "0233"           "0232" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"           "0212"             "01"            "024"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>             "01"           "0233"             "01"            "024"             "01" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>             "01"             "01"           "0232"             "01"           "0232" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>             "01"          "02212"             "01"            "024"             "01" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>           "0232"           "0232"          "02313"           "0212"           "0212" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"           "0232"             "01"           "0232"           "0212" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>             "01"             "01"           "0232"           "0233"           "0232" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>           "0232"           "0233"           "0233"             "01"           "0233" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>           "0232"            "024"             "01"           "0211"           "0232" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>           "0213"           "0212"           "0232"             "01"           "0232" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>            "024"             "01"           "0233"           "0232"           "0232" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>           "0233"          "02212"           "0233"           "0233"            "024" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>            "024"             "01"           "0232"             "01"           "0232" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>           "0232"            "024"          "02212"             "01"           "0232" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>           "0232"           "0232"             "01"           "0232"           "0232" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"             "01"           "0232"           "0233"             "01" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>             "01"           "0212"             "01"             "01"           "0232" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>             "01"           "0232"            "024"            "024"             "01" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>            "024"             "01"             "01"          "02212"           "0232" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>           "0212"             "01"           "0232"             "01"           "0212" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>           "0232"           "0232"           "0233"           "0232"           "0232" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>           "0232"          "02212"           "0232"          "02212"           "0232" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>           "0232"             "01"             "01"             "01"           "0212" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>           "0232"           "0232"           "0212"           "0212"             "01" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>           "0212"           "0212"           "0212"           "0212"           "0212" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>           "0212"            "024"             "01"             "01"             "01" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>           "0212"           "0212"             "01"           "0232"         "022114" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"             "01"           "0213"             "01"           "0232" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>           "0213"             "01"           "0232"             "01"           "0212" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>           "0212"          "02234"           "0232"             "01"           "0212" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>             "01"             "01"           "0232"           "0212"           "0232" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>           "0232"             "01"             "01"             "01"            "024" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>           "0232"           "0232"           "0232"           "0212"             "01" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>           "0232"           "0232"           "0232"          "02212"           "0212" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>             "01"             "01"           "0212"           "0212"           "0212" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>             "01"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>             "01"             "01"           "0213"             "01"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>             "01"         "022112"          "02312"           "0211"          "02311" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"         "022111"          "02233"           "0211"         "022111" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>         "022111"             "01"           "0211"           "0211"          "02312" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>             "01"           "0211"         "022111"          "02311"             "01" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>          "02311"          "02311"             "01"             "01"          "02311" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>           "0211"         "022111"          "02312"           "0211"             "01" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>            "024"             "01"         "022111"           "0232"           "0232" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"            "024"         "022111"            "024"           "0211" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>           "0211"             "01"            "024"          "02311"            "024" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"         "022113"          "02232"             "01"          "02312" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>             "01"           "0211"             "01"             "01"         "022111" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>             "01"         "022112"             "01"           "0211"           "0211" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"         "022111"             "01"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>          "02312"             "01"          "02312"          "02232"             "01" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>             "01"             "01"         "022111"             "01"            "024" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>             "01"             "01"         "022111"          "02312"          "02312" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>           "0211"           "0211"         "022111"          "02311"            "024" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>             "01"          "02311"          "02213"         "022113"             "01" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>         "022111"          "02213"          "02311"         "022111"             "01" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"           "0213"           "0211"             "01"            "024" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>             "01"             "01"          "02312"             "01"          "02311" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>          "02311"          "02312"             "01"           "0211"           "0211" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>             "01"           "0211"         "022111"           "0211"           "0211" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>             "01"          "02213"             "01"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>             "01"           "0213"           "0211"             "01"             "01" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>             "01"          "02311"          "02213"           "0211"             "01" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>           "0211"             "01"           "0211"          "02311"             "01" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>          "02311"          "02213"          "02231"            "024"             "01" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>          "02311"            "024"            "024"             "01"           "0211" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>           "0211"         "022111"          "02212"          "02312"         "022222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>          "02312"          "02213"          "02213"          "02231"             "01" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"         "022114"           "0211"             "01"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>         "022111"         "022111"          "02233"           "0213"            "024" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>         "022111"             "01"          "02231"          "02311"           "0213" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>             "01"             "01"             "01"          "02311"          "02312" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>             "01"          "02232"           "0211"           "0211"          "02312" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>          "02311"          "02312"          "02233"          "02312"             "01" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>            "024"             "01"          "02312"          "02312"            "024" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"          "02311"          "02312"             "01"         "022112" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>             "01"             "01"             "01"             "01"          "02312" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>             "01"             "01"            "024"           "0211"           "0232" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>             "01"          "02232"             "01"          "02311"            "024" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>             "01"         "022114"          "02233"            "024"             "01" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>             "01"           "0211"            "024"             "01"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>           "0211"          "02313"          "02312"             "01"         "022114" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>          "02311"             "01"             "01"           "0211"         "022114" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"             "01"          "02232"          "02311"         "022114" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>           "0211"          "02213"          "02232"          "02311"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"             "01"           "0211"         "022112"         "022112" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>          "02311"          "02213"         "022114"             "01"             "01" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>          "02311"          "02312"             "01"         "022111"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"          "02311"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>         "022113"          "02213"          "02213"             "01"             "01" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>         "022112"            "024"           "0211"             "01"             "01" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>             "01"             "01"          "02311"          "02311"             "01" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>             "01"         "022114"            "024"           "0211"             "01" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"             "01"          "02233"         "022111"           "0211" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"             "01"           "0211"         "022113" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>         "022111"          "02313"             "01"            "024"             "01" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>           "0211"             "01"          "02311"          "02213"           "0232" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"         "022112"          "02313"          "02311"             "01" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>          "02312"             "01"             "01"             "01"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>            "024"             "01"           "0211"          "02311"         "022114" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>         "022113"         "022111"           "0232"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>          "02311"             "01"           "0211"             "01"            "024" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>             "01"             "01"           "0211"         "022112"          "02312" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"          "02311"          "02212"          "02312"           "0211" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>         "022111"          "02311"          "02234"          "02231"           "0211" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>             "01"           "0211"             "01"            "024"             "01" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>             "01"            "024"         "022111"          "02311"            "024" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>             "01"          "02213"          "02311"          "02213"             "01" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>             "01"             "01"         "022111"             "01"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>             "01"          "02312"            "024"            "024"          "02312" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>         "022111"          "02213"          "02221"             "01"             "01" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>             "01"           "0211"             "01"             "01"             "01" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>             "01"             "01"             "01"             "01"           "0211" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>            "024"          "02232"             "01"         "022112"         "022112" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>             "01"            "024"          "02233"             "01"             "01" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"             "01"             "01"            "024" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"             "01"             "01"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>             "01"             "01"           "0211"          "02232"             "01" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>         "022114"          "02212"         "022112"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>         "022113"          "02231"          "02232"           "0211"             "01" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"         "022112"             "01"             "01"             "01" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>             "01"          "02231"             "01"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>             "01"         "022112"             "01"             "01"             "01" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>           "0211"             "01"         "022112"             "01"         "022113" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>         "022114"          "02233"             "01"             "01"           "0211" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>             "01"             "01"             "01"             "01"         "022114" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"         "022112"             "01"            "024"            "024" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"            "024"             "01"             "01"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"             "01"            "024"          "02313"             "01" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"             "01"          "02231"         "022112"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>             "01"         "022111"         "022112"             "01"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>             "01"          "02231"          "02231"           "0211"          "02313" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>             "01"          "02231"          "02231"             "01"             "01" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"             "01"             "01"             "01"             "01" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"         "022111"         "022113"          "02312"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"             "01"         "022112"          "02213"             "01" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>             "01"             "01"          "02312"          "02312"             "01" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>             "01"         "022111"          "02313"         "022113"             "01" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"             "01"          "02232"         "022112"         "022113" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>             "01"         "022112"         "022111"            "024"             "01" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"         "022111"          "02311"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>             "01"         "022112"             "01"            "024"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>             "01"            "024"             "01"             "01"         "022113" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>         "022114"             "01"          "02233"          "02231"          "02311" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"            "024"            "024"             "01"         "022113" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>             "01"          "02213"            "024"          "02313"         "022113" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>          "02313"             "01"          "02232"            "024"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"             "01"         "022112"             "01"             "01" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>             "01"          "02313"             "01"          "02231"         "022113" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"            "024"             "01"             "01"             "01" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>             "01"            "024"             "01"          "02311"            "024" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>             "01"             "01"             "01"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>             "01"             "01"         "022114"             "01"             "01" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"            "024"          "02233"           "0211"           "0211" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>             "01"            "024"          "02212"             "01"             "01" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>            "024"         "022111"             "01"          "02313"             "01" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>          "02311"             "01"             "01"             "01"            "024" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"           "0211"            "024"          "02232"            "024" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"             "01"             "01" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>         "022114"          "02313"          "02231"             "01"             "01" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"             "01"         "022112"             "01" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>             "01"         "022111"             "01"             "01"           "0211" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>            "024"             "01"             "01"            "024"         "022112" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>          "02311"          "02313"            "024"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"             "01"          "02231"             "01" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"             "01"             "01"             "01" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>             "01"             "01"             "01"         "022113"           "0213" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>             "01"             "01"            "024"             "01"         "022112" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>            "024"             "01"         "022112"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>            "024"             "01"          "02311"            "024"             "01" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>             "01"          "02312"         "022112"          "02231"             "01" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"             "01"             "01"           "0211"             "01" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>             "01"          "02231"          "02313"             "01"             "01" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>             "01"          "02213"             "01"             "01"           "0211" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"             "01"            "024"            "024" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>             "01"         "022114"          "02232"             "01"             "01" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"           "0211"           "0211"            "024" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>             "01"             "01"         "022112"          "02311"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>             "01"          "02231"            "024"         "022112"             "01" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>          "02313"          "02231"             "01"           "0211"         "022114" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>             "01"             "01"          "02232"         "022111"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>          "02313"             "01"           "0211"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>             "01"            "024"            "024"         "022113"             "01" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"            "024"             "01"             "01"             "01" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"             "01"             "01"             "01"             "01" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>            "024"             "01"             "01"             "01"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>             "01"          "02311"             "01"             "01"          "02311" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>          "02311"             "01"             "01"           "0211"            "024" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>             "01"             "01"          "02312"            "024"           "0211" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>          "02312"            "024"             "01"            "024"           "0211" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"             "01"             "01"             "01"            "024" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>          "02311"            "024"             "01"             "01"             "01" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>           "0211"           "0211"            "024"           "0211"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>            "024"             "01"          "02212"             "01"           "0211" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>             "01"          "02311"           "0211"           "0211"             "01" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>          "02311"           "0211"             "01"          "02313"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>           "0211"             "01"             "01"           "0211"            "024" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>           "0211"             "01"             "01"           "0211"          "02312" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>             "01"           "0211"            "024"           "0211"             "01" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>             "01"           "0211"            "024"            "024"             "01" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>           "0211"            "024"            "024"             "01"          "02312" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>             "01"             "01"             "01"           "0211"             "01" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>             "01"          "02312"           "0211"             "01"             "01" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>            "024"            "024"          "02312"           "0211"             "01" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>            "024"            "024"           "0211"           "0211"             "01" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>             "01"             "01"             "01"             "01"           "0211" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>             "01"             "01"           "0211"            "024"           "0211" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>            "024"             "01"           "0211"             "01"            "024" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>             "01"             "01"          "02312"          "02231"           "0211" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>         "022113"             "01"           "0211"          "02312"          "02312" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>           "0213"            "024"             "01"            "024"             "01" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>           "0211"             "01"             "01"          "02312"           "0211" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>             "01"          "02233"             "01"           "0211"           "0211" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>             "01"             "01"            "024"           "0211"          "02313" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>            "024"             "01"             "01"             "01"          "02312" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>           "0211"             "01"          "02312"             "01"           "0211" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>            "024"          "02311"             "01"          "02312"             "01" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>            "024"             "01"          "02232"             "01"             "01" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>            "024"           "0211"             "01"             "01"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>           "0211"             "01"            "024"           "0211"           "0211" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>           "0211"          "02312"            "024"            "024"          "02312" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>            "024"             "01"           "0211"             "01"            "024" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>           "0211"            "024"            "024"             "01"             "01" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>             "01"             "01"          "02233"            "024"           "0211" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>            "024"            "024"             "01"           "0211"          "02312" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>             "01"            "024"            "024"            "024"             "01" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>            "024"             "01"          "02312"           "0211"            "024" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>          "02312"            "024"             "01"             "01"             "01" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>           "0211"             "01"             "01"             "01"           "0211" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>           "0211"            "024"          "02312"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>           "0211"             "01"             "01"           "0211"             "01" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>             "01"             "01"          "02312"           "0211"          "02312" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>           "0211"          "02312"             "01"             "01"             "01" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>           "0211"             "01"             "01"             "01"           "0211" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>             "01"            "024"           "0211"             "01"             "01" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>          "02312"            "024"             "01"          "02312"             "01" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>             "01"            "024"           "0211"             "01"            "024" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>            "024"             "01"             "01"            "024"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>            "024"            "024"           "0211"            "024"           "0211" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>             "01"            "024"           "0211"            "024"            "024" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>             "01"           "0211"            "024"           "0211"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>           "0211"             "01"             "01"            "024"            "024" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>           "0211"             "01"         "022113"             "01"            "024" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>             "01"           "0211"            "024"             "01"             "01" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>          "02312"             "01"             "01"            "024"             "01" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>          "02312"          "02312"             "01"             "01"            "024" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>           "0211"          "02312"             "01"           "0213"             "01" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>             "01"           "0211"            "024"           "0211"          "02312" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>            "024"             "01"           "0211"           "0211"             "01" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>             "01"          "02312"             "01"            "024"           "0211" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>            "024"          "02312"            "024"           "0211"             "01" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>             "01"            "024"           "0211"            "024"             "01" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>             "01"          "02312"             "01"             "01"           "0211" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>             "01"           "0213"             "01"            "024"            "024" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>           "0211"            "024"            "024"           "0211"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"             "01"            "024"             "01"             "01" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>            "024"             "01"            "024"             "01"             "01" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>             "01"             "01"             "01"         "022112"             "01" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>             "01"             "01"           "0211"          "02313"             "01" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>             "01"             "01"             "01"             "01"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>           "0211"             "01"             "01"             "01"             "01" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>             "01"         "022111"           "0211"           "0211"             "01" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"             "01"          "02233"          "02312"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>            "024"           "0213"             "01"           "0211"            "024" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>           "0211"             "01"             "01"             "01"             "01" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>             "01"             "01"             "01"          "02312"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>           "0211"            "024"             "01"          "02232"          "02311" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>          "02312"             "01"         "022111"             "01"             "01" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"            "024"          "02213"             "01"             "01" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>             "01"             "01"             "01"             "01"          "02311" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>             "01"             "01"          "02311"             "01"             "01" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>            "024"             "01"          "02232"           "0213"             "01" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>             "01"           "0211"             "01"             "01"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>             "01"             "01"          "02233"             "01"             "01" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>             "01"          "02233"             "01"             "01"             "01" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>           "0211"             "01"             "01"             "01"             "01" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>             "01"             "01"           "0211"          "02312"             "01" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>             "01"             "01"             "01"          "02312"             "01" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>             "01"             "01"           "0211"             "01"          "02311" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>          "02312"             "01"          "02312"             "01"             "01" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>           "0211"             "01"             "01"             "01"         "022112" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>             "01"             "01"            "024"           "0211"             "01" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"            "024"             "01"             "01"             "01" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>             "01"             "01"           "0211"             "01"            "024" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>         "022113"           "0211"         "022113"             "01"             "01" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>             "01"             "01"             "01"             "01"           "0211" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"             "01"             "01"             "01"            "024" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>             "01"             "01"             "01"            "024"           "0212" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>             "01"             "01"             "01"             "01"          "02312" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>             "01"             "01"             "01"             "01"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>            "024"             "01"          "02234"          "02312"             "01" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>             "01"             "01"          "02311"             "01"             "01" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"             "01"             "01"             "01"             "01" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>             "01"         "022111"             "01"             "01"             "01" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>            "024"             "01"             "01"             "01"         "022113" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>           "0211"             "01"             "01"           "0211"             "01" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>           "0211"             "01"          "02232"             "01"             "01" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>             "01"             "01"             "01"           "0211"             "01" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>             "01"             "01"             "01"             "01"         "022111" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>             "01"             "01"             "01"          "02233"           "0211" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>             "01"             "01"           "0213"          "02312"             "01" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>             "01"             "01"             "01"             "01"            "024" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"             "01"             "01"             "01"             "01" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>          "02312"             "01"             "01"             "01"             "01" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>             "01"           "0212"           "0212"             "01"           "0212" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>           "0212"           "0212"           "0212"           "0212"           "0213" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>             "01"          "02212"           "0212"           "0212"           "0212" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>           "0212"             "01"             "01"             "01"             "01" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>             "01"             "01"             "01"           "0212"             "01" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>             "01"             "01"             "01"         "022222"           "0212" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>             "01"           "0212"             "01"           "0212"           "0212" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>           "0212"             "01"           "0212"             "01"            "024" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>           "0212"           "0212"           "0212"           "0212"         "022222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>             "01"             "01"           "0212"           "0212"             "01" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>             "01"           "0212"         "022222"           "0212"         "022222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>             "01"           "0212"             "01"             "01"             "01" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>             "01"           "0212"             "01"             "01"             "01" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>           "0212"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>           "0212"            "024"           "0212"             "01"           "0212" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>           "0212"           "0212"           "0212"            "024"           "0212" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>           "0212"             "01"           "0212"           "0212"           "0212" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>           "0232"           "0212"             "01"             "01"             "01" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>           "0212"           "0212"           "0212"         "022222"             "01" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>             "01"           "0212"            "024"           "0213"           "0212" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>           "0213"             "01"           "0212"             "01"             "01" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>           "0213"             "01"           "0212"           "0212"           "0212" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>           "0213"           "0212"         "022222"             "01"           "0212" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>           "0212"           "0213"           "0212"           "0212"           "0212" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>             "01"           "0212"           "0212"           "0212"             "01" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>           "0213"           "0212"           "0213"           "0212"             "01" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>             "01"             "01"           "0212"           "0213"             "01" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>           "0213"             "01"             "01"             "01"           "0213" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>             "01"             "01"           "0212"           "0213"           "0212" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>             "01"           "0212"           "0212"             "01"           "0213" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>           "0212"             "01"           "0212"           "0212"           "0211" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>             "01"          "02212"           "0212"             "01"           "0212" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>           "0212"           "0212"             "01"           "0212"             "01" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>           "0213"             "01"             "01"           "0213"           "0212" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>             "01"           "0212"         "022222"           "0212"             "01" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>             "01"            "024"             "01"           "0213"             "01" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>           "0212"           "0212"             "01"            "024"            "024" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>         "022222"             "01"           "0212"             "01"             "01" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>             "01"           "0212"             "01"           "0212"            "024" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>             "01"             "01"           "0212"           "0212"           "0212" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>           "0211"             "01"             "01"            "024"             "01" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>            "024"           "0213"            "024"           "0212"           "0212" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>           "0212"             "01"             "01"             "01"             "01" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>             "01"           "0212"           "0213"           "0212"             "01" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>           "0212"           "0212"             "01"             "01"           "0212" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>           "0212"            "024"           "0212"           "0212"             "01" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>         "022222"             "01"           "0212"           "0213"            "024" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>             "01"            "024"             "01"             "01"           "0212" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>             "01"             "01"             "01"           "0212"         "022222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>             "01"           "0213"             "01"             "01"            "024" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>             "01"           "0212"             "01"           "0212"           "0212" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>           "0212"             "01"           "0212"             "01"            "024" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>           "0212"           "0212"             "01"           "0212"             "01" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>             "01"             "01"           "0212"             "01"         "022222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>           "0212"             "01"             "01"             "01"           "0212" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>           "0212"         "022222"             "01"           "0212"             "01" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>            "024"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>            "024"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>           "0212"             "01"           "0212"           "0212"             "01" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>             "01"             "01"           "0212"             "01"             "01" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>             "01"            "024"           "0212"            "024"             "01" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>           "0212"           "0211"           "0213"           "0212"             "01" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>             "01"           "0212"         "022222"           "0212"             "01" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>           "0212"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>             "01"             "01"             "01"           "0212"            "024" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>             "01"             "01"           "0212"             "01"             "01" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>             "01"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>           "0212"           "0213"           "0212"             "01"           "0213" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>           "0212"             "01"           "0212"             "01"             "01" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>           "0213"            "024"           "0212"           "0212"           "0212" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>         "022221"            "024"             "01"             "01"            "024" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>            "024"             "01"           "0211"           "0211"           "0211" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>            "024"             "01"             "01"          "02223"          "02221" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>         "022221"          "02223"          "02221"            "024"            "024" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>            "024"             "01"            "024"          "02221"            "024" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>            "024"         "022223"            "024"             "01"             "01" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>          "02221"            "024"            "024"            "024"             "01" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>         "022224"             "01"             "01"             "01"          "02313" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>            "024"             "01"          "02223"            "024"            "024" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>            "024"           "0211"             "01"            "024"           "0211" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>         "022221"          "02221"           "0211"             "01"             "01" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>          "02221"            "024"             "01"            "024"          "02221" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>          "02221"            "024"         "022224"          "02221"            "024" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>            "024"           "0211"            "024"             "01"           "0211" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>             "01"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>             "01"             "01"            "024"            "024"          "02313" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>             "01"            "024"          "02223"             "01"             "01" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>             "01"             "01"         "022223"             "01"          "02221" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>            "024"          "02213"         "022221"            "024"            "024" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>          "02221"          "02223"           "0211"            "024"             "01" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>            "024"            "024"           "0211"            "024"          "02313" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>             "01"            "024"            "024"            "024"             "01" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>            "024"             "01"            "024"            "024"         "022224" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>            "024"            "024"            "024"            "024"          "02221" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>             "01"            "024"           "0213"            "024"         "022223" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>             "01"          "02221"             "01"          "02223"             "01" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>            "024"            "024"          "02221"            "024"           "0211" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>          "02221"            "024"            "024"          "02221"            "024" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>          "02221"            "024"           "0211"          "02221"            "024" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>            "024"          "02221"          "02221"           "0211"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>           "0211"           "0213"           "0211"             "01"             "01" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"            "024"             "01"            "024"             "01" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>           "0211"            "024"         "022224"            "024"            "024" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>           "0211"          "02221"            "024"          "02221"         "022224" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>             "01"            "024"            "024"            "024"            "024" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>         "022223"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>         "022221"          "02221"            "024"             "01"             "01" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>            "024"            "024"             "01"            "024"            "024" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>            "024"            "024"           "0211"             "01"          "02221" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>         "022224"            "024"          "02221"             "01"            "024" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>            "024"         "022223"          "02221"             "01"            "024" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>            "024"             "01"          "02221"          "02221"             "01" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>            "024"             "01"         "022221"          "02223"             "01" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"            "024"           "0211"            "024"         "022224" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>            "024"            "024"            "024"            "024"           "0211" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>          "02221"          "02221"           "0211"            "024"             "01" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>           "0211"          "02213"            "024"            "024"          "02312" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>          "02221"             "01"           "0213"         "022221"          "02221" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>          "02221"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>           "0211"             "01"           "0211"         "022223"             "01" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>         "022221"           "0213"         "022221"             "01"          "02221" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>           "0211"            "024"            "024"             "01"         "022223" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>             "01"             "01"          "02223"          "02221"             "01" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"             "01"             "01"         "022224"            "024" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>         "022221"            "024"            "024"            "024"          "02221" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"          "02221"            "024"         "022223" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>            "024"          "02223"            "024"             "01"          "02221" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>             "01"            "024"            "024"            "024"           "0211" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>          "02221"            "024"             "01"           "0211"          "02221" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>          "02221"          "02221"            "024"             "01"         "022221" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>            "024"             "01"          "02221"          "02312"            "024" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>         "022223"          "02223"             "01"           "0211"            "024" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>            "024"           "0211"            "024"            "024"            "024" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>            "024"            "024"          "02221"            "024"            "024" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>          "02221"         "022221"             "01"             "01"          "02221" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>         "022224"             "01"            "024"            "024"           "0211" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>            "024"          "02221"            "024"            "024"             "01" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"            "024"            "024"            "024"          "02221" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>             "01"             "01"            "024"          "02221"             "01" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>            "024"             "01"          "02221"             "01"            "024" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>         "022223"          "02221"         "022224"             "01"         "022221" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>             "01"             "01"             "01"             "01"             "01" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>            "024"          "02221"            "024"            "024"            "024" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>             "01"           "0211"            "024"         "022221"           "0211" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"           "0211"             "01"          "02221"          "02221" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>            "024"             "01"             "01"             "01"            "024" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>             "01"          "02221"            "024"             "01"             "01" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"         "022224"         "022221"            "024"            "024" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>            "024"             "01"           "0211"         "022221"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>           "0211"             "01"             "01"          "02312"            "024" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>             "01"          "02221"            "024"             "01"         "022223" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>         "022223"             "01"          "02221"            "024"           "0211" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>          "02221"          "02221"          "02221"             "01"          "02221" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>             "01"             "01"             "01"             "01"          "02313" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>            "024"          "02312"           "0213"          "02313"            "024" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>            "024"           "0211"         "022224"             "01"            "024" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>          "02221"            "024"            "024"         "022223"           "0211" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>          "02221"             "01"          "02221"            "024"           "0213" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>             "01"         "022223"         "022223"            "024"             "01" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>             "01"            "024"            "024"         "022221"             "01" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>            "024"          "02312"             "01"           "0211"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>            "024"             "01"             "01"            "024"          "02221" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>            "024"             "01"            "024"             "01"             "01" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>            "024"             "01"            "024"            "024"             "01" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>            "024"             "01"            "024"             "01"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>            "024"          "02221"            "024"           "0211"            "024" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>          "02221"           "0211"             "01"            "024"          "02221" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>          "02221"             "01"         "022221"         "022221"             "01" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>          "02221"          "02221"           "0211"          "02223"         "022223" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>            "024"            "024"           "0211"            "024"           "0211" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>             "01"           "0211"          "02223"             "01"            "024" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>          "02221"            "024"             "01"            "024"            "024" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>          "02221"         "022221"            "024"          "02221"            "024" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>          "02221"            "024"          "02213"           "0211"           "0213" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>             "01"          "02223"         "022221"            "024"         "022221" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>             "01"            "024"         "022224"          "02221"             "01" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>         "022224"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>             "01"          "02213"         "022221"           "0211"            "024" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>             "01"            "024"            "024"             "01"          "02221" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"            "024"            "024"             "01" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"             "01"            "024"             "01"          "02221" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>          "02221"             "01"             "01"             "01"          "02221" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>             "01"         "022221"            "024"          "02213"          "02221" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>            "024"             "01"             "01"             "01"          "02312" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>            "024"            "024"         "022221"            "024"            "024" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>            "024"          "02212"            "024"             "01"          "02312" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>         "022223"            "024"             "01"            "024"         "022223" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>            "024"             "01"            "024"          "02221"             "01" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>            "024"          "02221"            "024"           "0213"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>             "01"            "024"             "01"            "024"         "022223" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>            "024"             "01"         "022224"            "024"          "02221" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>         "022224"          "02312"            "024"           "0211"             "01" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>         "022223"            "024"            "024"          "02221"            "024" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>             "01"          "02221"             "01"           "0211"          "02221" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>          "02221"             "01"            "024"           "0211"            "024" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>           "0211"             "01"          "02213"             "01"          "02221" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>           "0211"            "024"            "024"          "02223"             "01" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>            "024"          "02221"             "01"          "02221"           "0211" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>         "022221"         "022221"             "01"            "024"             "01" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>            "024"            "024"            "024"          "02221"            "024" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>          "02221"             "01"             "01"             "01"            "024" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>           "0211"            "024"          "02221"         "022221"            "024" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>         "022221"          "02221"            "024"            "024"             "01" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>          "02221"           "0211"            "024"         "022221"             "01" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>            "024"           "0211"          "02223"          "02221"             "01" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>            "024"          "02221"          "02221"         "022224"             "01" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>            "024"            "024"            "024"           "0211"         "022221" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>         "022221"         "022221"          "02221"            "024"            "024" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>         "022224"          "02221"            "024"            "024"         "022221" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>            "024"             "01"            "024"           "0211"            "024" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>          "02221"           "0211"             "01"             "01"          "02221" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>             "01"             "01"             "01"         "022223"         "022221" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>            "024"            "024"          "02221"            "024"            "024" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>          "02221"            "024"            "024"          "02313"             "01" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>          "02221"          "02221"             "01"            "024"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>            "024"           "0211"           "0211"            "024"             "01" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>             "01"            "024"          "02221"             "01"             "01" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>            "024"          "02312"            "024"          "02223"             "01" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"            "024"            "024"             "01"            "024" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>            "024"            "024"             "01"            "024"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 3292))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>             "01"           "0212"           "0212"          "02212"           "0232" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>           "0212"           "0232"           "0232"           "0232"           "0232" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"            "024"             "01"           "0212" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>             "01"             "01"             "01"           "0212"            "024" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>           "0232"           "0232"           "0213"          "02212"             "01" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>           "0232"             "01"             "01"           "0232"            "024" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>             "01"          "02212"           "0232"           "0232"           "0233" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>           "0212"             "01"           "0232"           "0212"            "024" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>             "01"           "0232"           "0232"          "02212"             "01" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>           "0233"           "0232"           "0232"           "0233"            "024" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>           "0233"           "0232"           "0232"           "0232"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>           "0212"           "0232"             "01"           "0212"           "0232" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>           "0232"           "0233"             "01"           "0232"            "024" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>             "01"           "0233"           "0212"            "024"           "0233" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>           "0232"             "01"             "01"           "0232"           "0212" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>             "01"            "024"             "01"           "0233"           "0211" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>             "01"           "0232"             "01"           "0232"             "01" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>           "0212"             "01"           "0232"             "01"             "01" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>           "0232"           "0232"             "01"           "0232"           "0232" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"           "0232"          "02212"           "0211"             "01" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>           "0212"           "0232"            "024"             "01"            "024" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>             "01"           "0212"           "0233"             "01"             "01" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>           "0232"           "0212"             "01"           "0232"             "01" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>             "01"           "0232"           "0232"           "0232"             "01" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"             "01"           "0212"            "024"           "0232" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>             "01"           "0232"             "01"             "01"             "01" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"            "024"             "01"             "01"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>           "0233"           "0233"          "02212"          "02311"             "01" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>           "0232"           "0212"          "02212"             "01"           "0212" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>           "0233"           "0212"             "01"           "0232"           "0212" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>             "01"           "0232"             "01"           "0232"           "0212" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>           "0232"             "01"             "01"           "0211"           "0232" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>           "0212"           "0232"           "0233"            "024"           "0232" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>           "0233"           "0233"           "0232"           "0233"           "0232" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>             "01"           "0212"             "01"           "0212"           "0232" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>           "0232"           "0232"           "0233"           "0232"           "0233" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>            "024"          "02212"             "01"           "0232"           "0232" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>             "01"            "024"           "0232"             "01"            "024" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>           "0232"             "01"             "01"           "0232"           "0212" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>           "0232"           "0233"             "01"           "0212"             "01" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>           "0232"           "0232"           "0233"           "0212"           "0211" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>             "01"           "0233"           "0232"           "0233"           "0211" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>           "0232"             "01"             "01"           "0211"             "01" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>             "01"             "01"           "0233"           "0212"           "0232" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>           "0232"           "0212"           "0232"             "01"           "0232" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>           "0212"           "0212"          "02212"           "0232"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>           "0232"           "0232"            "024"           "0212"           "0232" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>           "0211"           "0212"           "0232"           "0212"           "0232" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>           "0233"             "01"             "01"           "0212"             "01" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>             "01"             "01"           "0232"            "024"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>             "01"             "01"           "0233"           "0232"           "0232" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>            "024"           "0233"           "0212"             "01"           "0232" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>           "0232"           "0232"           "0232"             "01"           "0232" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>           "0233"           "0211"           "0212"            "024"            "024" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>             "01"           "0232"             "01"             "01"           "0232" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>           "0232"             "01"           "0233"           "0233"           "0233" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>             "01"           "0212"           "0232"             "01"           "0232" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"             "01"            "024"           "0232"             "01" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>             "01"             "01"             "01"             "01"           "0232" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>             "01"           "0232"           "0233"             "01"           "0232" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>           "0212"           "0232"           "0232"           "0233"             "01" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>           "0232"             "01"           "0233"           "0232"           "0212" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>             "01"           "0212"          "02212"          "02212"           "0232" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>           "0232"           "0233"             "01"           "0232"         "022222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>           "0232"           "0212"           "0232"           "0232"           "0232" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>             "01"           "0232"           "0232"             "01"           "0232" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>           "0232"           "0232"           "0212"           "0232"            "024" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>            "024"           "0211"             "01"           "0232"           "0232" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>            "024"           "0232"             "01"             "01"           "0232" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>           "0232"           "0212"           "0232"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"           "0232"           "0232"          "02212"             "01" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>             "01"             "01"             "01"           "0232"             "01" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>             "01"            "024"           "0232"             "01"             "01" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>           "0212"             "01"             "01"             "01"           "0233" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"           "0232"           "0232"           "0212" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>             "01"             "01"          "02212"             "01"           "0232" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>             "01"            "024"          "02311"           "0211"           "0232" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>           "0212"           "0232"             "01"           "0232"            "024" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>             "01"           "0232"           "0232"             "01"           "0233" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>           "0233"             "01"             "01"            "024"           "0233" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>           "0232"          "02212"             "01"             "01"           "0233" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"           "0233"           "0233"           "0232"             "01" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>             "01"             "01"           "0232"           "0233"           "0232" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>             "01"           "0211"             "01"           "0232"             "01" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>           "0232"           "0232"           "0232"           "0233"             "01" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>             "01"           "0232"          "02212"           "0211"           "0232" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>           "0212"             "01"           "0213"             "01"           "0232" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>           "0233"            "024"           "0232"           "0211"           "0212" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>            "024"           "0232"           "0211"           "0232"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>           "0232"             "01"             "01"             "01"           "0232" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>            "024"           "0232"             "01"             "01"             "01" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>             "01"             "01"           "0213"          "02212"           "0233" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>            "024"             "01"             "01"           "0232"            "024" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>           "0232"             "01"           "0212"           "0212"         "022222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>           "0232"            "024"             "01"             "01"             "01" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>             "01"           "0232"           "0232"             "01"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>           "0233"           "0232"           "0212"           "0212"             "01" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>             "01"             "01"             "01"            "024"             "01" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>           "0233"             "01"             "01"             "01"           "0232" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>           "0232"             "01"             "01"             "01"             "01" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>             "01"             "01"          "02212"            "024"             "01" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>           "0232"             "01"           "0232"             "01"           "0232" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>            "024"             "01"             "01"           "0232"             "01" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>             "01"           "0232"          "02212"           "0232"           "0232" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>             "01"           "0233"           "0232"           "0232"           "0233" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>             "01"            "024"             "01"           "0232"             "01" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>           "0232"           "0232"           "0232"           "0232"             "01" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>           "0232"             "01"            "024"           "0232"           "0233" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>           "0233"           "0233"             "01"             "01"           "0232" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>           "0232"          "02212"           "0233"           "0212"             "01" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>           "0232"            "024"            "024"           "0233"           "0232" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>            "024"           "0232"             "01"           "0232"             "01" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>           "0211"             "01"           "0232"             "01"            "024" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>             "01"             "01"          "02311"           "0233"           "0232" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>           "0212"             "01"           "0212"           "0212"           "0232" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>           "0233"           "0232"           "0211"             "01"           "0232" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"           "0232"             "01"           "0232"             "01" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>            "024"           "0233"             "01"           "0233"           "0232" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>            "024"           "0233"             "01"           "0232"           "0232" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"             "01"           "0233"             "01"           "0232" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>           "0232"             "01"           "0232"             "01"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>             "01"           "0213"           "0232"           "0233"           "0233" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>             "01"           "0232"           "0232"           "0232"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>             "01"             "01"             "01"             "01"            "024" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>             "01"           "0233"           "0232"             "01"           "0233" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>             "01"             "01"             "01"           "0232"           "0232" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>             "01"            "024"           "0211"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>           "0233"           "0233"             "01"           "0211"           "0232" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>             "01"           "0232"           "0232"           "0233"           "0232" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"           "0212"             "01"            "024"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>             "01"           "0233"             "01"            "024"             "01" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>             "01"             "01"           "0232"             "01"           "0232" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>             "01"          "02212"             "01"            "024"             "01" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>           "0232"           "0232"          "02313"           "0212"           "0212" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"           "0232"             "01"           "0232"           "0212" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>             "01"             "01"           "0232"           "0233"           "0232" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>           "0232"           "0233"           "0233"             "01"           "0233" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>           "0232"            "024"             "01"           "0211"           "0232" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>           "0213"           "0212"           "0232"             "01"           "0232" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>            "024"             "01"           "0233"           "0232"           "0232" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>           "0233"          "02212"           "0233"           "0233"            "024" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>            "024"             "01"           "0232"             "01"           "0232" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>           "0232"            "024"          "02212"             "01"           "0232" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>           "0232"           "0232"             "01"           "0232"           "0232" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"             "01"           "0232"           "0233"             "01" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>             "01"           "0212"             "01"             "01"           "0232" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>             "01"           "0232"            "024"            "024"             "01" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>            "024"             "01"             "01"          "02212"           "0232" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>           "0212"             "01"           "0232"             "01"           "0212" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>           "0232"           "0232"           "0233"           "0232"           "0232" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>           "0232"          "02212"           "0232"          "02212"           "0232" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>           "0232"             "01"             "01"             "01"           "0212" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>           "0232"           "0232"           "0212"           "0212"             "01" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>           "0212"           "0212"           "0212"           "0212"           "0212" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>           "0212"            "024"             "01"             "01"             "01" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>           "0212"           "0212"             "01"           "0232"          "02211" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"             "01"           "0213"             "01"           "0232" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>           "0213"             "01"           "0232"             "01"           "0212" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>           "0212"          "02234"           "0232"             "01"           "0212" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>             "01"             "01"           "0232"           "0212"           "0232" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>           "0232"             "01"             "01"             "01"            "024" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>           "0232"           "0232"           "0232"           "0212"             "01" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>           "0232"           "0232"           "0232"          "02212"           "0212" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>             "01"             "01"           "0212"           "0212"           "0212" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>             "01"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>             "01"             "01"           "0213"             "01"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>             "01"          "02211"          "02312"           "0211"          "02311" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"          "02211"          "02233"           "0211"          "02211" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>          "02211"             "01"           "0211"           "0211"          "02312" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>             "01"           "0211"          "02211"          "02311"             "01" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>          "02311"          "02311"             "01"             "01"          "02311" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>           "0211"          "02211"          "02312"           "0211"             "01" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>            "024"             "01"          "02211"           "0232"           "0232" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"            "024"          "02211"            "024"           "0211" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>           "0211"             "01"            "024"          "02311"            "024" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"          "02211"          "02232"             "01"          "02312" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>             "01"           "0211"             "01"             "01"          "02211" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>             "01"          "02211"             "01"           "0211"           "0211" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"          "02211"             "01"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>          "02312"             "01"          "02312"          "02232"             "01" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>             "01"             "01"          "02211"             "01"            "024" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>             "01"             "01"          "02211"          "02312"          "02312" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>           "0211"           "0211"          "02211"          "02311"            "024" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>             "01"          "02311"          "02213"          "02211"             "01" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>          "02211"          "02213"          "02311"          "02211"             "01" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"           "0213"           "0211"             "01"            "024" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>             "01"             "01"          "02312"             "01"          "02311" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>          "02311"          "02312"             "01"           "0211"           "0211" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>             "01"           "0211"          "02211"           "0211"           "0211" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>             "01"          "02213"             "01"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>             "01"           "0213"           "0211"             "01"             "01" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>             "01"          "02311"          "02213"           "0211"             "01" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>           "0211"             "01"           "0211"          "02311"             "01" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>          "02311"          "02213"          "02231"            "024"             "01" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>          "02311"            "024"            "024"             "01"           "0211" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>           "0211"          "02211"          "02212"          "02312"         "022222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>          "02312"          "02213"          "02213"          "02231"             "01" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"          "02211"           "0211"             "01"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>          "02211"          "02211"          "02233"           "0213"            "024" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>          "02211"             "01"          "02231"          "02311"           "0213" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>             "01"             "01"             "01"          "02311"          "02312" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>             "01"          "02232"           "0211"           "0211"          "02312" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>          "02311"          "02312"          "02233"          "02312"             "01" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>            "024"             "01"          "02312"          "02312"            "024" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"          "02311"          "02312"             "01"          "02211" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>             "01"             "01"             "01"             "01"          "02312" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>             "01"             "01"            "024"           "0211"           "0232" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>             "01"          "02232"             "01"          "02311"            "024" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>             "01"          "02211"          "02233"            "024"             "01" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>             "01"           "0211"            "024"             "01"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>           "0211"          "02313"          "02312"             "01"          "02211" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>          "02311"             "01"             "01"           "0211"          "02211" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"             "01"          "02232"          "02311"          "02211" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>           "0211"          "02213"          "02232"          "02311"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"             "01"           "0211"          "02211"          "02211" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>          "02311"          "02213"          "02211"             "01"             "01" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>          "02311"          "02312"             "01"          "02211"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"          "02311"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>          "02211"          "02213"          "02213"             "01"             "01" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>          "02211"            "024"           "0211"             "01"             "01" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>             "01"             "01"          "02311"          "02311"             "01" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>             "01"          "02211"            "024"           "0211"             "01" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"             "01"          "02233"          "02211"           "0211" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"             "01"           "0211"          "02211" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>          "02211"          "02313"             "01"            "024"             "01" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>           "0211"             "01"          "02311"          "02213"           "0232" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"          "02211"          "02313"          "02311"             "01" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>          "02312"             "01"             "01"             "01"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>            "024"             "01"           "0211"          "02311"          "02211" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>          "02211"          "02211"           "0232"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>          "02311"             "01"           "0211"             "01"            "024" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>             "01"             "01"           "0211"          "02211"          "02312" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"          "02311"          "02212"          "02312"           "0211" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>          "02211"          "02311"          "02234"          "02231"           "0211" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>             "01"           "0211"             "01"            "024"             "01" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>             "01"            "024"          "02211"          "02311"            "024" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>             "01"          "02213"          "02311"          "02213"             "01" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>             "01"             "01"          "02211"             "01"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>             "01"          "02312"            "024"            "024"          "02312" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>          "02211"          "02213"          "02221"             "01"             "01" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>             "01"           "0211"             "01"             "01"             "01" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>             "01"             "01"             "01"             "01"           "0211" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>            "024"          "02232"             "01"          "02211"          "02211" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>             "01"            "024"          "02233"             "01"             "01" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"             "01"             "01"            "024" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"             "01"             "01"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>             "01"             "01"           "0211"          "02232"             "01" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>          "02211"          "02212"          "02211"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>          "02211"          "02231"          "02232"           "0211"             "01" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"          "02211"             "01"             "01"             "01" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>             "01"          "02231"             "01"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>             "01"          "02211"             "01"             "01"             "01" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>           "0211"             "01"          "02211"             "01"          "02211" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>          "02211"          "02233"             "01"             "01"           "0211" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>             "01"             "01"             "01"             "01"          "02211" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"          "02211"             "01"            "024"            "024" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"            "024"             "01"             "01"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"             "01"            "024"          "02313"             "01" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"             "01"          "02231"          "02211"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>             "01"          "02211"          "02211"             "01"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>             "01"          "02231"          "02231"           "0211"          "02313" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>             "01"          "02231"          "02231"             "01"             "01" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"             "01"             "01"             "01"             "01" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"          "02211"          "02211"          "02312"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"             "01"          "02211"          "02213"             "01" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>             "01"             "01"          "02312"          "02312"             "01" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>             "01"          "02211"          "02313"          "02211"             "01" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"             "01"          "02232"          "02211"          "02211" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>             "01"          "02211"          "02211"            "024"             "01" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"          "02211"          "02311"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>             "01"          "02211"             "01"            "024"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>             "01"            "024"             "01"             "01"          "02211" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>          "02211"             "01"          "02233"          "02231"          "02311" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"            "024"            "024"             "01"          "02211" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>             "01"          "02213"            "024"          "02313"          "02211" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>          "02313"             "01"          "02232"            "024"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"             "01"          "02211"             "01"             "01" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>             "01"          "02313"             "01"          "02231"          "02211" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"            "024"             "01"             "01"             "01" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>             "01"            "024"             "01"          "02311"            "024" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>             "01"             "01"             "01"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>             "01"             "01"          "02211"             "01"             "01" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"            "024"          "02233"           "0211"           "0211" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>             "01"            "024"          "02212"             "01"             "01" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>            "024"          "02211"             "01"          "02313"             "01" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>          "02311"             "01"             "01"             "01"            "024" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"           "0211"            "024"          "02232"            "024" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"             "01"             "01" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>          "02211"          "02313"          "02231"             "01"             "01" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"             "01"          "02211"             "01" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>             "01"          "02211"             "01"             "01"           "0211" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>            "024"             "01"             "01"            "024"          "02211" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>          "02311"          "02313"            "024"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"             "01"          "02231"             "01" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"             "01"             "01"             "01" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>             "01"             "01"             "01"          "02211"           "0213" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>             "01"             "01"            "024"             "01"          "02211" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>            "024"             "01"          "02211"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>            "024"             "01"          "02311"            "024"             "01" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>             "01"          "02312"          "02211"          "02231"             "01" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"             "01"             "01"           "0211"             "01" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>             "01"          "02231"          "02313"             "01"             "01" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>             "01"          "02213"             "01"             "01"           "0211" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"             "01"            "024"            "024" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>             "01"          "02211"          "02232"             "01"             "01" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"           "0211"           "0211"            "024" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>             "01"             "01"          "02211"          "02311"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>             "01"          "02231"            "024"          "02211"             "01" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>          "02313"          "02231"             "01"           "0211"          "02211" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>             "01"             "01"          "02232"          "02211"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>          "02313"             "01"           "0211"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>             "01"            "024"            "024"          "02211"             "01" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"            "024"             "01"             "01"             "01" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"             "01"             "01"             "01"             "01" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>            "024"             "01"             "01"             "01"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>             "01"          "02311"             "01"             "01"          "02311" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>          "02311"             "01"             "01"           "0211"            "024" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>             "01"             "01"          "02312"            "024"           "0211" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>          "02312"            "024"             "01"            "024"           "0211" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"             "01"             "01"             "01"            "024" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>          "02311"            "024"             "01"             "01"             "01" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>           "0211"           "0211"            "024"           "0211"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>            "024"             "01"          "02212"             "01"           "0211" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>             "01"          "02311"           "0211"           "0211"             "01" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>          "02311"           "0211"             "01"          "02313"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>           "0211"             "01"             "01"           "0211"            "024" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>           "0211"             "01"             "01"           "0211"          "02312" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>             "01"           "0211"            "024"           "0211"             "01" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>             "01"           "0211"            "024"            "024"             "01" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>           "0211"            "024"            "024"             "01"          "02312" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>             "01"             "01"             "01"           "0211"             "01" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>             "01"          "02312"           "0211"             "01"             "01" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>            "024"            "024"          "02312"           "0211"             "01" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>            "024"            "024"           "0211"           "0211"             "01" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>             "01"             "01"             "01"             "01"           "0211" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>             "01"             "01"           "0211"            "024"           "0211" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>            "024"             "01"           "0211"             "01"            "024" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>             "01"             "01"          "02312"          "02231"           "0211" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>          "02211"             "01"           "0211"          "02312"          "02312" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>           "0213"            "024"             "01"            "024"             "01" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>           "0211"             "01"             "01"          "02312"           "0211" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>             "01"          "02233"             "01"           "0211"           "0211" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>             "01"             "01"            "024"           "0211"          "02313" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>            "024"             "01"             "01"             "01"          "02312" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>           "0211"             "01"          "02312"             "01"           "0211" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>            "024"          "02311"             "01"          "02312"             "01" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>            "024"             "01"          "02232"             "01"             "01" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>            "024"           "0211"             "01"             "01"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>           "0211"             "01"            "024"           "0211"           "0211" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>           "0211"          "02312"            "024"            "024"          "02312" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>            "024"             "01"           "0211"             "01"            "024" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>           "0211"            "024"            "024"             "01"             "01" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>             "01"             "01"          "02233"            "024"           "0211" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>            "024"            "024"             "01"           "0211"          "02312" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>             "01"            "024"            "024"            "024"             "01" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>            "024"             "01"          "02312"           "0211"            "024" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>          "02312"            "024"             "01"             "01"             "01" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>           "0211"             "01"             "01"             "01"           "0211" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>           "0211"            "024"          "02312"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>           "0211"             "01"             "01"           "0211"             "01" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>             "01"             "01"          "02312"           "0211"          "02312" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>           "0211"          "02312"             "01"             "01"             "01" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>           "0211"             "01"             "01"             "01"           "0211" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>             "01"            "024"           "0211"             "01"             "01" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>          "02312"            "024"             "01"          "02312"             "01" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>             "01"            "024"           "0211"             "01"            "024" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>            "024"             "01"             "01"            "024"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>            "024"            "024"           "0211"            "024"           "0211" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>             "01"            "024"           "0211"            "024"            "024" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>             "01"           "0211"            "024"           "0211"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>           "0211"             "01"             "01"            "024"            "024" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>           "0211"             "01"          "02211"             "01"            "024" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>             "01"           "0211"            "024"             "01"             "01" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>          "02312"             "01"             "01"            "024"             "01" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>          "02312"          "02312"             "01"             "01"            "024" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>           "0211"          "02312"             "01"           "0213"             "01" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>             "01"           "0211"            "024"           "0211"          "02312" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>            "024"             "01"           "0211"           "0211"             "01" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>             "01"          "02312"             "01"            "024"           "0211" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>            "024"          "02312"            "024"           "0211"             "01" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>             "01"            "024"           "0211"            "024"             "01" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>             "01"          "02312"             "01"             "01"           "0211" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>             "01"           "0213"             "01"            "024"            "024" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>           "0211"            "024"            "024"           "0211"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"             "01"            "024"             "01"             "01" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>            "024"             "01"            "024"             "01"             "01" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>             "01"             "01"             "01"          "02211"             "01" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>             "01"             "01"           "0211"          "02313"             "01" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>             "01"             "01"             "01"             "01"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>           "0211"             "01"             "01"             "01"             "01" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>             "01"          "02211"           "0211"           "0211"             "01" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"             "01"          "02233"          "02312"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>            "024"           "0213"             "01"           "0211"            "024" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>           "0211"             "01"             "01"             "01"             "01" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>             "01"             "01"             "01"          "02312"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>           "0211"            "024"             "01"          "02232"          "02311" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>          "02312"             "01"          "02211"             "01"             "01" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"            "024"          "02213"             "01"             "01" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>             "01"             "01"             "01"             "01"          "02311" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>             "01"             "01"          "02311"             "01"             "01" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>            "024"             "01"          "02232"           "0213"             "01" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>             "01"           "0211"             "01"             "01"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>             "01"             "01"          "02233"             "01"             "01" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>             "01"          "02233"             "01"             "01"             "01" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>           "0211"             "01"             "01"             "01"             "01" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>             "01"             "01"           "0211"          "02312"             "01" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>             "01"             "01"             "01"          "02312"             "01" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>             "01"             "01"           "0211"             "01"          "02311" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>          "02312"             "01"          "02312"             "01"             "01" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>           "0211"             "01"             "01"             "01"          "02211" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>             "01"             "01"            "024"           "0211"             "01" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"            "024"             "01"             "01"             "01" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>             "01"             "01"           "0211"             "01"            "024" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>          "02211"           "0211"          "02211"             "01"             "01" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>             "01"             "01"             "01"             "01"           "0211" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"             "01"             "01"             "01"            "024" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>             "01"             "01"             "01"            "024"           "0212" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>             "01"             "01"             "01"             "01"          "02312" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>             "01"             "01"             "01"             "01"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>            "024"             "01"          "02234"          "02312"             "01" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>             "01"             "01"          "02311"             "01"             "01" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"             "01"             "01"             "01"             "01" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>             "01"          "02211"             "01"             "01"             "01" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>            "024"             "01"             "01"             "01"          "02211" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>           "0211"             "01"             "01"           "0211"             "01" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>           "0211"             "01"          "02232"             "01"             "01" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>             "01"             "01"             "01"           "0211"             "01" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>             "01"             "01"             "01"             "01"          "02211" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>             "01"             "01"             "01"          "02233"           "0211" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>             "01"             "01"           "0213"          "02312"             "01" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>             "01"             "01"             "01"             "01"            "024" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"             "01"             "01"             "01"             "01" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>          "02312"             "01"             "01"             "01"             "01" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>             "01"           "0212"           "0212"             "01"           "0212" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>           "0212"           "0212"           "0212"           "0212"           "0213" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>             "01"          "02212"           "0212"           "0212"           "0212" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>           "0212"             "01"             "01"             "01"             "01" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>             "01"             "01"             "01"           "0212"             "01" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>             "01"             "01"             "01"         "022222"           "0212" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>             "01"           "0212"             "01"           "0212"           "0212" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>           "0212"             "01"           "0212"             "01"            "024" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>           "0212"           "0212"           "0212"           "0212"         "022222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>             "01"             "01"           "0212"           "0212"             "01" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>             "01"           "0212"         "022222"           "0212"         "022222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>             "01"           "0212"             "01"             "01"             "01" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>             "01"           "0212"             "01"             "01"             "01" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>           "0212"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>           "0212"            "024"           "0212"             "01"           "0212" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>           "0212"           "0212"           "0212"            "024"           "0212" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>           "0212"             "01"           "0212"           "0212"           "0212" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>           "0232"           "0212"             "01"             "01"             "01" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>           "0212"           "0212"           "0212"         "022222"             "01" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>             "01"           "0212"            "024"           "0213"           "0212" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>           "0213"             "01"           "0212"             "01"             "01" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>           "0213"             "01"           "0212"           "0212"           "0212" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>           "0213"           "0212"         "022222"             "01"           "0212" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>           "0212"           "0213"           "0212"           "0212"           "0212" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>             "01"           "0212"           "0212"           "0212"             "01" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>           "0213"           "0212"           "0213"           "0212"             "01" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>             "01"             "01"           "0212"           "0213"             "01" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>           "0213"             "01"             "01"             "01"           "0213" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>             "01"             "01"           "0212"           "0213"           "0212" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>             "01"           "0212"           "0212"             "01"           "0213" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>           "0212"             "01"           "0212"           "0212"           "0211" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>             "01"          "02212"           "0212"             "01"           "0212" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>           "0212"           "0212"             "01"           "0212"             "01" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>           "0213"             "01"             "01"           "0213"           "0212" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>             "01"           "0212"         "022222"           "0212"             "01" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>             "01"            "024"             "01"           "0213"             "01" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>           "0212"           "0212"             "01"            "024"            "024" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>         "022222"             "01"           "0212"             "01"             "01" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>             "01"           "0212"             "01"           "0212"            "024" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>             "01"             "01"           "0212"           "0212"           "0212" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>           "0211"             "01"             "01"            "024"             "01" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>            "024"           "0213"            "024"           "0212"           "0212" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>           "0212"             "01"             "01"             "01"             "01" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>             "01"           "0212"           "0213"           "0212"             "01" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>           "0212"           "0212"             "01"             "01"           "0212" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>           "0212"            "024"           "0212"           "0212"             "01" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>         "022222"             "01"           "0212"           "0213"            "024" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>             "01"            "024"             "01"             "01"           "0212" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>             "01"             "01"             "01"           "0212"         "022222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>             "01"           "0213"             "01"             "01"            "024" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>             "01"           "0212"             "01"           "0212"           "0212" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>           "0212"             "01"           "0212"             "01"            "024" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>           "0212"           "0212"             "01"           "0212"             "01" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>             "01"             "01"           "0212"             "01"         "022222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>           "0212"             "01"             "01"             "01"           "0212" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>           "0212"         "022222"             "01"           "0212"             "01" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>            "024"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>            "024"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>           "0212"             "01"           "0212"           "0212"             "01" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>             "01"             "01"           "0212"             "01"             "01" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>             "01"            "024"           "0212"            "024"             "01" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>           "0212"           "0211"           "0213"           "0212"             "01" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>             "01"           "0212"         "022222"           "0212"             "01" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>           "0212"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>             "01"             "01"             "01"           "0212"            "024" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>             "01"             "01"           "0212"             "01"             "01" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>             "01"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>           "0212"           "0213"           "0212"             "01"           "0213" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>           "0212"             "01"           "0212"             "01"             "01" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>           "0213"            "024"           "0212"           "0212"           "0212" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>         "022221"            "024"             "01"             "01"            "024" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>            "024"             "01"           "0211"           "0211"           "0211" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>            "024"             "01"             "01"          "02223"          "02221" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>         "022221"          "02223"          "02221"            "024"            "024" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>            "024"             "01"            "024"          "02221"            "024" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>            "024"         "022223"            "024"             "01"             "01" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>          "02221"            "024"            "024"            "024"             "01" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>         "022224"             "01"             "01"             "01"          "02313" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>            "024"             "01"          "02223"            "024"            "024" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>            "024"           "0211"             "01"            "024"           "0211" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>         "022221"          "02221"           "0211"             "01"             "01" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>          "02221"            "024"             "01"            "024"          "02221" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>          "02221"            "024"         "022224"          "02221"            "024" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>            "024"           "0211"            "024"             "01"           "0211" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>             "01"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>             "01"             "01"            "024"            "024"          "02313" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>             "01"            "024"          "02223"             "01"             "01" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>             "01"             "01"         "022223"             "01"          "02221" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>            "024"          "02213"         "022221"            "024"            "024" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>          "02221"          "02223"           "0211"            "024"             "01" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>            "024"            "024"           "0211"            "024"          "02313" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>             "01"            "024"            "024"            "024"             "01" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>            "024"             "01"            "024"            "024"         "022224" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>            "024"            "024"            "024"            "024"          "02221" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>             "01"            "024"           "0213"            "024"         "022223" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>             "01"          "02221"             "01"          "02223"             "01" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>            "024"            "024"          "02221"            "024"           "0211" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>          "02221"            "024"            "024"          "02221"            "024" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>          "02221"            "024"           "0211"          "02221"            "024" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>            "024"          "02221"          "02221"           "0211"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>           "0211"           "0213"           "0211"             "01"             "01" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"            "024"             "01"            "024"             "01" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>           "0211"            "024"         "022224"            "024"            "024" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>           "0211"          "02221"            "024"          "02221"         "022224" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>             "01"            "024"            "024"            "024"            "024" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>         "022223"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>         "022221"          "02221"            "024"             "01"             "01" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>            "024"            "024"             "01"            "024"            "024" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>            "024"            "024"           "0211"             "01"          "02221" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>         "022224"            "024"          "02221"             "01"            "024" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>            "024"         "022223"          "02221"             "01"            "024" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>            "024"             "01"          "02221"          "02221"             "01" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>            "024"             "01"         "022221"          "02223"             "01" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"            "024"           "0211"            "024"         "022224" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>            "024"            "024"            "024"            "024"           "0211" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>          "02221"          "02221"           "0211"            "024"             "01" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>           "0211"          "02213"            "024"            "024"          "02312" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>          "02221"             "01"           "0213"         "022221"          "02221" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>          "02221"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>           "0211"             "01"           "0211"         "022223"             "01" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>         "022221"           "0213"         "022221"             "01"          "02221" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>           "0211"            "024"            "024"             "01"         "022223" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>             "01"             "01"          "02223"          "02221"             "01" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"             "01"             "01"         "022224"            "024" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>         "022221"            "024"            "024"            "024"          "02221" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"          "02221"            "024"         "022223" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>            "024"          "02223"            "024"             "01"          "02221" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>             "01"            "024"            "024"            "024"           "0211" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>          "02221"            "024"             "01"           "0211"          "02221" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>          "02221"          "02221"            "024"             "01"         "022221" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>            "024"             "01"          "02221"          "02312"            "024" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>         "022223"          "02223"             "01"           "0211"            "024" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>            "024"           "0211"            "024"            "024"            "024" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>            "024"            "024"          "02221"            "024"            "024" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>          "02221"         "022221"             "01"             "01"          "02221" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>         "022224"             "01"            "024"            "024"           "0211" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>            "024"          "02221"            "024"            "024"             "01" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"            "024"            "024"            "024"          "02221" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>             "01"             "01"            "024"          "02221"             "01" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>            "024"             "01"          "02221"             "01"            "024" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>         "022223"          "02221"         "022224"             "01"         "022221" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>             "01"             "01"             "01"             "01"             "01" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>            "024"          "02221"            "024"            "024"            "024" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>             "01"           "0211"            "024"         "022221"           "0211" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"           "0211"             "01"          "02221"          "02221" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>            "024"             "01"             "01"             "01"            "024" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>             "01"          "02221"            "024"             "01"             "01" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"         "022224"         "022221"            "024"            "024" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>            "024"             "01"           "0211"         "022221"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>           "0211"             "01"             "01"          "02312"            "024" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>             "01"          "02221"            "024"             "01"         "022223" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>         "022223"             "01"          "02221"            "024"           "0211" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>          "02221"          "02221"          "02221"             "01"          "02221" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>             "01"             "01"             "01"             "01"          "02313" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>            "024"          "02312"           "0213"          "02313"            "024" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>            "024"           "0211"         "022224"             "01"            "024" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>          "02221"            "024"            "024"         "022223"           "0211" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>          "02221"             "01"          "02221"            "024"           "0213" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>             "01"         "022223"         "022223"            "024"             "01" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>             "01"            "024"            "024"         "022221"             "01" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>            "024"          "02312"             "01"           "0211"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>            "024"             "01"             "01"            "024"          "02221" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>            "024"             "01"            "024"             "01"             "01" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>            "024"             "01"            "024"            "024"             "01" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>            "024"             "01"            "024"             "01"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>            "024"          "02221"            "024"           "0211"            "024" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>          "02221"           "0211"             "01"            "024"          "02221" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>          "02221"             "01"         "022221"         "022221"             "01" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>          "02221"          "02221"           "0211"          "02223"         "022223" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>            "024"            "024"           "0211"            "024"           "0211" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>             "01"           "0211"          "02223"             "01"            "024" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>          "02221"            "024"             "01"            "024"            "024" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>          "02221"         "022221"            "024"          "02221"            "024" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>          "02221"            "024"          "02213"           "0211"           "0213" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>             "01"          "02223"         "022221"            "024"         "022221" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>             "01"            "024"         "022224"          "02221"             "01" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>         "022224"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>             "01"          "02213"         "022221"           "0211"            "024" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>             "01"            "024"            "024"             "01"          "02221" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"            "024"            "024"             "01" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"             "01"            "024"             "01"          "02221" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>          "02221"             "01"             "01"             "01"          "02221" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>             "01"         "022221"            "024"          "02213"          "02221" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>            "024"             "01"             "01"             "01"          "02312" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>            "024"            "024"         "022221"            "024"            "024" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>            "024"          "02212"            "024"             "01"          "02312" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>         "022223"            "024"             "01"            "024"         "022223" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>            "024"             "01"            "024"          "02221"             "01" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>            "024"          "02221"            "024"           "0213"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>             "01"            "024"             "01"            "024"         "022223" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>            "024"             "01"         "022224"            "024"          "02221" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>         "022224"          "02312"            "024"           "0211"             "01" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>         "022223"            "024"            "024"          "02221"            "024" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>             "01"          "02221"             "01"           "0211"          "02221" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>          "02221"             "01"            "024"           "0211"            "024" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>           "0211"             "01"          "02213"             "01"          "02221" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>           "0211"            "024"            "024"          "02223"             "01" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>            "024"          "02221"             "01"          "02221"           "0211" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>         "022221"         "022221"             "01"            "024"             "01" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>            "024"            "024"            "024"          "02221"            "024" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>          "02221"             "01"             "01"             "01"            "024" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>           "0211"            "024"          "02221"         "022221"            "024" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>         "022221"          "02221"            "024"            "024"             "01" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>          "02221"           "0211"            "024"         "022221"             "01" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>            "024"           "0211"          "02223"          "02221"             "01" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>            "024"          "02221"          "02221"         "022224"             "01" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>            "024"            "024"            "024"           "0211"         "022221" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>         "022221"         "022221"          "02221"            "024"            "024" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>         "022224"          "02221"            "024"            "024"         "022221" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>            "024"             "01"            "024"           "0211"            "024" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>          "02221"           "0211"             "01"             "01"          "02221" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>             "01"             "01"             "01"         "022223"         "022221" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>            "024"            "024"          "02221"            "024"            "024" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>          "02221"            "024"            "024"          "02313"             "01" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>          "02221"          "02221"             "01"            "024"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>            "024"           "0211"           "0211"            "024"             "01" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>             "01"            "024"          "02221"             "01"             "01" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>            "024"          "02312"            "024"          "02223"             "01" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"            "024"            "024"             "01"            "024" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>            "024"            "024"             "01"            "024"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 3402))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>             "01"           "0212"           "0212"          "02212"           "0232" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>           "0212"           "0232"           "0232"           "0232"           "0232" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"            "024"             "01"           "0212" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>             "01"             "01"             "01"           "0212"            "024" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>           "0232"           "0232"           "0213"          "02212"             "01" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>           "0232"             "01"             "01"           "0232"            "024" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>             "01"          "02212"           "0232"           "0232"           "0233" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>           "0212"             "01"           "0232"           "0212"            "024" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>             "01"           "0232"           "0232"          "02212"             "01" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>           "0233"           "0232"           "0232"           "0233"            "024" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>           "0233"           "0232"           "0232"           "0232"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>           "0212"           "0232"             "01"           "0212"           "0232" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>           "0232"           "0233"             "01"           "0232"            "024" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>             "01"           "0233"           "0212"            "024"           "0233" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>           "0232"             "01"             "01"           "0232"           "0212" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>             "01"            "024"             "01"           "0233"           "0211" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>             "01"           "0232"             "01"           "0232"             "01" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>           "0212"             "01"           "0232"             "01"             "01" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>           "0232"           "0232"             "01"           "0232"           "0232" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"           "0232"          "02212"           "0211"             "01" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>           "0212"           "0232"            "024"             "01"            "024" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>             "01"           "0212"           "0233"             "01"             "01" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>           "0232"           "0212"             "01"           "0232"             "01" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>             "01"           "0232"           "0232"           "0232"             "01" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"             "01"           "0212"            "024"           "0232" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>             "01"           "0232"             "01"             "01"             "01" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"            "024"             "01"             "01"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>           "0233"           "0233"          "02212"          "02311"             "01" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>           "0232"           "0212"          "02212"             "01"           "0212" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>           "0233"           "0212"             "01"           "0232"           "0212" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>             "01"           "0232"             "01"           "0232"           "0212" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>           "0232"             "01"             "01"           "0211"           "0232" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>           "0212"           "0232"           "0233"            "024"           "0232" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>           "0233"           "0233"           "0232"           "0233"           "0232" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>             "01"           "0212"             "01"           "0212"           "0232" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>           "0232"           "0232"           "0233"           "0232"           "0233" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>            "024"          "02212"             "01"           "0232"           "0232" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>             "01"            "024"           "0232"             "01"            "024" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>           "0232"             "01"             "01"           "0232"           "0212" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>           "0232"           "0233"             "01"           "0212"             "01" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>           "0232"           "0232"           "0233"           "0212"           "0211" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>             "01"           "0233"           "0232"           "0233"           "0211" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>           "0232"             "01"             "01"           "0211"             "01" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>             "01"             "01"           "0233"           "0212"           "0232" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>           "0232"           "0212"           "0232"             "01"           "0232" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>           "0212"           "0212"          "02212"           "0232"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>           "0232"           "0232"            "024"           "0212"           "0232" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>           "0211"           "0212"           "0232"           "0212"           "0232" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>           "0233"             "01"             "01"           "0212"             "01" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>             "01"             "01"           "0232"            "024"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>             "01"             "01"           "0233"           "0232"           "0232" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>            "024"           "0233"           "0212"             "01"           "0232" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>           "0232"           "0232"           "0232"             "01"           "0232" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>           "0233"           "0211"           "0212"            "024"            "024" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>             "01"           "0232"             "01"             "01"           "0232" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>           "0232"             "01"           "0233"           "0233"           "0233" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>             "01"           "0212"           "0232"             "01"           "0232" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"             "01"            "024"           "0232"             "01" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>             "01"             "01"             "01"             "01"           "0232" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>             "01"           "0232"           "0233"             "01"           "0232" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>           "0212"           "0232"           "0232"           "0233"             "01" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>           "0232"             "01"           "0233"           "0232"           "0212" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>             "01"           "0212"          "02212"          "02212"           "0232" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>           "0232"           "0233"             "01"           "0232"         "022222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>           "0232"           "0212"           "0232"           "0232"           "0232" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>             "01"           "0232"           "0232"             "01"           "0232" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>           "0232"           "0232"           "0212"           "0232"            "024" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>            "024"           "0211"             "01"           "0232"           "0232" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>            "024"           "0232"             "01"             "01"           "0232" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>           "0232"           "0212"           "0232"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"           "0232"           "0232"          "02212"             "01" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>             "01"             "01"             "01"           "0232"             "01" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>             "01"            "024"           "0232"             "01"             "01" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>           "0212"             "01"             "01"             "01"           "0233" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"           "0232"           "0232"           "0212" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>             "01"             "01"          "02212"             "01"           "0232" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>             "01"            "024"          "02311"           "0211"           "0232" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>           "0212"           "0232"             "01"           "0232"            "024" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>             "01"           "0232"           "0232"             "01"           "0233" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>           "0233"             "01"             "01"            "024"           "0233" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>           "0232"          "02212"             "01"             "01"           "0233" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"           "0233"           "0233"           "0232"             "01" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>             "01"             "01"           "0232"           "0233"           "0232" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>             "01"           "0211"             "01"           "0232"             "01" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>           "0232"           "0232"           "0232"           "0233"             "01" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>             "01"           "0232"          "02212"           "0211"           "0232" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>           "0212"             "01"           "0213"             "01"           "0232" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>           "0233"            "024"           "0232"           "0211"           "0212" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>            "024"           "0232"           "0211"           "0232"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>           "0232"             "01"             "01"             "01"           "0232" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>            "024"           "0232"             "01"             "01"             "01" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>             "01"             "01"           "0213"          "02212"           "0233" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>            "024"             "01"             "01"           "0232"            "024" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>           "0232"             "01"           "0212"           "0212"         "022222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>           "0232"            "024"             "01"             "01"             "01" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>             "01"           "0232"           "0232"             "01"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>           "0233"           "0232"           "0212"           "0212"             "01" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>             "01"             "01"             "01"            "024"             "01" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>           "0233"             "01"             "01"             "01"           "0232" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>           "0232"             "01"             "01"             "01"             "01" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>             "01"             "01"          "02212"            "024"             "01" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>           "0232"             "01"           "0232"             "01"           "0232" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>            "024"             "01"             "01"           "0232"             "01" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>             "01"           "0232"          "02212"           "0232"           "0232" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>             "01"           "0233"           "0232"           "0232"           "0233" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>             "01"            "024"             "01"           "0232"             "01" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>           "0232"           "0232"           "0232"           "0232"             "01" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>           "0232"             "01"            "024"           "0232"           "0233" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>           "0233"           "0233"             "01"             "01"           "0232" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>           "0232"          "02212"           "0233"           "0212"             "01" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>           "0232"            "024"            "024"           "0233"           "0232" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>            "024"           "0232"             "01"           "0232"             "01" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>           "0211"             "01"           "0232"             "01"            "024" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>             "01"             "01"          "02311"           "0233"           "0232" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>           "0212"             "01"           "0212"           "0212"           "0232" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>           "0233"           "0232"           "0211"             "01"           "0232" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"           "0232"             "01"           "0232"             "01" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>            "024"           "0233"             "01"           "0233"           "0232" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>            "024"           "0233"             "01"           "0232"           "0232" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"             "01"           "0233"             "01"           "0232" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>           "0232"             "01"           "0232"             "01"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>             "01"           "0213"           "0232"           "0233"           "0233" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>             "01"           "0232"           "0232"           "0232"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>             "01"             "01"             "01"             "01"            "024" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>             "01"           "0233"           "0232"             "01"           "0233" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>             "01"             "01"             "01"           "0232"           "0232" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>             "01"            "024"           "0211"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>           "0233"           "0233"             "01"           "0211"           "0232" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>             "01"           "0232"           "0232"           "0233"           "0232" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"           "0212"             "01"            "024"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>             "01"           "0233"             "01"            "024"             "01" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>             "01"             "01"           "0232"             "01"           "0232" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>             "01"          "02212"             "01"            "024"             "01" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>           "0232"           "0232"          "02313"           "0212"           "0212" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"           "0232"             "01"           "0232"           "0212" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>             "01"             "01"           "0232"           "0233"           "0232" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>           "0232"           "0233"           "0233"             "01"           "0233" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>           "0232"            "024"             "01"           "0211"           "0232" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>           "0213"           "0212"           "0232"             "01"           "0232" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>            "024"             "01"           "0233"           "0232"           "0232" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>           "0233"          "02212"           "0233"           "0233"            "024" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>            "024"             "01"           "0232"             "01"           "0232" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>           "0232"            "024"          "02212"             "01"           "0232" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>           "0232"           "0232"             "01"           "0232"           "0232" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"             "01"           "0232"           "0233"             "01" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>             "01"           "0212"             "01"             "01"           "0232" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>             "01"           "0232"            "024"            "024"             "01" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>            "024"             "01"             "01"          "02212"           "0232" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>           "0212"             "01"           "0232"             "01"           "0212" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>           "0232"           "0232"           "0233"           "0232"           "0232" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>           "0232"          "02212"           "0232"          "02212"           "0232" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>           "0232"             "01"             "01"             "01"           "0212" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>           "0232"           "0232"           "0212"           "0212"             "01" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>           "0212"           "0212"           "0212"           "0212"           "0212" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>           "0212"            "024"             "01"             "01"             "01" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>           "0212"           "0212"             "01"           "0232"          "02211" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"             "01"           "0213"             "01"           "0232" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>           "0213"             "01"           "0232"             "01"           "0212" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>           "0212"          "02234"           "0232"             "01"           "0212" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>             "01"             "01"           "0232"           "0212"           "0232" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>           "0232"             "01"             "01"             "01"            "024" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>           "0232"           "0232"           "0232"           "0212"             "01" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>           "0232"           "0232"           "0232"          "02212"           "0212" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>             "01"             "01"           "0212"           "0212"           "0212" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>             "01"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>             "01"             "01"           "0213"             "01"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>             "01"          "02211"          "02312"           "0211"          "02311" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"          "02211"          "02233"           "0211"          "02211" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>          "02211"             "01"           "0211"           "0211"          "02312" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>             "01"           "0211"          "02211"          "02311"             "01" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>          "02311"          "02311"             "01"             "01"          "02311" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>           "0211"          "02211"          "02312"           "0211"             "01" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>            "024"             "01"          "02211"           "0232"           "0232" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"            "024"          "02211"            "024"           "0211" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>           "0211"             "01"            "024"          "02311"            "024" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"          "02211"          "02232"             "01"          "02312" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>             "01"           "0211"             "01"             "01"          "02211" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>             "01"          "02211"             "01"           "0211"           "0211" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"          "02211"             "01"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>          "02312"             "01"          "02312"          "02232"             "01" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>             "01"             "01"          "02211"             "01"            "024" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>             "01"             "01"          "02211"          "02312"          "02312" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>           "0211"           "0211"          "02211"          "02311"            "024" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>             "01"          "02311"          "02213"          "02211"             "01" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>          "02211"          "02213"          "02311"          "02211"             "01" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"           "0213"           "0211"             "01"            "024" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>             "01"             "01"          "02312"             "01"          "02311" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>          "02311"          "02312"             "01"           "0211"           "0211" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>             "01"           "0211"          "02211"           "0211"           "0211" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>             "01"          "02213"             "01"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>             "01"           "0213"           "0211"             "01"             "01" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>             "01"          "02311"          "02213"           "0211"             "01" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>           "0211"             "01"           "0211"          "02311"             "01" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>          "02311"          "02213"          "02231"            "024"             "01" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>          "02311"            "024"            "024"             "01"           "0211" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>           "0211"          "02211"          "02212"          "02312"         "022222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>          "02312"          "02213"          "02213"          "02231"             "01" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"          "02211"           "0211"             "01"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>          "02211"          "02211"          "02233"           "0213"            "024" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>          "02211"             "01"          "02231"          "02311"           "0213" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>             "01"             "01"             "01"          "02311"          "02312" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>             "01"          "02232"           "0211"           "0211"          "02312" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>          "02311"          "02312"          "02233"          "02312"             "01" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>            "024"             "01"          "02312"          "02312"            "024" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"          "02311"          "02312"             "01"          "02211" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>             "01"             "01"             "01"             "01"          "02312" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>             "01"             "01"            "024"           "0211"           "0232" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>             "01"          "02232"             "01"          "02311"            "024" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>             "01"          "02211"          "02233"            "024"             "01" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>             "01"           "0211"            "024"             "01"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>           "0211"          "02313"          "02312"             "01"          "02211" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>          "02311"             "01"             "01"           "0211"          "02211" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"             "01"          "02232"          "02311"          "02211" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>           "0211"          "02213"          "02232"          "02311"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"             "01"           "0211"          "02211"          "02211" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>          "02311"          "02213"          "02211"             "01"             "01" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>          "02311"          "02312"             "01"          "02211"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"          "02311"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>          "02211"          "02213"          "02213"             "01"             "01" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>          "02211"            "024"           "0211"             "01"             "01" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>             "01"             "01"          "02311"          "02311"             "01" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>             "01"          "02211"            "024"           "0211"             "01" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"             "01"          "02233"          "02211"           "0211" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"             "01"           "0211"          "02211" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>          "02211"          "02313"             "01"            "024"             "01" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>           "0211"             "01"          "02311"          "02213"           "0232" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"          "02211"          "02313"          "02311"             "01" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>          "02312"             "01"             "01"             "01"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>            "024"             "01"           "0211"          "02311"          "02211" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>          "02211"          "02211"           "0232"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>          "02311"             "01"           "0211"             "01"            "024" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>             "01"             "01"           "0211"          "02211"          "02312" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"          "02311"          "02212"          "02312"           "0211" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>          "02211"          "02311"          "02234"          "02231"           "0211" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>             "01"           "0211"             "01"            "024"             "01" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>             "01"            "024"          "02211"          "02311"            "024" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>             "01"          "02213"          "02311"          "02213"             "01" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>             "01"             "01"          "02211"             "01"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>             "01"          "02312"            "024"            "024"          "02312" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>          "02211"          "02213"          "02221"             "01"             "01" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>             "01"           "0211"             "01"             "01"             "01" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>             "01"             "01"             "01"             "01"           "0211" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>            "024"          "02232"             "01"          "02211"          "02211" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>             "01"            "024"          "02233"             "01"             "01" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"             "01"             "01"            "024" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"             "01"             "01"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>             "01"             "01"           "0211"          "02232"             "01" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>          "02211"          "02212"          "02211"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>          "02211"          "02231"          "02232"           "0211"             "01" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"          "02211"             "01"             "01"             "01" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>             "01"          "02231"             "01"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>             "01"          "02211"             "01"             "01"             "01" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>           "0211"             "01"          "02211"             "01"          "02211" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>          "02211"          "02233"             "01"             "01"           "0211" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>             "01"             "01"             "01"             "01"          "02211" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"          "02211"             "01"            "024"            "024" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"            "024"             "01"             "01"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"             "01"            "024"          "02313"             "01" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"             "01"          "02231"          "02211"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>             "01"          "02211"          "02211"             "01"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>             "01"          "02231"          "02231"           "0211"          "02313" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>             "01"          "02231"          "02231"             "01"             "01" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"             "01"             "01"             "01"             "01" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"          "02211"          "02211"          "02312"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"             "01"          "02211"          "02213"             "01" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>             "01"             "01"          "02312"          "02312"             "01" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>             "01"          "02211"          "02313"          "02211"             "01" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"             "01"          "02232"          "02211"          "02211" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>             "01"          "02211"          "02211"            "024"             "01" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"          "02211"          "02311"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>             "01"          "02211"             "01"            "024"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>             "01"            "024"             "01"             "01"          "02211" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>          "02211"             "01"          "02233"          "02231"          "02311" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"            "024"            "024"             "01"          "02211" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>             "01"          "02213"            "024"          "02313"          "02211" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>          "02313"             "01"          "02232"            "024"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"             "01"          "02211"             "01"             "01" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>             "01"          "02313"             "01"          "02231"          "02211" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"            "024"             "01"             "01"             "01" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>             "01"            "024"             "01"          "02311"            "024" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>             "01"             "01"             "01"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>             "01"             "01"          "02211"             "01"             "01" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"            "024"          "02233"           "0211"           "0211" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>             "01"            "024"          "02212"             "01"             "01" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>            "024"          "02211"             "01"          "02313"             "01" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>          "02311"             "01"             "01"             "01"            "024" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"           "0211"            "024"          "02232"            "024" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"             "01"             "01" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>          "02211"          "02313"          "02231"             "01"             "01" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"             "01"          "02211"             "01" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>             "01"          "02211"             "01"             "01"           "0211" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>            "024"             "01"             "01"            "024"          "02211" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>          "02311"          "02313"            "024"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"             "01"          "02231"             "01" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"             "01"             "01"             "01" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>             "01"             "01"             "01"          "02211"           "0213" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>             "01"             "01"            "024"             "01"          "02211" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>            "024"             "01"          "02211"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>            "024"             "01"          "02311"            "024"             "01" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>             "01"          "02312"          "02211"          "02231"             "01" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"             "01"             "01"           "0211"             "01" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>             "01"          "02231"          "02313"             "01"             "01" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>             "01"          "02213"             "01"             "01"           "0211" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"             "01"            "024"            "024" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>             "01"          "02211"          "02232"             "01"             "01" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"           "0211"           "0211"            "024" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>             "01"             "01"          "02211"          "02311"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>             "01"          "02231"            "024"          "02211"             "01" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>          "02313"          "02231"             "01"           "0211"          "02211" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>             "01"             "01"          "02232"          "02211"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>          "02313"             "01"           "0211"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>             "01"            "024"            "024"          "02211"             "01" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"            "024"             "01"             "01"             "01" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"             "01"             "01"             "01"             "01" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>            "024"             "01"             "01"             "01"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>             "01"          "02311"             "01"             "01"          "02311" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>          "02311"             "01"             "01"           "0211"            "024" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>             "01"             "01"          "02312"            "024"           "0211" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>          "02312"            "024"             "01"            "024"           "0211" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"             "01"             "01"             "01"            "024" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>          "02311"            "024"             "01"             "01"             "01" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>           "0211"           "0211"            "024"           "0211"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>            "024"             "01"          "02212"             "01"           "0211" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>             "01"          "02311"           "0211"           "0211"             "01" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>          "02311"           "0211"             "01"          "02313"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>           "0211"             "01"             "01"           "0211"            "024" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>           "0211"             "01"             "01"           "0211"          "02312" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>             "01"           "0211"            "024"           "0211"             "01" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>             "01"           "0211"            "024"            "024"             "01" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>           "0211"            "024"            "024"             "01"          "02312" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>             "01"             "01"             "01"           "0211"             "01" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>             "01"          "02312"           "0211"             "01"             "01" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>            "024"            "024"          "02312"           "0211"             "01" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>            "024"            "024"           "0211"           "0211"             "01" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>             "01"             "01"             "01"             "01"           "0211" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>             "01"             "01"           "0211"            "024"           "0211" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>            "024"             "01"           "0211"             "01"            "024" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>             "01"             "01"          "02312"          "02231"           "0211" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>          "02211"             "01"           "0211"          "02312"          "02312" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>           "0213"            "024"             "01"            "024"             "01" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>           "0211"             "01"             "01"          "02312"           "0211" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>             "01"          "02233"             "01"           "0211"           "0211" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>             "01"             "01"            "024"           "0211"          "02313" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>            "024"             "01"             "01"             "01"          "02312" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>           "0211"             "01"          "02312"             "01"           "0211" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>            "024"          "02311"             "01"          "02312"             "01" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>            "024"             "01"          "02232"             "01"             "01" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>            "024"           "0211"             "01"             "01"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>           "0211"             "01"            "024"           "0211"           "0211" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>           "0211"          "02312"            "024"            "024"          "02312" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>            "024"             "01"           "0211"             "01"            "024" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>           "0211"            "024"            "024"             "01"             "01" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>             "01"             "01"          "02233"            "024"           "0211" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>            "024"            "024"             "01"           "0211"          "02312" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>             "01"            "024"            "024"            "024"             "01" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>            "024"             "01"          "02312"           "0211"            "024" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>          "02312"            "024"             "01"             "01"             "01" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>           "0211"             "01"             "01"             "01"           "0211" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>           "0211"            "024"          "02312"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>           "0211"             "01"             "01"           "0211"             "01" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>             "01"             "01"          "02312"           "0211"          "02312" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>           "0211"          "02312"             "01"             "01"             "01" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>           "0211"             "01"             "01"             "01"           "0211" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>             "01"            "024"           "0211"             "01"             "01" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>          "02312"            "024"             "01"          "02312"             "01" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>             "01"            "024"           "0211"             "01"            "024" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>            "024"             "01"             "01"            "024"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>            "024"            "024"           "0211"            "024"           "0211" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>             "01"            "024"           "0211"            "024"            "024" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>             "01"           "0211"            "024"           "0211"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>           "0211"             "01"             "01"            "024"            "024" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>           "0211"             "01"          "02211"             "01"            "024" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>             "01"           "0211"            "024"             "01"             "01" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>          "02312"             "01"             "01"            "024"             "01" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>          "02312"          "02312"             "01"             "01"            "024" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>           "0211"          "02312"             "01"           "0213"             "01" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>             "01"           "0211"            "024"           "0211"          "02312" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>            "024"             "01"           "0211"           "0211"             "01" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>             "01"          "02312"             "01"            "024"           "0211" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>            "024"          "02312"            "024"           "0211"             "01" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>             "01"            "024"           "0211"            "024"             "01" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>             "01"          "02312"             "01"             "01"           "0211" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>             "01"           "0213"             "01"            "024"            "024" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>           "0211"            "024"            "024"           "0211"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"             "01"            "024"             "01"             "01" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>            "024"             "01"            "024"             "01"             "01" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>             "01"             "01"             "01"          "02211"             "01" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>             "01"             "01"           "0211"          "02313"             "01" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>             "01"             "01"             "01"             "01"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>           "0211"             "01"             "01"             "01"             "01" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>             "01"          "02211"           "0211"           "0211"             "01" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"             "01"          "02233"          "02312"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>            "024"           "0213"             "01"           "0211"            "024" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>           "0211"             "01"             "01"             "01"             "01" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>             "01"             "01"             "01"          "02312"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>           "0211"            "024"             "01"          "02232"          "02311" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>          "02312"             "01"          "02211"             "01"             "01" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"            "024"          "02213"             "01"             "01" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>             "01"             "01"             "01"             "01"          "02311" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>             "01"             "01"          "02311"             "01"             "01" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>            "024"             "01"          "02232"           "0213"             "01" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>             "01"           "0211"             "01"             "01"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>             "01"             "01"          "02233"             "01"             "01" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>             "01"          "02233"             "01"             "01"             "01" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>           "0211"             "01"             "01"             "01"             "01" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>             "01"             "01"           "0211"          "02312"             "01" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>             "01"             "01"             "01"          "02312"             "01" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>             "01"             "01"           "0211"             "01"          "02311" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>          "02312"             "01"          "02312"             "01"             "01" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>           "0211"             "01"             "01"             "01"          "02211" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>             "01"             "01"            "024"           "0211"             "01" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"            "024"             "01"             "01"             "01" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>             "01"             "01"           "0211"             "01"            "024" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>          "02211"           "0211"          "02211"             "01"             "01" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>             "01"             "01"             "01"             "01"           "0211" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"             "01"             "01"             "01"            "024" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>             "01"             "01"             "01"            "024"           "0212" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>             "01"             "01"             "01"             "01"          "02312" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>             "01"             "01"             "01"             "01"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>            "024"             "01"          "02234"          "02312"             "01" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>             "01"             "01"          "02311"             "01"             "01" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"             "01"             "01"             "01"             "01" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>             "01"          "02211"             "01"             "01"             "01" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>            "024"             "01"             "01"             "01"          "02211" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>           "0211"             "01"             "01"           "0211"             "01" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>           "0211"             "01"          "02232"             "01"             "01" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>             "01"             "01"             "01"           "0211"             "01" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>             "01"             "01"             "01"             "01"          "02211" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>             "01"             "01"             "01"          "02233"           "0211" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>             "01"             "01"           "0213"          "02312"             "01" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>             "01"             "01"             "01"             "01"            "024" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"             "01"             "01"             "01"             "01" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>          "02312"             "01"             "01"             "01"             "01" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>             "01"           "0212"           "0212"             "01"           "0212" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>           "0212"           "0212"           "0212"           "0212"           "0213" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>             "01"          "02212"           "0212"           "0212"           "0212" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>           "0212"             "01"             "01"             "01"             "01" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>             "01"             "01"             "01"           "0212"             "01" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>             "01"             "01"             "01"         "022222"           "0212" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>             "01"           "0212"             "01"           "0212"           "0212" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>           "0212"             "01"           "0212"             "01"            "024" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>           "0212"           "0212"           "0212"           "0212"         "022222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>             "01"             "01"           "0212"           "0212"             "01" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>             "01"           "0212"         "022222"           "0212"         "022222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>             "01"           "0212"             "01"             "01"             "01" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>             "01"           "0212"             "01"             "01"             "01" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>           "0212"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>           "0212"            "024"           "0212"             "01"           "0212" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>           "0212"           "0212"           "0212"            "024"           "0212" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>           "0212"             "01"           "0212"           "0212"           "0212" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>           "0232"           "0212"             "01"             "01"             "01" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>           "0212"           "0212"           "0212"         "022222"             "01" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>             "01"           "0212"            "024"           "0213"           "0212" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>           "0213"             "01"           "0212"             "01"             "01" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>           "0213"             "01"           "0212"           "0212"           "0212" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>           "0213"           "0212"         "022222"             "01"           "0212" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>           "0212"           "0213"           "0212"           "0212"           "0212" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>             "01"           "0212"           "0212"           "0212"             "01" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>           "0213"           "0212"           "0213"           "0212"             "01" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>             "01"             "01"           "0212"           "0213"             "01" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>           "0213"             "01"             "01"             "01"           "0213" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>             "01"             "01"           "0212"           "0213"           "0212" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>             "01"           "0212"           "0212"             "01"           "0213" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>           "0212"             "01"           "0212"           "0212"           "0211" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>             "01"          "02212"           "0212"             "01"           "0212" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>           "0212"           "0212"             "01"           "0212"             "01" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>           "0213"             "01"             "01"           "0213"           "0212" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>             "01"           "0212"         "022222"           "0212"             "01" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>             "01"            "024"             "01"           "0213"             "01" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>           "0212"           "0212"             "01"            "024"            "024" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>         "022222"             "01"           "0212"             "01"             "01" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>             "01"           "0212"             "01"           "0212"            "024" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>             "01"             "01"           "0212"           "0212"           "0212" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>           "0211"             "01"             "01"            "024"             "01" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>            "024"           "0213"            "024"           "0212"           "0212" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>           "0212"             "01"             "01"             "01"             "01" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>             "01"           "0212"           "0213"           "0212"             "01" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>           "0212"           "0212"             "01"             "01"           "0212" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>           "0212"            "024"           "0212"           "0212"             "01" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>         "022222"             "01"           "0212"           "0213"            "024" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>             "01"            "024"             "01"             "01"           "0212" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>             "01"             "01"             "01"           "0212"         "022222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>             "01"           "0213"             "01"             "01"            "024" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>             "01"           "0212"             "01"           "0212"           "0212" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>           "0212"             "01"           "0212"             "01"            "024" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>           "0212"           "0212"             "01"           "0212"             "01" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>             "01"             "01"           "0212"             "01"         "022222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>           "0212"             "01"             "01"             "01"           "0212" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>           "0212"         "022222"             "01"           "0212"             "01" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>            "024"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>            "024"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>           "0212"             "01"           "0212"           "0212"             "01" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>             "01"             "01"           "0212"             "01"             "01" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>             "01"            "024"           "0212"            "024"             "01" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>           "0212"           "0211"           "0213"           "0212"             "01" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>             "01"           "0212"         "022222"           "0212"             "01" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>           "0212"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>             "01"             "01"             "01"           "0212"            "024" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>             "01"             "01"           "0212"             "01"             "01" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>             "01"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>           "0212"           "0213"           "0212"             "01"           "0213" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>           "0212"             "01"           "0212"             "01"             "01" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>           "0213"            "024"           "0212"           "0212"           "0212" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>         "022221"            "024"             "01"             "01"            "024" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>            "024"             "01"           "0211"           "0211"           "0211" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>            "024"             "01"             "01"          "02223"          "02221" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>         "022221"          "02223"          "02221"            "024"            "024" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>            "024"             "01"            "024"          "02221"            "024" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>            "024"         "022223"            "024"             "01"             "01" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>          "02221"            "024"            "024"            "024"             "01" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>         "022224"             "01"             "01"             "01"          "02313" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>            "024"             "01"          "02223"            "024"            "024" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>            "024"           "0211"             "01"            "024"           "0211" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>         "022221"          "02221"           "0211"             "01"             "01" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>          "02221"            "024"             "01"            "024"          "02221" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>          "02221"            "024"         "022224"          "02221"            "024" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>            "024"           "0211"            "024"             "01"           "0211" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>             "01"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>             "01"             "01"            "024"            "024"          "02313" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>             "01"            "024"          "02223"             "01"             "01" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>             "01"             "01"         "022223"             "01"          "02221" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>            "024"          "02213"         "022221"            "024"            "024" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>          "02221"          "02223"           "0211"            "024"             "01" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>            "024"            "024"           "0211"            "024"          "02313" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>             "01"            "024"            "024"            "024"             "01" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>            "024"             "01"            "024"            "024"         "022224" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>            "024"            "024"            "024"            "024"          "02221" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>             "01"            "024"           "0213"            "024"         "022223" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>             "01"          "02221"             "01"          "02223"             "01" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>            "024"            "024"          "02221"            "024"           "0211" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>          "02221"            "024"            "024"          "02221"            "024" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>          "02221"            "024"           "0211"          "02221"            "024" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>            "024"          "02221"          "02221"           "0211"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>           "0211"           "0213"           "0211"             "01"             "01" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"            "024"             "01"            "024"             "01" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>           "0211"            "024"         "022224"            "024"            "024" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>           "0211"          "02221"            "024"          "02221"         "022224" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>             "01"            "024"            "024"            "024"            "024" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>         "022223"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>         "022221"          "02221"            "024"             "01"             "01" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>            "024"            "024"             "01"            "024"            "024" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>            "024"            "024"           "0211"             "01"          "02221" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>         "022224"            "024"          "02221"             "01"            "024" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>            "024"         "022223"          "02221"             "01"            "024" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>            "024"             "01"          "02221"          "02221"             "01" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>            "024"             "01"         "022221"          "02223"             "01" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"            "024"           "0211"            "024"         "022224" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>            "024"            "024"            "024"            "024"           "0211" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>          "02221"          "02221"           "0211"            "024"             "01" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>           "0211"          "02213"            "024"            "024"          "02312" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>          "02221"             "01"           "0213"         "022221"          "02221" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>          "02221"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>           "0211"             "01"           "0211"         "022223"             "01" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>         "022221"           "0213"         "022221"             "01"          "02221" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>           "0211"            "024"            "024"             "01"         "022223" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>             "01"             "01"          "02223"          "02221"             "01" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"             "01"             "01"         "022224"            "024" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>         "022221"            "024"            "024"            "024"          "02221" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"          "02221"            "024"         "022223" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>            "024"          "02223"            "024"             "01"          "02221" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>             "01"            "024"            "024"            "024"           "0211" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>          "02221"            "024"             "01"           "0211"          "02221" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>          "02221"          "02221"            "024"             "01"         "022221" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>            "024"             "01"          "02221"          "02312"            "024" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>         "022223"          "02223"             "01"           "0211"            "024" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>            "024"           "0211"            "024"            "024"            "024" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>            "024"            "024"          "02221"            "024"            "024" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>          "02221"         "022221"             "01"             "01"          "02221" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>         "022224"             "01"            "024"            "024"           "0211" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>            "024"          "02221"            "024"            "024"             "01" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"            "024"            "024"            "024"          "02221" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>             "01"             "01"            "024"          "02221"             "01" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>            "024"             "01"          "02221"             "01"            "024" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>         "022223"          "02221"         "022224"             "01"         "022221" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>             "01"             "01"             "01"             "01"             "01" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>            "024"          "02221"            "024"            "024"            "024" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>             "01"           "0211"            "024"         "022221"           "0211" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"           "0211"             "01"          "02221"          "02221" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>            "024"             "01"             "01"             "01"            "024" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>             "01"          "02221"            "024"             "01"             "01" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"         "022224"         "022221"            "024"            "024" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>            "024"             "01"           "0211"         "022221"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>           "0211"             "01"             "01"          "02312"            "024" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>             "01"          "02221"            "024"             "01"         "022223" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>         "022223"             "01"          "02221"            "024"           "0211" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>          "02221"          "02221"          "02221"             "01"          "02221" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>             "01"             "01"             "01"             "01"          "02313" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>            "024"          "02312"           "0213"          "02313"            "024" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>            "024"           "0211"         "022224"             "01"            "024" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>          "02221"            "024"            "024"         "022223"           "0211" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>          "02221"             "01"          "02221"            "024"           "0213" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>             "01"         "022223"         "022223"            "024"             "01" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>             "01"            "024"            "024"         "022221"             "01" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>            "024"          "02312"             "01"           "0211"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>            "024"             "01"             "01"            "024"          "02221" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>            "024"             "01"            "024"             "01"             "01" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>            "024"             "01"            "024"            "024"             "01" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>            "024"             "01"            "024"             "01"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>            "024"          "02221"            "024"           "0211"            "024" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>          "02221"           "0211"             "01"            "024"          "02221" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>          "02221"             "01"         "022221"         "022221"             "01" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>          "02221"          "02221"           "0211"          "02223"         "022223" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>            "024"            "024"           "0211"            "024"           "0211" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>             "01"           "0211"          "02223"             "01"            "024" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>          "02221"            "024"             "01"            "024"            "024" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>          "02221"         "022221"            "024"          "02221"            "024" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>          "02221"            "024"          "02213"           "0211"           "0213" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>             "01"          "02223"         "022221"            "024"         "022221" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>             "01"            "024"         "022224"          "02221"             "01" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>         "022224"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>             "01"          "02213"         "022221"           "0211"            "024" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>             "01"            "024"            "024"             "01"          "02221" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"            "024"            "024"             "01" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"             "01"            "024"             "01"          "02221" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>          "02221"             "01"             "01"             "01"          "02221" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>             "01"         "022221"            "024"          "02213"          "02221" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>            "024"             "01"             "01"             "01"          "02312" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>            "024"            "024"         "022221"            "024"            "024" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>            "024"          "02212"            "024"             "01"          "02312" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>         "022223"            "024"             "01"            "024"         "022223" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>            "024"             "01"            "024"          "02221"             "01" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>            "024"          "02221"            "024"           "0213"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>             "01"            "024"             "01"            "024"         "022223" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>            "024"             "01"         "022224"            "024"          "02221" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>         "022224"          "02312"            "024"           "0211"             "01" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>         "022223"            "024"            "024"          "02221"            "024" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>             "01"          "02221"             "01"           "0211"          "02221" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>          "02221"             "01"            "024"           "0211"            "024" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>           "0211"             "01"          "02213"             "01"          "02221" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>           "0211"            "024"            "024"          "02223"             "01" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>            "024"          "02221"             "01"          "02221"           "0211" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>         "022221"         "022221"             "01"            "024"             "01" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>            "024"            "024"            "024"          "02221"            "024" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>          "02221"             "01"             "01"             "01"            "024" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>           "0211"            "024"          "02221"         "022221"            "024" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>         "022221"          "02221"            "024"            "024"             "01" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>          "02221"           "0211"            "024"         "022221"             "01" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>            "024"           "0211"          "02223"          "02221"             "01" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>            "024"          "02221"          "02221"         "022224"             "01" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>            "024"            "024"            "024"           "0211"         "022221" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>         "022221"         "022221"          "02221"            "024"            "024" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>         "022224"          "02221"            "024"            "024"         "022221" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>            "024"             "01"            "024"           "0211"            "024" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>          "02221"           "0211"             "01"             "01"          "02221" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>             "01"             "01"             "01"         "022223"         "022221" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>            "024"            "024"          "02221"            "024"            "024" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>          "02221"            "024"            "024"          "02313"             "01" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>          "02221"          "02221"             "01"            "024"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>            "024"           "0211"           "0211"            "024"             "01" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>             "01"            "024"          "02221"             "01"             "01" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>            "024"          "02312"            "024"          "02223"             "01" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"            "024"            "024"             "01"            "024" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>            "024"            "024"             "01"            "024"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 3750))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>             "01"           "0212"           "0212"          "02212"           "0232" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>           "0212"           "0232"           "0232"           "0232"           "0232" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"            "024"             "01"           "0212" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>             "01"             "01"             "01"           "0212"            "024" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>           "0232"           "0232"           "0213"          "02212"             "01" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>           "0232"             "01"             "01"           "0232"            "024" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>             "01"          "02212"           "0232"           "0232"           "0233" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>           "0212"             "01"           "0232"           "0212"            "024" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>             "01"           "0232"           "0232"          "02212"             "01" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>           "0233"           "0232"           "0232"           "0233"            "024" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>           "0233"           "0232"           "0232"           "0232"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>           "0212"           "0232"             "01"           "0212"           "0232" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>           "0232"           "0233"             "01"           "0232"            "024" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>             "01"           "0233"           "0212"            "024"           "0233" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>           "0232"             "01"             "01"           "0232"           "0212" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>             "01"            "024"             "01"           "0233"           "0211" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>             "01"           "0232"             "01"           "0232"             "01" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>           "0212"             "01"           "0232"             "01"             "01" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>           "0232"           "0232"             "01"           "0232"           "0232" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"           "0232"          "02212"           "0211"             "01" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>           "0212"           "0232"            "024"             "01"            "024" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>             "01"           "0212"           "0233"             "01"             "01" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>           "0232"           "0212"             "01"           "0232"             "01" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>             "01"           "0232"           "0232"           "0232"             "01" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"             "01"           "0212"            "024"           "0232" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>             "01"           "0232"             "01"             "01"             "01" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"            "024"             "01"             "01"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>           "0233"           "0233"          "02212"          "02311"             "01" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>           "0232"           "0212"          "02212"             "01"           "0212" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>           "0233"           "0212"             "01"           "0232"           "0212" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>             "01"           "0232"             "01"           "0232"           "0212" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>           "0232"             "01"             "01"           "0211"           "0232" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>           "0212"           "0232"           "0233"            "024"           "0232" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>           "0233"           "0233"           "0232"           "0233"           "0232" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>             "01"           "0212"             "01"           "0212"           "0232" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>           "0232"           "0232"           "0233"           "0232"           "0233" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>            "024"          "02212"             "01"           "0232"           "0232" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>             "01"            "024"           "0232"             "01"            "024" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>           "0232"             "01"             "01"           "0232"           "0212" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>           "0232"           "0233"             "01"           "0212"             "01" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>           "0232"           "0232"           "0233"           "0212"           "0211" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>             "01"           "0233"           "0232"           "0233"           "0211" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>           "0232"             "01"             "01"           "0211"             "01" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>             "01"             "01"           "0233"           "0212"           "0232" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>           "0232"           "0212"           "0232"             "01"           "0232" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>           "0212"           "0212"          "02212"           "0232"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>           "0232"           "0232"            "024"           "0212"           "0232" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>           "0211"           "0212"           "0232"           "0212"           "0232" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>           "0233"             "01"             "01"           "0212"             "01" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>             "01"             "01"           "0232"            "024"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>             "01"             "01"           "0233"           "0232"           "0232" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>            "024"           "0233"           "0212"             "01"           "0232" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>           "0232"           "0232"           "0232"             "01"           "0232" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>           "0233"           "0211"           "0212"            "024"            "024" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>             "01"           "0232"             "01"             "01"           "0232" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>           "0232"             "01"           "0233"           "0233"           "0233" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>             "01"           "0212"           "0232"             "01"           "0232" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"             "01"            "024"           "0232"             "01" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>             "01"             "01"             "01"             "01"           "0232" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>             "01"           "0232"           "0233"             "01"           "0232" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>           "0212"           "0232"           "0232"           "0233"             "01" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>           "0232"             "01"           "0233"           "0232"           "0212" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>             "01"           "0212"          "02212"          "02212"           "0232" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>           "0232"           "0233"             "01"           "0232"          "02222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>           "0232"           "0212"           "0232"           "0232"           "0232" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>             "01"           "0232"           "0232"             "01"           "0232" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>           "0232"           "0232"           "0212"           "0232"            "024" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>            "024"           "0211"             "01"           "0232"           "0232" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>            "024"           "0232"             "01"             "01"           "0232" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>           "0232"           "0212"           "0232"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"           "0232"           "0232"          "02212"             "01" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>             "01"             "01"             "01"           "0232"             "01" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>             "01"            "024"           "0232"             "01"             "01" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>           "0212"             "01"             "01"             "01"           "0233" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"           "0232"           "0232"           "0212" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>             "01"             "01"          "02212"             "01"           "0232" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>             "01"            "024"          "02311"           "0211"           "0232" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>           "0212"           "0232"             "01"           "0232"            "024" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>             "01"           "0232"           "0232"             "01"           "0233" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>           "0233"             "01"             "01"            "024"           "0233" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>           "0232"          "02212"             "01"             "01"           "0233" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"           "0233"           "0233"           "0232"             "01" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>             "01"             "01"           "0232"           "0233"           "0232" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>             "01"           "0211"             "01"           "0232"             "01" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>           "0232"           "0232"           "0232"           "0233"             "01" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>             "01"           "0232"          "02212"           "0211"           "0232" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>           "0212"             "01"           "0213"             "01"           "0232" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>           "0233"            "024"           "0232"           "0211"           "0212" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>            "024"           "0232"           "0211"           "0232"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>           "0232"             "01"             "01"             "01"           "0232" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>            "024"           "0232"             "01"             "01"             "01" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>             "01"             "01"           "0213"          "02212"           "0233" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>            "024"             "01"             "01"           "0232"            "024" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>           "0232"             "01"           "0212"           "0212"          "02222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>           "0232"            "024"             "01"             "01"             "01" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>             "01"           "0232"           "0232"             "01"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>           "0233"           "0232"           "0212"           "0212"             "01" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>             "01"             "01"             "01"            "024"             "01" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>           "0233"             "01"             "01"             "01"           "0232" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>           "0232"             "01"             "01"             "01"             "01" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>             "01"             "01"          "02212"            "024"             "01" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>           "0232"             "01"           "0232"             "01"           "0232" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>            "024"             "01"             "01"           "0232"             "01" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>             "01"           "0232"          "02212"           "0232"           "0232" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>             "01"           "0233"           "0232"           "0232"           "0233" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>             "01"            "024"             "01"           "0232"             "01" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>           "0232"           "0232"           "0232"           "0232"             "01" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>           "0232"             "01"            "024"           "0232"           "0233" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>           "0233"           "0233"             "01"             "01"           "0232" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>           "0232"          "02212"           "0233"           "0212"             "01" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>           "0232"            "024"            "024"           "0233"           "0232" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>            "024"           "0232"             "01"           "0232"             "01" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>           "0211"             "01"           "0232"             "01"            "024" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>             "01"             "01"          "02311"           "0233"           "0232" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>           "0212"             "01"           "0212"           "0212"           "0232" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>           "0233"           "0232"           "0211"             "01"           "0232" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"           "0232"             "01"           "0232"             "01" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>            "024"           "0233"             "01"           "0233"           "0232" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>            "024"           "0233"             "01"           "0232"           "0232" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"             "01"           "0233"             "01"           "0232" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>           "0232"             "01"           "0232"             "01"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>             "01"           "0213"           "0232"           "0233"           "0233" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>             "01"           "0232"           "0232"           "0232"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>             "01"             "01"             "01"             "01"            "024" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>             "01"           "0233"           "0232"             "01"           "0233" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>             "01"             "01"             "01"           "0232"           "0232" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>             "01"            "024"           "0211"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>           "0233"           "0233"             "01"           "0211"           "0232" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>             "01"           "0232"           "0232"           "0233"           "0232" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"           "0212"             "01"            "024"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>             "01"           "0233"             "01"            "024"             "01" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>             "01"             "01"           "0232"             "01"           "0232" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>             "01"          "02212"             "01"            "024"             "01" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>           "0232"           "0232"          "02313"           "0212"           "0212" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"           "0232"             "01"           "0232"           "0212" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>             "01"             "01"           "0232"           "0233"           "0232" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>           "0232"           "0233"           "0233"             "01"           "0233" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>           "0232"            "024"             "01"           "0211"           "0232" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>           "0213"           "0212"           "0232"             "01"           "0232" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>            "024"             "01"           "0233"           "0232"           "0232" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>           "0233"          "02212"           "0233"           "0233"            "024" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>            "024"             "01"           "0232"             "01"           "0232" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>           "0232"            "024"          "02212"             "01"           "0232" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>           "0232"           "0232"             "01"           "0232"           "0232" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"             "01"           "0232"           "0233"             "01" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>             "01"           "0212"             "01"             "01"           "0232" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>             "01"           "0232"            "024"            "024"             "01" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>            "024"             "01"             "01"          "02212"           "0232" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>           "0212"             "01"           "0232"             "01"           "0212" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>           "0232"           "0232"           "0233"           "0232"           "0232" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>           "0232"          "02212"           "0232"          "02212"           "0232" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>           "0232"             "01"             "01"             "01"           "0212" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>           "0232"           "0232"           "0212"           "0212"             "01" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>           "0212"           "0212"           "0212"           "0212"           "0212" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>           "0212"            "024"             "01"             "01"             "01" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>           "0212"           "0212"             "01"           "0232"          "02211" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"             "01"           "0213"             "01"           "0232" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>           "0213"             "01"           "0232"             "01"           "0212" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>           "0212"          "02234"           "0232"             "01"           "0212" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>             "01"             "01"           "0232"           "0212"           "0232" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>           "0232"             "01"             "01"             "01"            "024" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>           "0232"           "0232"           "0232"           "0212"             "01" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>           "0232"           "0232"           "0232"          "02212"           "0212" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>             "01"             "01"           "0212"           "0212"           "0212" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>             "01"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>             "01"             "01"           "0213"             "01"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>             "01"          "02211"          "02312"           "0211"          "02311" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"          "02211"          "02233"           "0211"          "02211" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>          "02211"             "01"           "0211"           "0211"          "02312" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>             "01"           "0211"          "02211"          "02311"             "01" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>          "02311"          "02311"             "01"             "01"          "02311" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>           "0211"          "02211"          "02312"           "0211"             "01" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>            "024"             "01"          "02211"           "0232"           "0232" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"            "024"          "02211"            "024"           "0211" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>           "0211"             "01"            "024"          "02311"            "024" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"          "02211"          "02232"             "01"          "02312" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>             "01"           "0211"             "01"             "01"          "02211" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>             "01"          "02211"             "01"           "0211"           "0211" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"          "02211"             "01"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>          "02312"             "01"          "02312"          "02232"             "01" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>             "01"             "01"          "02211"             "01"            "024" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>             "01"             "01"          "02211"          "02312"          "02312" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>           "0211"           "0211"          "02211"          "02311"            "024" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>             "01"          "02311"          "02213"          "02211"             "01" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>          "02211"          "02213"          "02311"          "02211"             "01" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"           "0213"           "0211"             "01"            "024" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>             "01"             "01"          "02312"             "01"          "02311" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>          "02311"          "02312"             "01"           "0211"           "0211" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>             "01"           "0211"          "02211"           "0211"           "0211" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>             "01"          "02213"             "01"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>             "01"           "0213"           "0211"             "01"             "01" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>             "01"          "02311"          "02213"           "0211"             "01" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>           "0211"             "01"           "0211"          "02311"             "01" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>          "02311"          "02213"          "02231"            "024"             "01" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>          "02311"            "024"            "024"             "01"           "0211" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>           "0211"          "02211"          "02212"          "02312"          "02222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>          "02312"          "02213"          "02213"          "02231"             "01" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"          "02211"           "0211"             "01"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>          "02211"          "02211"          "02233"           "0213"            "024" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>          "02211"             "01"          "02231"          "02311"           "0213" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>             "01"             "01"             "01"          "02311"          "02312" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>             "01"          "02232"           "0211"           "0211"          "02312" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>          "02311"          "02312"          "02233"          "02312"             "01" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>            "024"             "01"          "02312"          "02312"            "024" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"          "02311"          "02312"             "01"          "02211" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>             "01"             "01"             "01"             "01"          "02312" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>             "01"             "01"            "024"           "0211"           "0232" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>             "01"          "02232"             "01"          "02311"            "024" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>             "01"          "02211"          "02233"            "024"             "01" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>             "01"           "0211"            "024"             "01"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>           "0211"          "02313"          "02312"             "01"          "02211" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>          "02311"             "01"             "01"           "0211"          "02211" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"             "01"          "02232"          "02311"          "02211" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>           "0211"          "02213"          "02232"          "02311"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"             "01"           "0211"          "02211"          "02211" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>          "02311"          "02213"          "02211"             "01"             "01" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>          "02311"          "02312"             "01"          "02211"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"          "02311"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>          "02211"          "02213"          "02213"             "01"             "01" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>          "02211"            "024"           "0211"             "01"             "01" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>             "01"             "01"          "02311"          "02311"             "01" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>             "01"          "02211"            "024"           "0211"             "01" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"             "01"          "02233"          "02211"           "0211" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"             "01"           "0211"          "02211" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>          "02211"          "02313"             "01"            "024"             "01" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>           "0211"             "01"          "02311"          "02213"           "0232" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"          "02211"          "02313"          "02311"             "01" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>          "02312"             "01"             "01"             "01"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>            "024"             "01"           "0211"          "02311"          "02211" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>          "02211"          "02211"           "0232"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>          "02311"             "01"           "0211"             "01"            "024" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>             "01"             "01"           "0211"          "02211"          "02312" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"          "02311"          "02212"          "02312"           "0211" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>          "02211"          "02311"          "02234"          "02231"           "0211" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>             "01"           "0211"             "01"            "024"             "01" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>             "01"            "024"          "02211"          "02311"            "024" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>             "01"          "02213"          "02311"          "02213"             "01" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>             "01"             "01"          "02211"             "01"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>             "01"          "02312"            "024"            "024"          "02312" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>          "02211"          "02213"          "02221"             "01"             "01" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>             "01"           "0211"             "01"             "01"             "01" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>             "01"             "01"             "01"             "01"           "0211" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>            "024"          "02232"             "01"          "02211"          "02211" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>             "01"            "024"          "02233"             "01"             "01" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"             "01"             "01"            "024" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"             "01"             "01"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>             "01"             "01"           "0211"          "02232"             "01" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>          "02211"          "02212"          "02211"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>          "02211"          "02231"          "02232"           "0211"             "01" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"          "02211"             "01"             "01"             "01" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>             "01"          "02231"             "01"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>             "01"          "02211"             "01"             "01"             "01" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>           "0211"             "01"          "02211"             "01"          "02211" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>          "02211"          "02233"             "01"             "01"           "0211" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>             "01"             "01"             "01"             "01"          "02211" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"          "02211"             "01"            "024"            "024" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"            "024"             "01"             "01"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"             "01"            "024"          "02313"             "01" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"             "01"          "02231"          "02211"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>             "01"          "02211"          "02211"             "01"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>             "01"          "02231"          "02231"           "0211"          "02313" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>             "01"          "02231"          "02231"             "01"             "01" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"             "01"             "01"             "01"             "01" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"          "02211"          "02211"          "02312"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"             "01"          "02211"          "02213"             "01" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>             "01"             "01"          "02312"          "02312"             "01" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>             "01"          "02211"          "02313"          "02211"             "01" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"             "01"          "02232"          "02211"          "02211" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>             "01"          "02211"          "02211"            "024"             "01" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"          "02211"          "02311"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>             "01"          "02211"             "01"            "024"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>             "01"            "024"             "01"             "01"          "02211" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>          "02211"             "01"          "02233"          "02231"          "02311" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"            "024"            "024"             "01"          "02211" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>             "01"          "02213"            "024"          "02313"          "02211" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>          "02313"             "01"          "02232"            "024"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"             "01"          "02211"             "01"             "01" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>             "01"          "02313"             "01"          "02231"          "02211" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"            "024"             "01"             "01"             "01" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>             "01"            "024"             "01"          "02311"            "024" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>             "01"             "01"             "01"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>             "01"             "01"          "02211"             "01"             "01" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"            "024"          "02233"           "0211"           "0211" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>             "01"            "024"          "02212"             "01"             "01" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>            "024"          "02211"             "01"          "02313"             "01" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>          "02311"             "01"             "01"             "01"            "024" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"           "0211"            "024"          "02232"            "024" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"             "01"             "01" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>          "02211"          "02313"          "02231"             "01"             "01" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"             "01"          "02211"             "01" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>             "01"          "02211"             "01"             "01"           "0211" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>            "024"             "01"             "01"            "024"          "02211" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>          "02311"          "02313"            "024"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"             "01"          "02231"             "01" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"             "01"             "01"             "01" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>             "01"             "01"             "01"          "02211"           "0213" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>             "01"             "01"            "024"             "01"          "02211" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>            "024"             "01"          "02211"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>            "024"             "01"          "02311"            "024"             "01" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>             "01"          "02312"          "02211"          "02231"             "01" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"             "01"             "01"           "0211"             "01" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>             "01"          "02231"          "02313"             "01"             "01" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>             "01"          "02213"             "01"             "01"           "0211" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"             "01"            "024"            "024" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>             "01"          "02211"          "02232"             "01"             "01" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"           "0211"           "0211"            "024" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>             "01"             "01"          "02211"          "02311"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>             "01"          "02231"            "024"          "02211"             "01" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>          "02313"          "02231"             "01"           "0211"          "02211" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>             "01"             "01"          "02232"          "02211"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>          "02313"             "01"           "0211"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>             "01"            "024"            "024"          "02211"             "01" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"            "024"             "01"             "01"             "01" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"             "01"             "01"             "01"             "01" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>            "024"             "01"             "01"             "01"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>             "01"          "02311"             "01"             "01"          "02311" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>          "02311"             "01"             "01"           "0211"            "024" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>             "01"             "01"          "02312"            "024"           "0211" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>          "02312"            "024"             "01"            "024"           "0211" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"             "01"             "01"             "01"            "024" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>          "02311"            "024"             "01"             "01"             "01" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>           "0211"           "0211"            "024"           "0211"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>            "024"             "01"          "02212"             "01"           "0211" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>             "01"          "02311"           "0211"           "0211"             "01" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>          "02311"           "0211"             "01"          "02313"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>           "0211"             "01"             "01"           "0211"            "024" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>           "0211"             "01"             "01"           "0211"          "02312" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>             "01"           "0211"            "024"           "0211"             "01" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>             "01"           "0211"            "024"            "024"             "01" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>           "0211"            "024"            "024"             "01"          "02312" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>             "01"             "01"             "01"           "0211"             "01" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>             "01"          "02312"           "0211"             "01"             "01" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>            "024"            "024"          "02312"           "0211"             "01" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>            "024"            "024"           "0211"           "0211"             "01" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>             "01"             "01"             "01"             "01"           "0211" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>             "01"             "01"           "0211"            "024"           "0211" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>            "024"             "01"           "0211"             "01"            "024" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>             "01"             "01"          "02312"          "02231"           "0211" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>          "02211"             "01"           "0211"          "02312"          "02312" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>           "0213"            "024"             "01"            "024"             "01" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>           "0211"             "01"             "01"          "02312"           "0211" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>             "01"          "02233"             "01"           "0211"           "0211" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>             "01"             "01"            "024"           "0211"          "02313" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>            "024"             "01"             "01"             "01"          "02312" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>           "0211"             "01"          "02312"             "01"           "0211" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>            "024"          "02311"             "01"          "02312"             "01" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>            "024"             "01"          "02232"             "01"             "01" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>            "024"           "0211"             "01"             "01"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>           "0211"             "01"            "024"           "0211"           "0211" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>           "0211"          "02312"            "024"            "024"          "02312" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>            "024"             "01"           "0211"             "01"            "024" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>           "0211"            "024"            "024"             "01"             "01" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>             "01"             "01"          "02233"            "024"           "0211" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>            "024"            "024"             "01"           "0211"          "02312" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>             "01"            "024"            "024"            "024"             "01" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>            "024"             "01"          "02312"           "0211"            "024" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>          "02312"            "024"             "01"             "01"             "01" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>           "0211"             "01"             "01"             "01"           "0211" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>           "0211"            "024"          "02312"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>           "0211"             "01"             "01"           "0211"             "01" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>             "01"             "01"          "02312"           "0211"          "02312" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>           "0211"          "02312"             "01"             "01"             "01" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>           "0211"             "01"             "01"             "01"           "0211" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>             "01"            "024"           "0211"             "01"             "01" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>          "02312"            "024"             "01"          "02312"             "01" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>             "01"            "024"           "0211"             "01"            "024" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>            "024"             "01"             "01"            "024"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>            "024"            "024"           "0211"            "024"           "0211" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>             "01"            "024"           "0211"            "024"            "024" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>             "01"           "0211"            "024"           "0211"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>           "0211"             "01"             "01"            "024"            "024" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>           "0211"             "01"          "02211"             "01"            "024" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>             "01"           "0211"            "024"             "01"             "01" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>          "02312"             "01"             "01"            "024"             "01" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>          "02312"          "02312"             "01"             "01"            "024" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>           "0211"          "02312"             "01"           "0213"             "01" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>             "01"           "0211"            "024"           "0211"          "02312" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>            "024"             "01"           "0211"           "0211"             "01" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>             "01"          "02312"             "01"            "024"           "0211" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>            "024"          "02312"            "024"           "0211"             "01" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>             "01"            "024"           "0211"            "024"             "01" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>             "01"          "02312"             "01"             "01"           "0211" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>             "01"           "0213"             "01"            "024"            "024" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>           "0211"            "024"            "024"           "0211"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"             "01"            "024"             "01"             "01" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>            "024"             "01"            "024"             "01"             "01" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>             "01"             "01"             "01"          "02211"             "01" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>             "01"             "01"           "0211"          "02313"             "01" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>             "01"             "01"             "01"             "01"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>           "0211"             "01"             "01"             "01"             "01" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>             "01"          "02211"           "0211"           "0211"             "01" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"             "01"          "02233"          "02312"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>            "024"           "0213"             "01"           "0211"            "024" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>           "0211"             "01"             "01"             "01"             "01" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>             "01"             "01"             "01"          "02312"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>           "0211"            "024"             "01"          "02232"          "02311" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>          "02312"             "01"          "02211"             "01"             "01" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"            "024"          "02213"             "01"             "01" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>             "01"             "01"             "01"             "01"          "02311" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>             "01"             "01"          "02311"             "01"             "01" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>            "024"             "01"          "02232"           "0213"             "01" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>             "01"           "0211"             "01"             "01"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>             "01"             "01"          "02233"             "01"             "01" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>             "01"          "02233"             "01"             "01"             "01" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>           "0211"             "01"             "01"             "01"             "01" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>             "01"             "01"           "0211"          "02312"             "01" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>             "01"             "01"             "01"          "02312"             "01" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>             "01"             "01"           "0211"             "01"          "02311" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>          "02312"             "01"          "02312"             "01"             "01" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>           "0211"             "01"             "01"             "01"          "02211" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>             "01"             "01"            "024"           "0211"             "01" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"            "024"             "01"             "01"             "01" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>             "01"             "01"           "0211"             "01"            "024" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>          "02211"           "0211"          "02211"             "01"             "01" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>             "01"             "01"             "01"             "01"           "0211" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"             "01"             "01"             "01"            "024" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>             "01"             "01"             "01"            "024"           "0212" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>             "01"             "01"             "01"             "01"          "02312" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>             "01"             "01"             "01"             "01"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>            "024"             "01"          "02234"          "02312"             "01" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>             "01"             "01"          "02311"             "01"             "01" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"             "01"             "01"             "01"             "01" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>             "01"          "02211"             "01"             "01"             "01" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>            "024"             "01"             "01"             "01"          "02211" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>           "0211"             "01"             "01"           "0211"             "01" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>           "0211"             "01"          "02232"             "01"             "01" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>             "01"             "01"             "01"           "0211"             "01" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>             "01"             "01"             "01"             "01"          "02211" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>             "01"             "01"             "01"          "02233"           "0211" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>             "01"             "01"           "0213"          "02312"             "01" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>             "01"             "01"             "01"             "01"            "024" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"             "01"             "01"             "01"             "01" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>          "02312"             "01"             "01"             "01"             "01" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>             "01"           "0212"           "0212"             "01"           "0212" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>           "0212"           "0212"           "0212"           "0212"           "0213" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>             "01"          "02212"           "0212"           "0212"           "0212" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>           "0212"             "01"             "01"             "01"             "01" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>             "01"             "01"             "01"           "0212"             "01" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>             "01"             "01"             "01"          "02222"           "0212" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>             "01"           "0212"             "01"           "0212"           "0212" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>           "0212"             "01"           "0212"             "01"            "024" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>           "0212"           "0212"           "0212"           "0212"          "02222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>             "01"             "01"           "0212"           "0212"             "01" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>             "01"           "0212"          "02222"           "0212"          "02222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>             "01"           "0212"             "01"             "01"             "01" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>             "01"           "0212"             "01"             "01"             "01" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>           "0212"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>           "0212"            "024"           "0212"             "01"           "0212" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>           "0212"           "0212"           "0212"            "024"           "0212" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>           "0212"             "01"           "0212"           "0212"           "0212" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>           "0232"           "0212"             "01"             "01"             "01" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>           "0212"           "0212"           "0212"          "02222"             "01" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>             "01"           "0212"            "024"           "0213"           "0212" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>           "0213"             "01"           "0212"             "01"             "01" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>           "0213"             "01"           "0212"           "0212"           "0212" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>           "0213"           "0212"          "02222"             "01"           "0212" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>           "0212"           "0213"           "0212"           "0212"           "0212" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>             "01"           "0212"           "0212"           "0212"             "01" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>           "0213"           "0212"           "0213"           "0212"             "01" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>             "01"             "01"           "0212"           "0213"             "01" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>           "0213"             "01"             "01"             "01"           "0213" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>             "01"             "01"           "0212"           "0213"           "0212" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>             "01"           "0212"           "0212"             "01"           "0213" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>           "0212"             "01"           "0212"           "0212"           "0211" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>             "01"          "02212"           "0212"             "01"           "0212" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>           "0212"           "0212"             "01"           "0212"             "01" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>           "0213"             "01"             "01"           "0213"           "0212" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>             "01"           "0212"          "02222"           "0212"             "01" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>             "01"            "024"             "01"           "0213"             "01" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>           "0212"           "0212"             "01"            "024"            "024" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>          "02222"             "01"           "0212"             "01"             "01" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>             "01"           "0212"             "01"           "0212"            "024" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>             "01"             "01"           "0212"           "0212"           "0212" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>           "0211"             "01"             "01"            "024"             "01" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>            "024"           "0213"            "024"           "0212"           "0212" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>           "0212"             "01"             "01"             "01"             "01" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>             "01"           "0212"           "0213"           "0212"             "01" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>           "0212"           "0212"             "01"             "01"           "0212" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>           "0212"            "024"           "0212"           "0212"             "01" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>          "02222"             "01"           "0212"           "0213"            "024" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>             "01"            "024"             "01"             "01"           "0212" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>             "01"             "01"             "01"           "0212"          "02222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>             "01"           "0213"             "01"             "01"            "024" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>             "01"           "0212"             "01"           "0212"           "0212" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>           "0212"             "01"           "0212"             "01"            "024" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>           "0212"           "0212"             "01"           "0212"             "01" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>             "01"             "01"           "0212"             "01"          "02222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>           "0212"             "01"             "01"             "01"           "0212" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>           "0212"          "02222"             "01"           "0212"             "01" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>             "01"           "0212"           "0212"             "01"             "01" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>            "024"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>            "024"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>           "0212"             "01"           "0212"           "0212"             "01" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>             "01"             "01"           "0212"             "01"             "01" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>             "01"            "024"           "0212"            "024"             "01" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>           "0212"           "0211"           "0213"           "0212"             "01" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>             "01"           "0212"          "02222"           "0212"             "01" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>           "0212"           "0212"           "0212"             "01"             "01" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>             "01"             "01"             "01"           "0212"            "024" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>             "01"             "01"           "0212"             "01"             "01" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>             "01"           "0212"           "0212"           "0212"             "01" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>           "0212"           "0213"           "0212"             "01"           "0213" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>           "0212"             "01"           "0212"             "01"             "01" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>           "0213"            "024"           "0212"           "0212"           "0212" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>          "02222"            "024"             "01"             "01"            "024" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>            "024"             "01"           "0211"           "0211"           "0211" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>            "024"             "01"             "01"          "02223"          "02221" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>          "02222"          "02223"          "02221"            "024"            "024" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>            "024"             "01"            "024"          "02221"            "024" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>            "024"          "02222"            "024"             "01"             "01" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>          "02221"            "024"            "024"            "024"             "01" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>          "02222"             "01"             "01"             "01"          "02313" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>            "024"             "01"          "02223"            "024"            "024" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>            "024"           "0211"             "01"            "024"           "0211" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>          "02222"          "02221"           "0211"             "01"             "01" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>          "02221"            "024"             "01"            "024"          "02221" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>          "02221"            "024"          "02222"          "02221"            "024" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>            "024"           "0211"            "024"             "01"           "0211" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>             "01"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>             "01"             "01"            "024"            "024"          "02313" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>             "01"            "024"          "02223"             "01"             "01" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>             "01"             "01"          "02222"             "01"          "02221" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>            "024"          "02213"          "02222"            "024"            "024" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>          "02221"          "02223"           "0211"            "024"             "01" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>            "024"            "024"           "0211"            "024"          "02313" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>             "01"            "024"            "024"            "024"             "01" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>            "024"             "01"            "024"            "024"          "02222" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>            "024"            "024"            "024"            "024"          "02221" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>             "01"            "024"           "0213"            "024"          "02222" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>             "01"          "02221"             "01"          "02223"             "01" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>            "024"            "024"          "02221"            "024"           "0211" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>          "02221"            "024"            "024"          "02221"            "024" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>          "02221"            "024"           "0211"          "02221"            "024" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>            "024"          "02221"          "02221"           "0211"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>           "0211"           "0213"           "0211"             "01"             "01" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"            "024"             "01"            "024"             "01" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>           "0211"            "024"          "02222"            "024"            "024" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>           "0211"          "02221"            "024"          "02221"          "02222" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>             "01"            "024"            "024"            "024"            "024" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>          "02222"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>          "02222"          "02221"            "024"             "01"             "01" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>            "024"            "024"             "01"            "024"            "024" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>            "024"            "024"           "0211"             "01"          "02221" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>          "02222"            "024"          "02221"             "01"            "024" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>            "024"          "02222"          "02221"             "01"            "024" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>            "024"             "01"          "02221"          "02221"             "01" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>            "024"             "01"          "02222"          "02223"             "01" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"            "024"           "0211"            "024"          "02222" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>            "024"            "024"            "024"            "024"           "0211" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>          "02221"          "02221"           "0211"            "024"             "01" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>           "0211"          "02213"            "024"            "024"          "02312" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>          "02221"             "01"           "0213"          "02222"          "02221" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>          "02221"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>           "0211"             "01"           "0211"          "02222"             "01" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>          "02222"           "0213"          "02222"             "01"          "02221" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>           "0211"            "024"            "024"             "01"          "02222" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>             "01"             "01"          "02223"          "02221"             "01" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"             "01"             "01"          "02222"            "024" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>          "02222"            "024"            "024"            "024"          "02221" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"          "02221"            "024"          "02222" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>            "024"          "02223"            "024"             "01"          "02221" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>             "01"            "024"            "024"            "024"           "0211" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>          "02221"            "024"             "01"           "0211"          "02221" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>          "02221"          "02221"            "024"             "01"          "02222" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>            "024"             "01"          "02221"          "02312"            "024" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>          "02222"          "02223"             "01"           "0211"            "024" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>            "024"           "0211"            "024"            "024"            "024" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>            "024"            "024"          "02221"            "024"            "024" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>          "02221"          "02222"             "01"             "01"          "02221" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>          "02222"             "01"            "024"            "024"           "0211" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>            "024"          "02221"            "024"            "024"             "01" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"            "024"            "024"            "024"          "02221" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>             "01"             "01"            "024"          "02221"             "01" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>            "024"             "01"          "02221"             "01"            "024" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>          "02222"          "02221"          "02222"             "01"          "02222" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>             "01"             "01"             "01"             "01"             "01" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>            "024"          "02221"            "024"            "024"            "024" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>             "01"           "0211"            "024"          "02222"           "0211" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"           "0211"             "01"          "02221"          "02221" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>            "024"             "01"             "01"             "01"            "024" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>             "01"          "02221"            "024"             "01"             "01" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"          "02222"          "02222"            "024"            "024" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>            "024"             "01"           "0211"          "02222"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>           "0211"             "01"             "01"          "02312"            "024" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>             "01"          "02221"            "024"             "01"          "02222" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>          "02222"             "01"          "02221"            "024"           "0211" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>          "02221"          "02221"          "02221"             "01"          "02221" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>             "01"             "01"             "01"             "01"          "02313" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>            "024"          "02312"           "0213"          "02313"            "024" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>            "024"           "0211"          "02222"             "01"            "024" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>          "02221"            "024"            "024"          "02222"           "0211" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>          "02221"             "01"          "02221"            "024"           "0213" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>             "01"          "02222"          "02222"            "024"             "01" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>             "01"            "024"            "024"          "02222"             "01" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>            "024"          "02312"             "01"           "0211"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>            "024"             "01"             "01"            "024"          "02221" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>            "024"             "01"            "024"             "01"             "01" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>            "024"             "01"            "024"            "024"             "01" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>            "024"             "01"            "024"             "01"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>            "024"          "02221"            "024"           "0211"            "024" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>          "02221"           "0211"             "01"            "024"          "02221" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>          "02221"             "01"          "02222"          "02222"             "01" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>          "02221"          "02221"           "0211"          "02223"          "02222" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>            "024"            "024"           "0211"            "024"           "0211" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>             "01"           "0211"          "02223"             "01"            "024" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>          "02221"            "024"             "01"            "024"            "024" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>          "02221"          "02222"            "024"          "02221"            "024" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>          "02221"            "024"          "02213"           "0211"           "0213" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>             "01"          "02223"          "02222"            "024"          "02222" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>             "01"            "024"          "02222"          "02221"             "01" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>          "02222"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>             "01"          "02213"          "02222"           "0211"            "024" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>             "01"            "024"            "024"             "01"          "02221" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"            "024"            "024"             "01" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"             "01"            "024"             "01"          "02221" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>          "02221"             "01"             "01"             "01"          "02221" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>             "01"          "02222"            "024"          "02213"          "02221" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>            "024"             "01"             "01"             "01"          "02312" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>            "024"            "024"          "02222"            "024"            "024" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>            "024"          "02212"            "024"             "01"          "02312" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>          "02222"            "024"             "01"            "024"          "02222" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>            "024"             "01"            "024"          "02221"             "01" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>            "024"          "02221"            "024"           "0213"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>             "01"            "024"             "01"            "024"          "02222" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>            "024"             "01"          "02222"            "024"          "02221" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>          "02222"          "02312"            "024"           "0211"             "01" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>          "02222"            "024"            "024"          "02221"            "024" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>             "01"          "02221"             "01"           "0211"          "02221" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>          "02221"             "01"            "024"           "0211"            "024" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>           "0211"             "01"          "02213"             "01"          "02221" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>           "0211"            "024"            "024"          "02223"             "01" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>            "024"          "02221"             "01"          "02221"           "0211" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>          "02222"          "02222"             "01"            "024"             "01" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>            "024"            "024"            "024"          "02221"            "024" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>          "02221"             "01"             "01"             "01"            "024" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>           "0211"            "024"          "02221"          "02222"            "024" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>          "02222"          "02221"            "024"            "024"             "01" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>          "02221"           "0211"            "024"          "02222"             "01" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>            "024"           "0211"          "02223"          "02221"             "01" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>            "024"          "02221"          "02221"          "02222"             "01" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>            "024"            "024"            "024"           "0211"          "02222" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>          "02222"          "02222"          "02221"            "024"            "024" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>          "02222"          "02221"            "024"            "024"          "02222" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>            "024"             "01"            "024"           "0211"            "024" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>          "02221"           "0211"             "01"             "01"          "02221" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>             "01"             "01"             "01"          "02222"          "02222" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>            "024"            "024"          "02221"            "024"            "024" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>          "02221"            "024"            "024"          "02313"             "01" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>          "02221"          "02221"             "01"            "024"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>            "024"           "0211"           "0211"            "024"             "01" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>             "01"            "024"          "02221"             "01"             "01" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>            "024"          "02312"            "024"          "02223"             "01" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"            "024"            "024"             "01"            "024" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>            "024"            "024"             "01"            "024"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 4137))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>             "01"            "021"            "021"          "02212"           "0232" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>            "021"           "0232"           "0232"           "0232"           "0232" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"            "024"             "01"            "021" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>             "01"             "01"             "01"            "021"            "024" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>           "0232"           "0232"            "021"          "02212"             "01" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>           "0232"             "01"             "01"           "0232"            "024" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>             "01"          "02212"           "0232"           "0232"           "0233" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>            "021"             "01"           "0232"            "021"            "024" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>             "01"           "0232"           "0232"          "02212"             "01" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>           "0233"           "0232"           "0232"           "0233"            "024" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>           "0233"           "0232"           "0232"           "0232"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>            "021"           "0232"             "01"            "021"           "0232" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>           "0232"           "0233"             "01"           "0232"            "024" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>             "01"           "0233"            "021"            "024"           "0233" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>           "0232"             "01"             "01"           "0232"            "021" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>             "01"            "024"             "01"           "0233"            "021" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>             "01"           "0232"             "01"           "0232"             "01" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>            "021"             "01"           "0232"             "01"             "01" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>           "0232"           "0232"             "01"           "0232"           "0232" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"           "0232"          "02212"            "021"             "01" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>            "021"           "0232"            "024"             "01"            "024" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>             "01"            "021"           "0233"             "01"             "01" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>           "0232"            "021"             "01"           "0232"             "01" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>             "01"           "0232"           "0232"           "0232"             "01" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"             "01"            "021"            "024"           "0232" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>             "01"           "0232"             "01"             "01"             "01" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"            "024"             "01"             "01"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>           "0233"           "0233"          "02212"          "02311"             "01" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>           "0232"            "021"          "02212"             "01"            "021" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>           "0233"            "021"             "01"           "0232"            "021" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>             "01"           "0232"             "01"           "0232"            "021" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>           "0232"             "01"             "01"            "021"           "0232" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>            "021"           "0232"           "0233"            "024"           "0232" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>           "0233"           "0233"           "0232"           "0233"           "0232" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>             "01"            "021"             "01"            "021"           "0232" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>           "0232"           "0232"           "0233"           "0232"           "0233" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>            "024"          "02212"             "01"           "0232"           "0232" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>             "01"            "024"           "0232"             "01"            "024" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>           "0232"             "01"             "01"           "0232"            "021" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>           "0232"           "0233"             "01"            "021"             "01" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>           "0232"           "0232"           "0233"            "021"            "021" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>             "01"           "0233"           "0232"           "0233"            "021" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>           "0232"             "01"             "01"            "021"             "01" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>             "01"             "01"           "0233"            "021"           "0232" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>           "0232"            "021"           "0232"             "01"           "0232" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>            "021"            "021"          "02212"           "0232"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>           "0232"           "0232"            "024"            "021"           "0232" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>            "021"            "021"           "0232"            "021"           "0232" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>           "0233"             "01"             "01"            "021"             "01" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>             "01"             "01"           "0232"            "024"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>             "01"             "01"           "0233"           "0232"           "0232" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>            "024"           "0233"            "021"             "01"           "0232" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>           "0232"           "0232"           "0232"             "01"           "0232" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>           "0233"            "021"            "021"            "024"            "024" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>             "01"           "0232"             "01"             "01"           "0232" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>           "0232"             "01"           "0233"           "0233"           "0233" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>             "01"            "021"           "0232"             "01"           "0232" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"             "01"            "024"           "0232"             "01" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>             "01"             "01"             "01"             "01"           "0232" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>             "01"           "0232"           "0233"             "01"           "0232" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>            "021"           "0232"           "0232"           "0233"             "01" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>           "0232"             "01"           "0233"           "0232"            "021" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>             "01"            "021"          "02212"          "02212"           "0232" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>           "0232"           "0233"             "01"           "0232"          "02222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>           "0232"            "021"           "0232"           "0232"           "0232" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>             "01"           "0232"           "0232"             "01"           "0232" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>           "0232"           "0232"            "021"           "0232"            "024" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>            "024"            "021"             "01"           "0232"           "0232" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>            "024"           "0232"             "01"             "01"           "0232" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>           "0232"            "021"           "0232"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"           "0232"           "0232"          "02212"             "01" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>             "01"             "01"             "01"           "0232"             "01" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>             "01"            "024"           "0232"             "01"             "01" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>            "021"             "01"             "01"             "01"           "0233" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"           "0232"           "0232"            "021" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>             "01"             "01"          "02212"             "01"           "0232" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>             "01"            "024"          "02311"            "021"           "0232" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>            "021"           "0232"             "01"           "0232"            "024" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>             "01"           "0232"           "0232"             "01"           "0233" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>           "0233"             "01"             "01"            "024"           "0233" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>           "0232"          "02212"             "01"             "01"           "0233" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"           "0233"           "0233"           "0232"             "01" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>             "01"             "01"           "0232"           "0233"           "0232" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>             "01"            "021"             "01"           "0232"             "01" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>           "0232"           "0232"           "0232"           "0233"             "01" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>             "01"           "0232"          "02212"            "021"           "0232" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>            "021"             "01"            "021"             "01"           "0232" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>           "0233"            "024"           "0232"            "021"            "021" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>            "024"           "0232"            "021"           "0232"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>           "0232"             "01"             "01"             "01"           "0232" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>            "024"           "0232"             "01"             "01"             "01" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>             "01"             "01"            "021"          "02212"           "0233" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>            "024"             "01"             "01"           "0232"            "024" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>           "0232"             "01"            "021"            "021"          "02222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>           "0232"            "024"             "01"             "01"             "01" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>             "01"           "0232"           "0232"             "01"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>           "0233"           "0232"            "021"            "021"             "01" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>             "01"             "01"             "01"            "024"             "01" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>           "0233"             "01"             "01"             "01"           "0232" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>           "0232"             "01"             "01"             "01"             "01" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>             "01"             "01"          "02212"            "024"             "01" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>           "0232"             "01"           "0232"             "01"           "0232" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>            "024"             "01"             "01"           "0232"             "01" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>             "01"           "0232"          "02212"           "0232"           "0232" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>             "01"           "0233"           "0232"           "0232"           "0233" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>             "01"            "024"             "01"           "0232"             "01" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>           "0232"           "0232"           "0232"           "0232"             "01" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>           "0232"             "01"            "024"           "0232"           "0233" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>           "0233"           "0233"             "01"             "01"           "0232" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>           "0232"          "02212"           "0233"            "021"             "01" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>           "0232"            "024"            "024"           "0233"           "0232" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>            "024"           "0232"             "01"           "0232"             "01" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>            "021"             "01"           "0232"             "01"            "024" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>             "01"             "01"          "02311"           "0233"           "0232" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>            "021"             "01"            "021"            "021"           "0232" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>           "0233"           "0232"            "021"             "01"           "0232" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"           "0232"             "01"           "0232"             "01" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>            "024"           "0233"             "01"           "0233"           "0232" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>            "024"           "0233"             "01"           "0232"           "0232" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"             "01"           "0233"             "01"           "0232" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>           "0232"             "01"           "0232"             "01"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>             "01"            "021"           "0232"           "0233"           "0233" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>             "01"           "0232"           "0232"           "0232"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>             "01"             "01"             "01"             "01"            "024" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>             "01"           "0233"           "0232"             "01"           "0233" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>             "01"             "01"             "01"           "0232"           "0232" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>             "01"            "024"            "021"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>           "0233"           "0233"             "01"            "021"           "0232" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>             "01"           "0232"           "0232"           "0233"           "0232" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"            "021"             "01"            "024"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>             "01"           "0233"             "01"            "024"             "01" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>             "01"             "01"           "0232"             "01"           "0232" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>             "01"          "02212"             "01"            "024"             "01" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>           "0232"           "0232"          "02313"            "021"            "021" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"           "0232"             "01"           "0232"            "021" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>             "01"             "01"           "0232"           "0233"           "0232" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>           "0232"           "0233"           "0233"             "01"           "0233" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>           "0232"            "024"             "01"            "021"           "0232" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>            "021"            "021"           "0232"             "01"           "0232" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>            "024"             "01"           "0233"           "0232"           "0232" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>           "0233"          "02212"           "0233"           "0233"            "024" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>            "024"             "01"           "0232"             "01"           "0232" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>           "0232"            "024"          "02212"             "01"           "0232" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>           "0232"           "0232"             "01"           "0232"           "0232" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"             "01"           "0232"           "0233"             "01" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>             "01"            "021"             "01"             "01"           "0232" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>             "01"           "0232"            "024"            "024"             "01" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>            "024"             "01"             "01"          "02212"           "0232" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>            "021"             "01"           "0232"             "01"            "021" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>           "0232"           "0232"           "0233"           "0232"           "0232" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>           "0232"          "02212"           "0232"          "02212"           "0232" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>           "0232"             "01"             "01"             "01"            "021" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>           "0232"           "0232"            "021"            "021"             "01" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>            "021"            "021"            "021"            "021"            "021" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>            "021"            "024"             "01"             "01"             "01" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>            "021"            "021"             "01"           "0232"          "02211" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"             "01"            "021"             "01"           "0232" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>            "021"             "01"           "0232"             "01"            "021" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>            "021"          "02234"           "0232"             "01"            "021" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>             "01"             "01"           "0232"            "021"           "0232" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>           "0232"             "01"             "01"             "01"            "024" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>           "0232"           "0232"           "0232"            "021"             "01" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>           "0232"           "0232"           "0232"          "02212"            "021" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>             "01"             "01"            "021"            "021"            "021" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>             "01"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>             "01"             "01"            "021"             "01"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>             "01"          "02211"          "02312"            "021"          "02311" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"          "02211"          "02233"            "021"          "02211" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>          "02211"             "01"            "021"            "021"          "02312" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>             "01"            "021"          "02211"          "02311"             "01" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>          "02311"          "02311"             "01"             "01"          "02311" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>            "021"          "02211"          "02312"            "021"             "01" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>            "024"             "01"          "02211"           "0232"           "0232" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"            "024"          "02211"            "024"            "021" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>            "021"             "01"            "024"          "02311"            "024" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"          "02211"          "02232"             "01"          "02312" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>             "01"            "021"             "01"             "01"          "02211" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>             "01"          "02211"             "01"            "021"            "021" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"          "02211"             "01"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>          "02312"             "01"          "02312"          "02232"             "01" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>             "01"             "01"          "02211"             "01"            "024" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>             "01"             "01"          "02211"          "02312"          "02312" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>            "021"            "021"          "02211"          "02311"            "024" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>             "01"          "02311"          "02213"          "02211"             "01" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>          "02211"          "02213"          "02311"          "02211"             "01" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"            "021"            "021"             "01"            "024" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>             "01"             "01"          "02312"             "01"          "02311" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>          "02311"          "02312"             "01"            "021"            "021" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>             "01"            "021"          "02211"            "021"            "021" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>             "01"          "02213"             "01"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>             "01"            "021"            "021"             "01"             "01" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>             "01"          "02311"          "02213"            "021"             "01" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>            "021"             "01"            "021"          "02311"             "01" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>          "02311"          "02213"          "02231"            "024"             "01" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>          "02311"            "024"            "024"             "01"            "021" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>            "021"          "02211"          "02212"          "02312"          "02222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>          "02312"          "02213"          "02213"          "02231"             "01" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"          "02211"            "021"             "01"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>          "02211"          "02211"          "02233"            "021"            "024" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>          "02211"             "01"          "02231"          "02311"            "021" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>             "01"             "01"             "01"          "02311"          "02312" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>             "01"          "02232"            "021"            "021"          "02312" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>          "02311"          "02312"          "02233"          "02312"             "01" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>            "024"             "01"          "02312"          "02312"            "024" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"          "02311"          "02312"             "01"          "02211" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>             "01"             "01"             "01"             "01"          "02312" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>             "01"             "01"            "024"            "021"           "0232" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>             "01"          "02232"             "01"          "02311"            "024" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>             "01"          "02211"          "02233"            "024"             "01" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>             "01"            "021"            "024"             "01"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>            "021"          "02313"          "02312"             "01"          "02211" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>          "02311"             "01"             "01"            "021"          "02211" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"             "01"          "02232"          "02311"          "02211" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>            "021"          "02213"          "02232"          "02311"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"             "01"            "021"          "02211"          "02211" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>          "02311"          "02213"          "02211"             "01"             "01" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>          "02311"          "02312"             "01"          "02211"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"          "02311"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>          "02211"          "02213"          "02213"             "01"             "01" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>          "02211"            "024"            "021"             "01"             "01" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>             "01"             "01"          "02311"          "02311"             "01" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>             "01"          "02211"            "024"            "021"             "01" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"             "01"          "02233"          "02211"            "021" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"             "01"            "021"          "02211" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>          "02211"          "02313"             "01"            "024"             "01" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>            "021"             "01"          "02311"          "02213"           "0232" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"          "02211"          "02313"          "02311"             "01" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>          "02312"             "01"             "01"             "01"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>            "024"             "01"            "021"          "02311"          "02211" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>          "02211"          "02211"           "0232"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>          "02311"             "01"            "021"             "01"            "024" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>             "01"             "01"            "021"          "02211"          "02312" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"          "02311"          "02212"          "02312"            "021" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>          "02211"          "02311"          "02234"          "02231"            "021" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>             "01"            "021"             "01"            "024"             "01" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>             "01"            "024"          "02211"          "02311"            "024" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>             "01"          "02213"          "02311"          "02213"             "01" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>             "01"             "01"          "02211"             "01"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>             "01"          "02312"            "024"            "024"          "02312" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>          "02211"          "02213"          "02221"             "01"             "01" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>             "01"            "021"             "01"             "01"             "01" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>             "01"             "01"             "01"             "01"            "021" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>            "024"          "02232"             "01"          "02211"          "02211" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>             "01"            "024"          "02233"             "01"             "01" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"             "01"             "01"            "024" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"             "01"             "01"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>             "01"             "01"            "021"          "02232"             "01" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>          "02211"          "02212"          "02211"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>          "02211"          "02231"          "02232"            "021"             "01" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"          "02211"             "01"             "01"             "01" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>             "01"          "02231"             "01"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>             "01"          "02211"             "01"             "01"             "01" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>            "021"             "01"          "02211"             "01"          "02211" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>          "02211"          "02233"             "01"             "01"            "021" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>             "01"             "01"             "01"             "01"          "02211" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"          "02211"             "01"            "024"            "024" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"            "024"             "01"             "01"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"             "01"            "024"          "02313"             "01" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"             "01"          "02231"          "02211"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>             "01"          "02211"          "02211"             "01"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>             "01"          "02231"          "02231"            "021"          "02313" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>             "01"          "02231"          "02231"             "01"             "01" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"             "01"             "01"             "01"             "01" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"          "02211"          "02211"          "02312"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"             "01"          "02211"          "02213"             "01" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>             "01"             "01"          "02312"          "02312"             "01" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>             "01"          "02211"          "02313"          "02211"             "01" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"             "01"          "02232"          "02211"          "02211" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>             "01"          "02211"          "02211"            "024"             "01" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"          "02211"          "02311"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>             "01"          "02211"             "01"            "024"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>             "01"            "024"             "01"             "01"          "02211" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>          "02211"             "01"          "02233"          "02231"          "02311" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"            "024"            "024"             "01"          "02211" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>             "01"          "02213"            "024"          "02313"          "02211" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>          "02313"             "01"          "02232"            "024"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"             "01"          "02211"             "01"             "01" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>             "01"          "02313"             "01"          "02231"          "02211" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"            "024"             "01"             "01"             "01" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>             "01"            "024"             "01"          "02311"            "024" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>             "01"             "01"             "01"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>             "01"             "01"          "02211"             "01"             "01" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"            "024"          "02233"            "021"            "021" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>             "01"            "024"          "02212"             "01"             "01" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>            "024"          "02211"             "01"          "02313"             "01" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>          "02311"             "01"             "01"             "01"            "024" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"            "021"            "024"          "02232"            "024" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"             "01"             "01" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>          "02211"          "02313"          "02231"             "01"             "01" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"             "01"          "02211"             "01" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>             "01"          "02211"             "01"             "01"            "021" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>            "024"             "01"             "01"            "024"          "02211" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>          "02311"          "02313"            "024"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"             "01"          "02231"             "01" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"             "01"             "01"             "01" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>             "01"             "01"             "01"          "02211"            "021" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>             "01"             "01"            "024"             "01"          "02211" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>            "024"             "01"          "02211"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>            "024"             "01"          "02311"            "024"             "01" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>             "01"          "02312"          "02211"          "02231"             "01" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"             "01"             "01"            "021"             "01" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>             "01"          "02231"          "02313"             "01"             "01" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>             "01"          "02213"             "01"             "01"            "021" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"             "01"            "024"            "024" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>             "01"          "02211"          "02232"             "01"             "01" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"            "021"            "021"            "024" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>             "01"             "01"          "02211"          "02311"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>             "01"          "02231"            "024"          "02211"             "01" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>          "02313"          "02231"             "01"            "021"          "02211" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>             "01"             "01"          "02232"          "02211"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>          "02313"             "01"            "021"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>             "01"            "024"            "024"          "02211"             "01" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"            "024"             "01"             "01"             "01" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"             "01"             "01"             "01"             "01" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>            "024"             "01"             "01"             "01"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>             "01"          "02311"             "01"             "01"          "02311" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>          "02311"             "01"             "01"            "021"            "024" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>             "01"             "01"          "02312"            "024"            "021" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>          "02312"            "024"             "01"            "024"            "021" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"             "01"             "01"             "01"            "024" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>          "02311"            "024"             "01"             "01"             "01" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>            "021"            "021"            "024"            "021"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>            "024"             "01"          "02212"             "01"            "021" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>             "01"          "02311"            "021"            "021"             "01" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>          "02311"            "021"             "01"          "02313"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>            "021"             "01"             "01"            "021"            "024" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>            "021"             "01"             "01"            "021"          "02312" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>             "01"            "021"            "024"            "021"             "01" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>             "01"            "021"            "024"            "024"             "01" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>            "021"            "024"            "024"             "01"          "02312" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>             "01"             "01"             "01"            "021"             "01" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>             "01"          "02312"            "021"             "01"             "01" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>            "024"            "024"          "02312"            "021"             "01" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>            "024"            "024"            "021"            "021"             "01" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>             "01"             "01"             "01"             "01"            "021" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>             "01"             "01"            "021"            "024"            "021" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>            "024"             "01"            "021"             "01"            "024" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>             "01"             "01"          "02312"          "02231"            "021" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>          "02211"             "01"            "021"          "02312"          "02312" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>            "021"            "024"             "01"            "024"             "01" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>            "021"             "01"             "01"          "02312"            "021" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>             "01"          "02233"             "01"            "021"            "021" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>             "01"             "01"            "024"            "021"          "02313" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>            "024"             "01"             "01"             "01"          "02312" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>            "021"             "01"          "02312"             "01"            "021" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>            "024"          "02311"             "01"          "02312"             "01" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>            "024"             "01"          "02232"             "01"             "01" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>            "024"            "021"             "01"             "01"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>            "021"             "01"            "024"            "021"            "021" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>            "021"          "02312"            "024"            "024"          "02312" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>            "024"             "01"            "021"             "01"            "024" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>            "021"            "024"            "024"             "01"             "01" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>             "01"             "01"          "02233"            "024"            "021" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>            "024"            "024"             "01"            "021"          "02312" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>             "01"            "024"            "024"            "024"             "01" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>            "024"             "01"          "02312"            "021"            "024" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>          "02312"            "024"             "01"             "01"             "01" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>            "021"            "024"          "02312"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>            "021"             "01"             "01"            "021"             "01" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>             "01"             "01"          "02312"            "021"          "02312" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>            "021"          "02312"             "01"             "01"             "01" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>             "01"            "024"            "021"             "01"             "01" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>          "02312"            "024"             "01"          "02312"             "01" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>             "01"            "024"            "021"             "01"            "024" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>            "024"             "01"             "01"            "024"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>            "024"            "024"            "021"            "024"            "021" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>             "01"            "024"            "021"            "024"            "024" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>             "01"            "021"            "024"            "021"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>            "021"             "01"             "01"            "024"            "024" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>            "021"             "01"          "02211"             "01"            "024" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>             "01"            "021"            "024"             "01"             "01" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>          "02312"             "01"             "01"            "024"             "01" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>          "02312"          "02312"             "01"             "01"            "024" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>            "021"          "02312"             "01"            "021"             "01" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>             "01"            "021"            "024"            "021"          "02312" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>            "024"             "01"            "021"            "021"             "01" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>             "01"          "02312"             "01"            "024"            "021" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>            "024"          "02312"            "024"            "021"             "01" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>             "01"            "024"            "021"            "024"             "01" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>             "01"          "02312"             "01"             "01"            "021" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>             "01"            "021"             "01"            "024"            "024" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>            "021"            "024"            "024"            "021"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"             "01"            "024"             "01"             "01" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>            "024"             "01"            "024"             "01"             "01" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>             "01"             "01"             "01"          "02211"             "01" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>             "01"             "01"            "021"          "02313"             "01" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>             "01"             "01"             "01"             "01"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>            "021"             "01"             "01"             "01"             "01" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>             "01"          "02211"            "021"            "021"             "01" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"             "01"          "02233"          "02312"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>            "024"            "021"             "01"            "021"            "024" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>            "021"             "01"             "01"             "01"             "01" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>             "01"             "01"             "01"          "02312"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>            "021"            "024"             "01"          "02232"          "02311" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>          "02312"             "01"          "02211"             "01"             "01" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"            "024"          "02213"             "01"             "01" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>             "01"             "01"             "01"             "01"          "02311" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>             "01"             "01"          "02311"             "01"             "01" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>            "024"             "01"          "02232"            "021"             "01" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>             "01"            "021"             "01"             "01"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>             "01"             "01"          "02233"             "01"             "01" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>             "01"          "02233"             "01"             "01"             "01" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>            "021"             "01"             "01"             "01"             "01" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>             "01"             "01"            "021"          "02312"             "01" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>             "01"             "01"             "01"          "02312"             "01" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>             "01"             "01"            "021"             "01"          "02311" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>          "02312"             "01"          "02312"             "01"             "01" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>            "021"             "01"             "01"             "01"          "02211" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>             "01"             "01"            "024"            "021"             "01" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"            "024"             "01"             "01"             "01" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>             "01"             "01"            "021"             "01"            "024" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>          "02211"            "021"          "02211"             "01"             "01" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>             "01"             "01"             "01"             "01"            "021" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"             "01"             "01"             "01"            "024" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>             "01"             "01"             "01"            "024"            "021" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>             "01"             "01"             "01"             "01"          "02312" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>             "01"             "01"             "01"             "01"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>            "024"             "01"          "02234"          "02312"             "01" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>             "01"             "01"          "02311"             "01"             "01" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"             "01"             "01"             "01"             "01" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>             "01"          "02211"             "01"             "01"             "01" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>            "024"             "01"             "01"             "01"          "02211" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>            "021"             "01"             "01"            "021"             "01" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>            "021"             "01"          "02232"             "01"             "01" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>             "01"             "01"             "01"            "021"             "01" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>             "01"             "01"             "01"             "01"          "02211" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>             "01"             "01"             "01"          "02233"            "021" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>             "01"             "01"            "021"          "02312"             "01" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>             "01"             "01"             "01"             "01"            "024" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"             "01"             "01"             "01"             "01" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>          "02312"             "01"             "01"             "01"             "01" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>             "01"            "021"            "021"             "01"            "021" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>            "021"            "021"            "021"            "021"            "021" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>             "01"          "02212"            "021"            "021"            "021" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>            "021"             "01"             "01"             "01"             "01" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>             "01"             "01"             "01"            "021"             "01" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>             "01"             "01"             "01"          "02222"            "021" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>             "01"            "021"             "01"            "021"            "021" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>            "021"             "01"            "021"             "01"            "024" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>            "021"            "021"            "021"            "021"          "02222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>             "01"             "01"            "021"            "021"             "01" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>             "01"            "021"          "02222"            "021"          "02222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>             "01"            "021"             "01"             "01"             "01" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>             "01"            "021"             "01"             "01"             "01" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>            "021"            "021"            "021"             "01"             "01" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>            "021"            "024"            "021"             "01"            "021" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>            "021"            "021"            "021"            "024"            "021" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>             "01"            "021"            "021"             "01"             "01" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>            "021"             "01"            "021"            "021"            "021" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>           "0232"            "021"             "01"             "01"             "01" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>            "021"            "021"            "021"          "02222"             "01" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>             "01"            "021"            "024"            "021"            "021" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>            "021"             "01"            "021"             "01"             "01" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>            "021"             "01"            "021"            "021"            "021" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>            "021"            "021"          "02222"             "01"            "021" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>            "021"            "021"            "021"            "021"            "021" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>             "01"            "021"            "021"            "021"             "01" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>            "021"            "021"            "021"            "021"             "01" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>             "01"             "01"            "021"            "021"             "01" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>             "01"             "01"            "021"            "021"            "021" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>             "01"            "021"            "021"             "01"            "021" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>            "021"             "01"            "021"            "021"            "021" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>             "01"          "02212"            "021"             "01"            "021" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>             "01"            "021"            "021"             "01"             "01" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>            "021"            "021"             "01"            "021"             "01" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>            "021"             "01"             "01"            "021"            "021" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>             "01"            "021"          "02222"            "021"             "01" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>             "01"            "024"             "01"            "021"             "01" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>            "021"            "021"             "01"            "024"            "024" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>          "02222"             "01"            "021"             "01"             "01" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>             "01"            "021"             "01"            "021"            "024" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>             "01"             "01"            "021"            "021"            "021" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>            "021"             "01"             "01"            "024"             "01" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>            "024"            "021"            "024"            "021"            "021" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>            "021"             "01"             "01"             "01"             "01" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>             "01"            "021"            "021"            "021"             "01" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>            "021"            "021"             "01"             "01"            "021" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>            "021"            "024"            "021"            "021"             "01" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>          "02222"             "01"            "021"            "021"            "024" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>             "01"            "024"             "01"             "01"            "021" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>             "01"             "01"             "01"            "021"          "02222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>             "01"            "021"             "01"             "01"            "024" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>             "01"            "021"             "01"            "021"            "021" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>             "01"            "021"            "021"             "01"             "01" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>            "021"             "01"            "021"             "01"            "024" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>            "021"            "021"             "01"            "021"             "01" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>             "01"             "01"            "021"             "01"          "02222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>            "021"          "02222"             "01"            "021"             "01" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>             "01"            "021"            "021"             "01"             "01" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>            "024"            "021"            "021"            "021"             "01" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>            "024"            "021"            "021"            "021"             "01" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>            "021"             "01"            "021"            "021"             "01" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>             "01"             "01"            "021"             "01"             "01" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>             "01"            "024"            "021"            "024"             "01" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>            "021"            "021"            "021"            "021"             "01" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>             "01"            "021"          "02222"            "021"             "01" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>            "021"            "021"            "021"             "01"             "01" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>             "01"             "01"             "01"            "021"            "024" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>             "01"             "01"            "021"             "01"             "01" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>             "01"            "021"            "021"            "021"             "01" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>            "021"            "021"            "021"             "01"            "021" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>            "021"             "01"            "021"             "01"             "01" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>            "021"            "024"            "021"            "021"            "021" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>          "02222"            "024"             "01"             "01"            "024" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>            "024"             "01"            "021"            "021"            "021" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>            "024"             "01"             "01"          "02223"          "02221" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>          "02222"          "02223"          "02221"            "024"            "024" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>            "024"             "01"            "024"          "02221"            "024" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>            "024"          "02222"            "024"             "01"             "01" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>          "02221"            "024"            "024"            "024"             "01" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>          "02222"             "01"             "01"             "01"          "02313" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>            "024"             "01"          "02223"            "024"            "024" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>            "024"            "021"             "01"            "024"            "021" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>          "02222"          "02221"            "021"             "01"             "01" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>          "02221"            "024"             "01"            "024"          "02221" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>          "02221"            "024"          "02222"          "02221"            "024" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>            "024"            "021"            "024"             "01"            "021" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>             "01"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>             "01"             "01"            "024"            "024"          "02313" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>             "01"            "024"          "02223"             "01"             "01" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>             "01"             "01"          "02222"             "01"          "02221" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>            "024"          "02213"          "02222"            "024"            "024" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>          "02221"          "02223"            "021"            "024"             "01" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>            "024"            "024"            "021"            "024"          "02313" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>             "01"            "024"            "024"            "024"             "01" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>            "024"             "01"            "024"            "024"          "02222" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>            "024"            "024"            "024"            "024"          "02221" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>             "01"            "024"            "021"            "024"          "02222" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>             "01"          "02221"             "01"          "02223"             "01" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>            "024"            "024"          "02221"            "024"            "021" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>          "02221"            "024"            "024"          "02221"            "024" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>          "02221"            "024"            "021"          "02221"            "024" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>            "024"          "02221"          "02221"            "021"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>            "021"            "021"            "021"             "01"             "01" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"            "024"             "01"            "024"             "01" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>            "021"            "024"          "02222"            "024"            "024" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>            "021"          "02221"            "024"          "02221"          "02222" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>             "01"            "024"            "024"            "024"            "024" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>          "02222"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>          "02222"          "02221"            "024"             "01"             "01" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>            "024"            "024"             "01"            "024"            "024" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>            "024"            "024"            "021"             "01"          "02221" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>          "02222"            "024"          "02221"             "01"            "024" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>            "024"          "02222"          "02221"             "01"            "024" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>            "024"             "01"          "02221"          "02221"             "01" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>            "024"             "01"          "02222"          "02223"             "01" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"            "024"            "021"            "024"          "02222" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>            "024"            "024"            "024"            "024"            "021" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>          "02221"          "02221"            "021"            "024"             "01" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>            "021"          "02213"            "024"            "024"          "02312" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>          "02221"             "01"            "021"          "02222"          "02221" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>          "02221"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>            "021"             "01"            "021"          "02222"             "01" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>          "02222"            "021"          "02222"             "01"          "02221" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>            "021"            "024"            "024"             "01"          "02222" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>             "01"             "01"          "02223"          "02221"             "01" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"             "01"             "01"          "02222"            "024" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>          "02222"            "024"            "024"            "024"          "02221" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"          "02221"            "024"          "02222" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>            "024"          "02223"            "024"             "01"          "02221" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>             "01"            "024"            "024"            "024"            "021" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>          "02221"            "024"             "01"            "021"          "02221" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>          "02221"          "02221"            "024"             "01"          "02222" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>            "024"             "01"          "02221"          "02312"            "024" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>          "02222"          "02223"             "01"            "021"            "024" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>            "024"            "021"            "024"            "024"            "024" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>            "024"            "024"          "02221"            "024"            "024" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>          "02221"          "02222"             "01"             "01"          "02221" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>          "02222"             "01"            "024"            "024"            "021" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>            "024"          "02221"            "024"            "024"             "01" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"            "024"            "024"            "024"          "02221" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>             "01"             "01"            "024"          "02221"             "01" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>            "024"             "01"          "02221"             "01"            "024" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>          "02222"          "02221"          "02222"             "01"          "02222" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>             "01"             "01"             "01"             "01"             "01" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>            "024"          "02221"            "024"            "024"            "024" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>             "01"            "021"            "024"          "02222"            "021" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"            "021"             "01"          "02221"          "02221" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>            "024"             "01"             "01"             "01"            "024" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>             "01"          "02221"            "024"             "01"             "01" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"          "02222"          "02222"            "024"            "024" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>            "024"             "01"            "021"          "02222"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>            "021"             "01"             "01"          "02312"            "024" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>             "01"          "02221"            "024"             "01"          "02222" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>          "02222"             "01"          "02221"            "024"            "021" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>          "02221"          "02221"          "02221"             "01"          "02221" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>             "01"             "01"             "01"             "01"          "02313" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>            "024"          "02312"            "021"          "02313"            "024" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>            "024"            "021"          "02222"             "01"            "024" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>          "02221"            "024"            "024"          "02222"            "021" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>          "02221"             "01"          "02221"            "024"            "021" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>             "01"          "02222"          "02222"            "024"             "01" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>             "01"            "024"            "024"          "02222"             "01" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>            "024"          "02312"             "01"            "021"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>            "024"             "01"             "01"            "024"          "02221" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>            "024"             "01"            "024"             "01"             "01" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>            "024"             "01"            "024"            "024"             "01" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>            "024"             "01"            "024"             "01"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>            "024"          "02221"            "024"            "021"            "024" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>          "02221"            "021"             "01"            "024"          "02221" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>          "02221"             "01"          "02222"          "02222"             "01" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>          "02221"          "02221"            "021"          "02223"          "02222" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>            "024"            "024"            "021"            "024"            "021" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>             "01"            "021"          "02223"             "01"            "024" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>          "02221"            "024"             "01"            "024"            "024" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>          "02221"          "02222"            "024"          "02221"            "024" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>          "02221"            "024"          "02213"            "021"            "021" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>             "01"          "02223"          "02222"            "024"          "02222" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>             "01"            "024"          "02222"          "02221"             "01" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>          "02222"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>             "01"          "02213"          "02222"            "021"            "024" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>             "01"            "024"            "024"             "01"          "02221" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"            "024"            "024"             "01" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"             "01"            "024"             "01"          "02221" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>          "02221"             "01"             "01"             "01"          "02221" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>             "01"          "02222"            "024"          "02213"          "02221" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>            "024"             "01"             "01"             "01"          "02312" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>            "024"            "024"          "02222"            "024"            "024" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>            "024"          "02212"            "024"             "01"          "02312" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>          "02222"            "024"             "01"            "024"          "02222" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>            "024"             "01"            "024"          "02221"             "01" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>            "024"          "02221"            "024"            "021"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>             "01"            "024"             "01"            "024"          "02222" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>            "024"             "01"          "02222"            "024"          "02221" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>          "02222"          "02312"            "024"            "021"             "01" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>          "02222"            "024"            "024"          "02221"            "024" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>             "01"          "02221"             "01"            "021"          "02221" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>          "02221"             "01"            "024"            "021"            "024" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>            "021"             "01"          "02213"             "01"          "02221" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>            "021"            "024"            "024"          "02223"             "01" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>            "024"          "02221"             "01"          "02221"            "021" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>          "02222"          "02222"             "01"            "024"             "01" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>            "024"            "024"            "024"          "02221"            "024" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>          "02221"             "01"             "01"             "01"            "024" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>            "021"            "024"          "02221"          "02222"            "024" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>          "02222"          "02221"            "024"            "024"             "01" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>          "02221"            "021"            "024"          "02222"             "01" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>            "024"            "021"          "02223"          "02221"             "01" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>            "024"          "02221"          "02221"          "02222"             "01" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>            "024"            "024"            "024"            "021"          "02222" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>          "02222"          "02222"          "02221"            "024"            "024" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>          "02222"          "02221"            "024"            "024"          "02222" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>            "024"             "01"            "024"            "021"            "024" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>          "02221"            "021"             "01"             "01"          "02221" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>             "01"             "01"             "01"          "02222"          "02222" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>            "024"            "024"          "02221"            "024"            "024" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>          "02221"            "024"            "024"          "02313"             "01" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>          "02221"          "02221"             "01"            "024"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>            "024"            "021"            "021"            "024"             "01" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>             "01"            "024"          "02221"             "01"             "01" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>            "024"          "02312"            "024"          "02223"             "01" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"            "024"            "024"             "01"            "024" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>            "024"            "024"             "01"            "024"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 4952))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>             "01"            "021"            "021"          "02212"           "0232" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>            "021"           "0232"           "0232"           "0232"           "0232" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"            "024"             "01"            "021" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>             "01"             "01"             "01"            "021"            "024" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>           "0232"           "0232"            "021"          "02212"             "01" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>           "0232"             "01"             "01"           "0232"            "024" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>             "01"          "02212"           "0232"           "0232"           "0233" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>            "021"             "01"           "0232"            "021"            "024" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>             "01"           "0232"           "0232"          "02212"             "01" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>           "0233"           "0232"           "0232"           "0233"            "024" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>           "0233"           "0232"           "0232"           "0232"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>            "021"           "0232"             "01"            "021"           "0232" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>           "0232"           "0233"             "01"           "0232"            "024" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>             "01"           "0233"            "021"            "024"           "0233" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>           "0232"             "01"             "01"           "0232"            "021" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>             "01"            "024"             "01"           "0233"            "021" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>             "01"           "0232"             "01"           "0232"             "01" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>            "021"             "01"           "0232"             "01"             "01" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>           "0232"           "0232"             "01"           "0232"           "0232" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"           "0232"          "02212"            "021"             "01" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>            "021"           "0232"            "024"             "01"            "024" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>             "01"            "021"           "0233"             "01"             "01" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>           "0232"            "021"             "01"           "0232"             "01" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>             "01"           "0232"           "0232"           "0232"             "01" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"             "01"            "021"            "024"           "0232" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>             "01"           "0232"             "01"             "01"             "01" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"            "024"             "01"             "01"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>           "0233"           "0233"          "02212"           "0231"             "01" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>           "0232"            "021"          "02212"             "01"            "021" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>           "0233"            "021"             "01"           "0232"            "021" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>             "01"           "0232"             "01"           "0232"            "021" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>           "0232"             "01"             "01"            "021"           "0232" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>            "021"           "0232"           "0233"            "024"           "0232" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>           "0233"           "0233"           "0232"           "0233"           "0232" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>             "01"            "021"             "01"            "021"           "0232" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>           "0232"           "0232"           "0233"           "0232"           "0233" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>            "024"          "02212"             "01"           "0232"           "0232" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>             "01"            "024"           "0232"             "01"            "024" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>           "0232"             "01"             "01"           "0232"            "021" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>           "0232"           "0233"             "01"            "021"             "01" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>           "0232"           "0232"           "0233"            "021"            "021" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>             "01"           "0233"           "0232"           "0233"            "021" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>           "0232"             "01"             "01"            "021"             "01" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>             "01"             "01"           "0233"            "021"           "0232" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>           "0232"            "021"           "0232"             "01"           "0232" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>            "021"            "021"          "02212"           "0232"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>           "0232"           "0232"            "024"            "021"           "0232" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>            "021"            "021"           "0232"            "021"           "0232" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>           "0233"             "01"             "01"            "021"             "01" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>             "01"             "01"           "0232"            "024"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>             "01"             "01"           "0233"           "0232"           "0232" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>            "024"           "0233"            "021"             "01"           "0232" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>           "0232"           "0232"           "0232"             "01"           "0232" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>           "0233"            "021"            "021"            "024"            "024" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>             "01"           "0232"             "01"             "01"           "0232" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>           "0232"             "01"           "0233"           "0233"           "0233" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>             "01"            "021"           "0232"             "01"           "0232" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"             "01"            "024"           "0232"             "01" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>             "01"             "01"             "01"             "01"           "0232" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>             "01"           "0232"           "0233"             "01"           "0232" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>            "021"           "0232"           "0232"           "0233"             "01" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>           "0232"             "01"           "0233"           "0232"            "021" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>             "01"            "021"          "02212"          "02212"           "0232" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>           "0232"           "0233"             "01"           "0232"          "02222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>           "0232"            "021"           "0232"           "0232"           "0232" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>             "01"           "0232"           "0232"             "01"           "0232" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>           "0232"           "0232"            "021"           "0232"            "024" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>            "024"            "021"             "01"           "0232"           "0232" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>            "024"           "0232"             "01"             "01"           "0232" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>           "0232"            "021"           "0232"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"           "0232"           "0232"          "02212"             "01" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>             "01"             "01"             "01"           "0232"             "01" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>             "01"            "024"           "0232"             "01"             "01" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>            "021"             "01"             "01"             "01"           "0233" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"           "0232"           "0232"            "021" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>             "01"             "01"          "02212"             "01"           "0232" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>             "01"            "024"           "0231"            "021"           "0232" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>            "021"           "0232"             "01"           "0232"            "024" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>             "01"           "0232"           "0232"             "01"           "0233" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>           "0233"             "01"             "01"            "024"           "0233" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>           "0232"          "02212"             "01"             "01"           "0233" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"           "0233"           "0233"           "0232"             "01" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>             "01"             "01"           "0232"           "0233"           "0232" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>             "01"            "021"             "01"           "0232"             "01" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>           "0232"           "0232"           "0232"           "0233"             "01" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>             "01"           "0232"          "02212"            "021"           "0232" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>            "021"             "01"            "021"             "01"           "0232" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>           "0233"            "024"           "0232"            "021"            "021" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>            "024"           "0232"            "021"           "0232"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>           "0232"             "01"             "01"             "01"           "0232" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>            "024"           "0232"             "01"             "01"             "01" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>             "01"             "01"            "021"          "02212"           "0233" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>            "024"             "01"             "01"           "0232"            "024" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>           "0232"             "01"            "021"            "021"          "02222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>           "0232"            "024"             "01"             "01"             "01" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>             "01"           "0232"           "0232"             "01"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>           "0233"           "0232"            "021"            "021"             "01" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>             "01"             "01"             "01"            "024"             "01" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>           "0233"             "01"             "01"             "01"           "0232" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>           "0232"             "01"             "01"             "01"             "01" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>             "01"             "01"          "02212"            "024"             "01" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>           "0232"             "01"           "0232"             "01"           "0232" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>            "024"             "01"             "01"           "0232"             "01" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>             "01"           "0232"          "02212"           "0232"           "0232" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>             "01"           "0233"           "0232"           "0232"           "0233" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>             "01"            "024"             "01"           "0232"             "01" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>           "0232"           "0232"           "0232"           "0232"             "01" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>           "0232"             "01"            "024"           "0232"           "0233" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>           "0233"           "0233"             "01"             "01"           "0232" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>           "0232"          "02212"           "0233"            "021"             "01" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>           "0232"            "024"            "024"           "0233"           "0232" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>            "024"           "0232"             "01"           "0232"             "01" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>            "021"             "01"           "0232"             "01"            "024" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>             "01"             "01"           "0231"           "0233"           "0232" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>            "021"             "01"            "021"            "021"           "0232" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>           "0233"           "0232"            "021"             "01"           "0232" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"           "0232"             "01"           "0232"             "01" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>            "024"           "0233"             "01"           "0233"           "0232" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>            "024"           "0233"             "01"           "0232"           "0232" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"             "01"           "0233"             "01"           "0232" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>           "0232"             "01"           "0232"             "01"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>             "01"            "021"           "0232"           "0233"           "0233" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>             "01"           "0232"           "0232"           "0232"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>             "01"             "01"             "01"             "01"            "024" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>             "01"           "0233"           "0232"             "01"           "0233" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>             "01"             "01"             "01"           "0232"           "0232" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>             "01"            "024"            "021"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>           "0233"           "0233"             "01"            "021"           "0232" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>             "01"           "0232"           "0232"           "0233"           "0232" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"            "021"             "01"            "024"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>             "01"           "0233"             "01"            "024"             "01" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>             "01"             "01"           "0232"             "01"           "0232" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>             "01"          "02212"             "01"            "024"             "01" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>           "0232"           "0232"           "0231"            "021"            "021" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"           "0232"             "01"           "0232"            "021" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>             "01"             "01"           "0232"           "0233"           "0232" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>           "0232"           "0233"           "0233"             "01"           "0233" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>           "0232"            "024"             "01"            "021"           "0232" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>            "021"            "021"           "0232"             "01"           "0232" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>            "024"             "01"           "0233"           "0232"           "0232" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>           "0233"          "02212"           "0233"           "0233"            "024" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>            "024"             "01"           "0232"             "01"           "0232" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>           "0232"            "024"          "02212"             "01"           "0232" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>           "0232"           "0232"             "01"           "0232"           "0232" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"             "01"           "0232"           "0233"             "01" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>             "01"            "021"             "01"             "01"           "0232" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>             "01"           "0232"            "024"            "024"             "01" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>            "024"             "01"             "01"          "02212"           "0232" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>            "021"             "01"           "0232"             "01"            "021" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>           "0232"           "0232"           "0233"           "0232"           "0232" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>           "0232"          "02212"           "0232"          "02212"           "0232" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>           "0232"             "01"             "01"             "01"            "021" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>           "0232"           "0232"            "021"            "021"             "01" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>            "021"            "021"            "021"            "021"            "021" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>            "021"            "024"             "01"             "01"             "01" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>            "021"            "021"             "01"           "0232"          "02211" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"             "01"            "021"             "01"           "0232" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>            "021"             "01"           "0232"             "01"            "021" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>            "021"          "02234"           "0232"             "01"            "021" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>             "01"             "01"           "0232"            "021"           "0232" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>           "0232"             "01"             "01"             "01"            "024" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>           "0232"           "0232"           "0232"            "021"             "01" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>           "0232"           "0232"           "0232"          "02212"            "021" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>             "01"             "01"            "021"            "021"            "021" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>             "01"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>             "01"             "01"            "021"             "01"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>             "01"          "02211"           "0231"            "021"           "0231" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"          "02211"          "02233"            "021"          "02211" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>          "02211"             "01"            "021"            "021"           "0231" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>             "01"            "021"          "02211"           "0231"             "01" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>           "0231"           "0231"             "01"             "01"           "0231" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>            "021"          "02211"           "0231"            "021"             "01" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>            "024"             "01"          "02211"           "0232"           "0232" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"            "024"          "02211"            "024"            "021" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>            "021"             "01"            "024"           "0231"            "024" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"          "02211"          "02232"             "01"           "0231" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>             "01"            "021"             "01"             "01"          "02211" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>             "01"          "02211"             "01"            "021"            "021" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"          "02211"             "01"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>           "0231"             "01"           "0231"          "02232"             "01" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>             "01"             "01"          "02211"             "01"            "024" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>             "01"             "01"          "02211"           "0231"           "0231" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>            "021"            "021"          "02211"           "0231"            "024" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>             "01"           "0231"          "02213"          "02211"             "01" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>          "02211"          "02213"           "0231"          "02211"             "01" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"            "021"            "021"             "01"            "024" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>             "01"             "01"           "0231"             "01"           "0231" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>           "0231"           "0231"             "01"            "021"            "021" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>             "01"            "021"          "02211"            "021"            "021" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>             "01"          "02213"             "01"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>             "01"            "021"            "021"             "01"             "01" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>             "01"           "0231"          "02213"            "021"             "01" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>            "021"             "01"            "021"           "0231"             "01" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>           "0231"          "02213"          "02231"            "024"             "01" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>           "0231"            "024"            "024"             "01"            "021" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>            "021"          "02211"          "02212"           "0231"          "02222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>           "0231"          "02213"          "02213"          "02231"             "01" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"          "02211"            "021"             "01"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>          "02211"          "02211"          "02233"            "021"            "024" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>          "02211"             "01"          "02231"           "0231"            "021" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>             "01"             "01"             "01"           "0231"           "0231" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>             "01"          "02232"            "021"            "021"           "0231" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>           "0231"           "0231"          "02233"           "0231"             "01" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>            "024"             "01"           "0231"           "0231"            "024" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"           "0231"           "0231"             "01"          "02211" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>             "01"             "01"             "01"             "01"           "0231" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>             "01"             "01"            "024"            "021"           "0232" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>             "01"          "02232"             "01"           "0231"            "024" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>             "01"          "02211"          "02233"            "024"             "01" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>             "01"            "021"            "024"             "01"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>            "021"           "0231"           "0231"             "01"          "02211" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>           "0231"             "01"             "01"            "021"          "02211" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"             "01"          "02232"           "0231"          "02211" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>            "021"          "02213"          "02232"           "0231"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"             "01"            "021"          "02211"          "02211" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>           "0231"          "02213"          "02211"             "01"             "01" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>           "0231"           "0231"             "01"          "02211"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"           "0231"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>          "02211"          "02213"          "02213"             "01"             "01" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>          "02211"            "024"            "021"             "01"             "01" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>             "01"             "01"           "0231"           "0231"             "01" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>             "01"          "02211"            "024"            "021"             "01" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"             "01"          "02233"          "02211"            "021" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"             "01"            "021"          "02211" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>          "02211"           "0231"             "01"            "024"             "01" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>            "021"             "01"           "0231"          "02213"           "0232" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"          "02211"           "0231"           "0231"             "01" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>           "0231"             "01"             "01"             "01"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>            "024"             "01"            "021"           "0231"          "02211" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>          "02211"          "02211"           "0232"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>           "0231"             "01"            "021"             "01"            "024" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>             "01"             "01"            "021"          "02211"           "0231" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"           "0231"          "02212"           "0231"            "021" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>          "02211"           "0231"          "02234"          "02231"            "021" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>             "01"            "021"             "01"            "024"             "01" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>             "01"            "024"          "02211"           "0231"            "024" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>             "01"          "02213"           "0231"          "02213"             "01" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>             "01"             "01"          "02211"             "01"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>             "01"           "0231"            "024"            "024"           "0231" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>          "02211"          "02213"          "02221"             "01"             "01" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>             "01"            "021"             "01"             "01"             "01" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>             "01"             "01"             "01"             "01"            "021" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>            "024"          "02232"             "01"          "02211"          "02211" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>             "01"            "024"          "02233"             "01"             "01" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"             "01"             "01"            "024" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"             "01"             "01"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>             "01"             "01"            "021"          "02232"             "01" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>          "02211"          "02212"          "02211"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>          "02211"          "02231"          "02232"            "021"             "01" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"          "02211"             "01"             "01"             "01" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>             "01"          "02231"             "01"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>             "01"          "02211"             "01"             "01"             "01" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>            "021"             "01"          "02211"             "01"          "02211" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>          "02211"          "02233"             "01"             "01"            "021" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>             "01"             "01"             "01"             "01"          "02211" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"          "02211"             "01"            "024"            "024" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"            "024"             "01"             "01"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"             "01"            "024"           "0231"             "01" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"             "01"          "02231"          "02211"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>             "01"          "02211"          "02211"             "01"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>             "01"          "02231"          "02231"            "021"           "0231" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>             "01"          "02231"          "02231"             "01"             "01" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"             "01"             "01"             "01"             "01" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"          "02211"          "02211"           "0231"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"             "01"          "02211"          "02213"             "01" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>             "01"             "01"           "0231"           "0231"             "01" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>             "01"          "02211"           "0231"          "02211"             "01" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"             "01"          "02232"          "02211"          "02211" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>             "01"          "02211"          "02211"            "024"             "01" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"          "02211"           "0231"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>             "01"          "02211"             "01"            "024"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>             "01"            "024"             "01"             "01"          "02211" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>          "02211"             "01"          "02233"          "02231"           "0231" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"            "024"            "024"             "01"          "02211" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>             "01"          "02213"            "024"           "0231"          "02211" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>           "0231"             "01"          "02232"            "024"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"             "01"          "02211"             "01"             "01" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>             "01"           "0231"             "01"          "02231"          "02211" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"            "024"             "01"             "01"             "01" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>             "01"            "024"             "01"           "0231"            "024" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>             "01"             "01"             "01"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>             "01"             "01"          "02211"             "01"             "01" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"            "024"          "02233"            "021"            "021" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>             "01"            "024"          "02212"             "01"             "01" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>            "024"          "02211"             "01"           "0231"             "01" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>           "0231"             "01"             "01"             "01"            "024" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"            "021"            "024"          "02232"            "024" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"             "01"             "01" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>          "02211"           "0231"          "02231"             "01"             "01" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"             "01"          "02211"             "01" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>             "01"          "02211"             "01"             "01"            "021" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>            "024"             "01"             "01"            "024"          "02211" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>           "0231"           "0231"            "024"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"             "01"          "02231"             "01" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"             "01"             "01"             "01" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>             "01"             "01"             "01"          "02211"            "021" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>             "01"             "01"            "024"             "01"          "02211" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>            "024"             "01"          "02211"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>            "024"             "01"           "0231"            "024"             "01" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>             "01"           "0231"          "02211"          "02231"             "01" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"             "01"             "01"            "021"             "01" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>             "01"          "02231"           "0231"             "01"             "01" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>             "01"          "02213"             "01"             "01"            "021" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"             "01"            "024"            "024" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>             "01"          "02211"          "02232"             "01"             "01" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"            "021"            "021"            "024" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>             "01"             "01"          "02211"           "0231"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>             "01"          "02231"            "024"          "02211"             "01" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>           "0231"          "02231"             "01"            "021"          "02211" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>             "01"             "01"          "02232"          "02211"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>           "0231"             "01"            "021"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>             "01"            "024"            "024"          "02211"             "01" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"            "024"             "01"             "01"             "01" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"             "01"             "01"             "01"             "01" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>            "024"             "01"             "01"             "01"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>             "01"           "0231"             "01"             "01"           "0231" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>           "0231"             "01"             "01"            "021"            "024" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>             "01"             "01"           "0231"            "024"            "021" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>           "0231"            "024"             "01"            "024"            "021" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"             "01"             "01"             "01"            "024" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>           "0231"            "024"             "01"             "01"             "01" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>            "021"            "021"            "024"            "021"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>            "024"             "01"          "02212"             "01"            "021" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>             "01"           "0231"            "021"            "021"             "01" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>           "0231"            "021"             "01"           "0231"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>            "021"             "01"             "01"            "021"            "024" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>            "021"             "01"             "01"            "021"           "0231" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>             "01"            "021"            "024"            "021"             "01" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>             "01"            "021"            "024"            "024"             "01" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>            "021"            "024"            "024"             "01"           "0231" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>             "01"             "01"             "01"            "021"             "01" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>             "01"           "0231"            "021"             "01"             "01" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>            "024"            "024"           "0231"            "021"             "01" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>            "024"            "024"            "021"            "021"             "01" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>             "01"             "01"             "01"             "01"            "021" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>             "01"             "01"            "021"            "024"            "021" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>            "024"             "01"            "021"             "01"            "024" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>             "01"             "01"           "0231"          "02231"            "021" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>          "02211"             "01"            "021"           "0231"           "0231" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>            "021"            "024"             "01"            "024"             "01" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>            "021"             "01"             "01"           "0231"            "021" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>             "01"          "02233"             "01"            "021"            "021" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>             "01"             "01"            "024"            "021"           "0231" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>            "024"             "01"             "01"             "01"           "0231" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>            "021"             "01"           "0231"             "01"            "021" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>            "024"           "0231"             "01"           "0231"             "01" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>            "024"             "01"          "02232"             "01"             "01" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>            "024"            "021"             "01"             "01"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>            "021"             "01"            "024"            "021"            "021" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>            "021"           "0231"            "024"            "024"           "0231" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>            "024"             "01"            "021"             "01"            "024" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>            "021"            "024"            "024"             "01"             "01" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>             "01"             "01"          "02233"            "024"            "021" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>            "024"            "024"             "01"            "021"           "0231" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>             "01"            "024"            "024"            "024"             "01" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>            "024"             "01"           "0231"            "021"            "024" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>           "0231"            "024"             "01"             "01"             "01" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>            "021"            "024"           "0231"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>            "021"             "01"             "01"            "021"             "01" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>             "01"             "01"           "0231"            "021"           "0231" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>            "021"           "0231"             "01"             "01"             "01" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>             "01"            "024"            "021"             "01"             "01" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>           "0231"            "024"             "01"           "0231"             "01" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>             "01"            "024"            "021"             "01"            "024" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>            "024"             "01"             "01"            "024"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>            "024"            "024"            "021"            "024"            "021" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>             "01"            "024"            "021"            "024"            "024" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>             "01"            "021"            "024"            "021"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>            "021"             "01"             "01"            "024"            "024" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>            "021"             "01"          "02211"             "01"            "024" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>             "01"            "021"            "024"             "01"             "01" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>           "0231"             "01"             "01"            "024"             "01" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>           "0231"           "0231"             "01"             "01"            "024" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>            "021"           "0231"             "01"            "021"             "01" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>             "01"            "021"            "024"            "021"           "0231" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>            "024"             "01"            "021"            "021"             "01" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>             "01"           "0231"             "01"            "024"            "021" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>            "024"           "0231"            "024"            "021"             "01" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>             "01"            "024"            "021"            "024"             "01" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>             "01"           "0231"             "01"             "01"            "021" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>             "01"            "021"             "01"            "024"            "024" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>            "021"            "024"            "024"            "021"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"             "01"            "024"             "01"             "01" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>            "024"             "01"            "024"             "01"             "01" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>             "01"             "01"             "01"          "02211"             "01" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>             "01"             "01"            "021"           "0231"             "01" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>             "01"             "01"             "01"             "01"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>            "021"             "01"             "01"             "01"             "01" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>             "01"          "02211"            "021"            "021"             "01" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"             "01"          "02233"           "0231"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>            "024"            "021"             "01"            "021"            "024" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>            "021"             "01"             "01"             "01"             "01" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>             "01"             "01"             "01"           "0231"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>            "021"            "024"             "01"          "02232"           "0231" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>           "0231"             "01"          "02211"             "01"             "01" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"            "024"          "02213"             "01"             "01" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>             "01"             "01"             "01"             "01"           "0231" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>             "01"             "01"           "0231"             "01"             "01" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>            "024"             "01"          "02232"            "021"             "01" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>             "01"            "021"             "01"             "01"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>             "01"             "01"          "02233"             "01"             "01" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>             "01"          "02233"             "01"             "01"             "01" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>            "021"             "01"             "01"             "01"             "01" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>             "01"             "01"            "021"           "0231"             "01" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>             "01"             "01"             "01"           "0231"             "01" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>             "01"             "01"            "021"             "01"           "0231" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>           "0231"             "01"           "0231"             "01"             "01" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>            "021"             "01"             "01"             "01"          "02211" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>             "01"             "01"            "024"            "021"             "01" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"            "024"             "01"             "01"             "01" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>             "01"             "01"            "021"             "01"            "024" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>          "02211"            "021"          "02211"             "01"             "01" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>             "01"             "01"             "01"             "01"            "021" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"             "01"             "01"             "01"            "024" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>             "01"             "01"             "01"            "024"            "021" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>             "01"             "01"             "01"             "01"           "0231" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>             "01"             "01"             "01"             "01"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>            "024"             "01"          "02234"           "0231"             "01" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>             "01"             "01"           "0231"             "01"             "01" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"             "01"             "01"             "01"             "01" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>             "01"          "02211"             "01"             "01"             "01" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>            "024"             "01"             "01"             "01"          "02211" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>            "021"             "01"             "01"            "021"             "01" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>            "021"             "01"          "02232"             "01"             "01" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>             "01"             "01"             "01"            "021"             "01" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>             "01"             "01"             "01"             "01"          "02211" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>             "01"             "01"             "01"          "02233"            "021" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>             "01"             "01"            "021"           "0231"             "01" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>             "01"             "01"             "01"             "01"            "024" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"             "01"             "01"             "01"             "01" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>           "0231"             "01"             "01"             "01"             "01" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>             "01"            "021"            "021"             "01"            "021" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>            "021"            "021"            "021"            "021"            "021" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>             "01"          "02212"            "021"            "021"            "021" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>            "021"             "01"             "01"             "01"             "01" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>             "01"             "01"             "01"            "021"             "01" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>             "01"             "01"             "01"          "02222"            "021" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>             "01"            "021"             "01"            "021"            "021" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>            "021"             "01"            "021"             "01"            "024" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>            "021"            "021"            "021"            "021"          "02222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>             "01"             "01"            "021"            "021"             "01" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>             "01"            "021"          "02222"            "021"          "02222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>             "01"            "021"             "01"             "01"             "01" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>             "01"            "021"             "01"             "01"             "01" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>            "021"            "021"            "021"             "01"             "01" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>            "021"            "024"            "021"             "01"            "021" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>            "021"            "021"            "021"            "024"            "021" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>             "01"            "021"            "021"             "01"             "01" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>            "021"             "01"            "021"            "021"            "021" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>           "0232"            "021"             "01"             "01"             "01" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>            "021"            "021"            "021"          "02222"             "01" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>             "01"            "021"            "024"            "021"            "021" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>            "021"             "01"            "021"             "01"             "01" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>            "021"             "01"            "021"            "021"            "021" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>            "021"            "021"          "02222"             "01"            "021" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>            "021"            "021"            "021"            "021"            "021" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>             "01"            "021"            "021"            "021"             "01" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>            "021"            "021"            "021"            "021"             "01" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>             "01"             "01"            "021"            "021"             "01" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>             "01"             "01"            "021"            "021"            "021" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>             "01"            "021"            "021"             "01"            "021" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>            "021"             "01"            "021"            "021"            "021" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>             "01"          "02212"            "021"             "01"            "021" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>             "01"            "021"            "021"             "01"             "01" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>            "021"            "021"             "01"            "021"             "01" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>            "021"             "01"             "01"            "021"            "021" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>             "01"            "021"          "02222"            "021"             "01" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>             "01"            "024"             "01"            "021"             "01" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>            "021"            "021"             "01"            "024"            "024" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>          "02222"             "01"            "021"             "01"             "01" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>             "01"            "021"             "01"            "021"            "024" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>             "01"             "01"            "021"            "021"            "021" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>            "021"             "01"             "01"            "024"             "01" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>            "024"            "021"            "024"            "021"            "021" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>            "021"             "01"             "01"             "01"             "01" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>             "01"            "021"            "021"            "021"             "01" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>            "021"            "021"             "01"             "01"            "021" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>            "021"            "024"            "021"            "021"             "01" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>          "02222"             "01"            "021"            "021"            "024" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>             "01"            "024"             "01"             "01"            "021" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>             "01"             "01"             "01"            "021"          "02222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>             "01"            "021"             "01"             "01"            "024" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>             "01"            "021"             "01"            "021"            "021" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>             "01"            "021"            "021"             "01"             "01" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>            "021"             "01"            "021"             "01"            "024" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>            "021"            "021"             "01"            "021"             "01" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>             "01"             "01"            "021"             "01"          "02222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>            "021"          "02222"             "01"            "021"             "01" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>             "01"            "021"            "021"             "01"             "01" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>            "024"            "021"            "021"            "021"             "01" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>            "024"            "021"            "021"            "021"             "01" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>            "021"             "01"            "021"            "021"             "01" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>             "01"             "01"            "021"             "01"             "01" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>             "01"            "024"            "021"            "024"             "01" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>            "021"            "021"            "021"            "021"             "01" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>             "01"            "021"          "02222"            "021"             "01" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>            "021"            "021"            "021"             "01"             "01" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>             "01"             "01"             "01"            "021"            "024" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>             "01"             "01"            "021"             "01"             "01" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>             "01"            "021"            "021"            "021"             "01" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>            "021"            "021"            "021"             "01"            "021" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>            "021"             "01"            "021"             "01"             "01" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>            "021"            "024"            "021"            "021"            "021" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>          "02222"            "024"             "01"             "01"            "024" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>            "024"             "01"            "021"            "021"            "021" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>            "024"             "01"             "01"          "02223"          "02221" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>          "02222"          "02223"          "02221"            "024"            "024" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>            "024"             "01"            "024"          "02221"            "024" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>            "024"          "02222"            "024"             "01"             "01" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>          "02221"            "024"            "024"            "024"             "01" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>          "02222"             "01"             "01"             "01"           "0231" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>            "024"             "01"          "02223"            "024"            "024" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>            "024"            "021"             "01"            "024"            "021" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>          "02222"          "02221"            "021"             "01"             "01" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>          "02221"            "024"             "01"            "024"          "02221" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>          "02221"            "024"          "02222"          "02221"            "024" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>            "024"            "021"            "024"             "01"            "021" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>             "01"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>             "01"             "01"            "024"            "024"           "0231" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>             "01"            "024"          "02223"             "01"             "01" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>             "01"             "01"          "02222"             "01"          "02221" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>            "024"          "02213"          "02222"            "024"            "024" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>          "02221"          "02223"            "021"            "024"             "01" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>            "024"            "024"            "021"            "024"           "0231" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>             "01"            "024"            "024"            "024"             "01" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>            "024"             "01"            "024"            "024"          "02222" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>            "024"            "024"            "024"            "024"          "02221" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>             "01"            "024"            "021"            "024"          "02222" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>             "01"          "02221"             "01"          "02223"             "01" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>            "024"            "024"          "02221"            "024"            "021" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>          "02221"            "024"            "024"          "02221"            "024" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>          "02221"            "024"            "021"          "02221"            "024" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>            "024"          "02221"          "02221"            "021"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>            "021"            "021"            "021"             "01"             "01" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>          "02223"            "024"             "01"            "024"             "01" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>            "021"            "024"          "02222"            "024"            "024" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>            "021"          "02221"            "024"          "02221"          "02222" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>             "01"            "024"            "024"            "024"            "024" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>          "02222"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>          "02222"          "02221"            "024"             "01"             "01" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>            "024"            "024"             "01"            "024"            "024" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>            "024"            "024"            "021"             "01"          "02221" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>          "02222"            "024"          "02221"             "01"            "024" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>            "024"          "02222"          "02221"             "01"            "024" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>            "024"             "01"          "02221"          "02221"             "01" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>            "024"             "01"          "02222"          "02223"             "01" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>          "02223"            "024"            "021"            "024"          "02222" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>            "024"            "024"            "024"            "024"            "021" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>          "02221"          "02221"            "021"            "024"             "01" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>            "021"          "02213"            "024"            "024"           "0231" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>          "02221"             "01"            "021"          "02222"          "02221" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>          "02221"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>            "021"             "01"            "021"          "02222"             "01" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>          "02222"            "021"          "02222"             "01"          "02221" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>            "021"            "024"            "024"             "01"          "02222" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>             "01"             "01"          "02223"          "02221"             "01" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"             "01"             "01"          "02222"            "024" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>          "02222"            "024"            "024"            "024"          "02221" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>          "02223"          "02223"          "02221"            "024"          "02222" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>            "024"          "02223"            "024"             "01"          "02221" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>             "01"            "024"            "024"            "024"            "021" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>          "02221"            "024"             "01"            "021"          "02221" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>          "02221"          "02221"            "024"             "01"          "02222" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>            "024"             "01"          "02221"           "0231"            "024" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>          "02222"          "02223"             "01"            "021"            "024" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>            "024"            "021"            "024"            "024"            "024" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>            "024"            "024"          "02221"            "024"            "024" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>          "02221"          "02222"             "01"             "01"          "02221" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>          "02222"             "01"            "024"            "024"            "021" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>            "024"          "02221"            "024"            "024"             "01" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"            "024"            "024"            "024"          "02221" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>             "01"             "01"            "024"          "02221"             "01" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>            "024"             "01"          "02221"             "01"            "024" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>          "02222"          "02221"          "02222"             "01"          "02222" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>             "01"             "01"             "01"             "01"             "01" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>            "024"          "02221"            "024"            "024"            "024" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>             "01"            "021"            "024"          "02222"            "021" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"            "021"             "01"          "02221"          "02221" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>            "024"             "01"             "01"             "01"            "024" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>             "01"          "02221"            "024"             "01"             "01" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>          "02223"          "02222"          "02222"            "024"            "024" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>            "024"             "01"            "021"          "02222"          "02223" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>            "021"             "01"             "01"           "0231"            "024" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>             "01"          "02221"            "024"             "01"          "02222" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>          "02222"             "01"          "02221"            "024"            "021" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>          "02221"          "02221"          "02221"             "01"          "02221" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>             "01"             "01"             "01"             "01"           "0231" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>            "024"           "0231"            "021"           "0231"            "024" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>            "024"            "021"          "02222"             "01"            "024" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>          "02221"            "024"            "024"          "02222"            "021" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>          "02221"             "01"          "02221"            "024"            "021" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>             "01"          "02222"          "02222"            "024"             "01" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>             "01"            "024"            "024"          "02222"             "01" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>            "024"           "0231"             "01"            "021"          "02223" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>            "024"             "01"             "01"            "024"          "02221" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>            "024"             "01"            "024"             "01"             "01" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>            "024"             "01"            "024"            "024"             "01" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>            "024"             "01"            "024"             "01"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>            "024"          "02221"            "024"            "021"            "024" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>          "02221"            "021"             "01"            "024"          "02221" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>          "02221"             "01"          "02222"          "02222"             "01" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>          "02221"          "02221"            "021"          "02223"          "02222" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>            "024"            "024"            "021"            "024"            "021" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>             "01"            "021"          "02223"             "01"            "024" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>          "02221"            "024"             "01"            "024"            "024" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>          "02221"          "02222"            "024"          "02221"            "024" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>          "02221"            "024"          "02213"            "021"            "021" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>             "01"          "02223"          "02222"            "024"          "02222" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>             "01"            "024"          "02222"          "02221"             "01" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>          "02222"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>             "01"          "02213"          "02222"            "021"            "024" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>             "01"            "024"            "024"             "01"          "02221" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"          "02223"            "024"            "024"             "01" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>          "02223"             "01"            "024"             "01"          "02221" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>          "02221"             "01"             "01"             "01"          "02221" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>             "01"          "02222"            "024"          "02213"          "02221" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>            "024"             "01"             "01"             "01"           "0231" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>            "024"            "024"          "02222"            "024"            "024" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>            "024"          "02212"            "024"             "01"           "0231" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>          "02222"            "024"             "01"            "024"          "02222" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>            "024"             "01"            "024"          "02221"             "01" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>            "024"          "02221"            "024"            "021"          "02223" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>             "01"            "024"             "01"            "024"          "02222" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>            "024"             "01"          "02222"            "024"          "02221" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>          "02222"           "0231"            "024"            "021"             "01" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>          "02222"            "024"            "024"          "02221"            "024" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>             "01"          "02221"             "01"            "021"          "02221" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>          "02221"             "01"            "024"            "021"            "024" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>            "021"             "01"          "02213"             "01"          "02221" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>            "021"            "024"            "024"          "02223"             "01" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>            "024"          "02221"             "01"          "02221"            "021" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>          "02222"          "02222"             "01"            "024"             "01" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>            "024"            "024"            "024"          "02221"            "024" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>          "02221"             "01"             "01"             "01"            "024" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>            "021"            "024"          "02221"          "02222"            "024" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>          "02222"          "02221"            "024"            "024"             "01" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>          "02221"            "021"            "024"          "02222"             "01" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>            "024"            "021"          "02223"          "02221"             "01" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>            "024"          "02221"          "02221"          "02222"             "01" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>            "024"            "024"            "024"            "021"          "02222" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>          "02222"          "02222"          "02221"            "024"            "024" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>          "02222"          "02221"            "024"            "024"          "02222" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>            "024"             "01"            "024"            "021"            "024" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>          "02221"            "021"             "01"             "01"          "02221" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>             "01"             "01"             "01"          "02222"          "02222" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>            "024"            "024"          "02221"            "024"            "024" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>          "02221"            "024"            "024"           "0231"             "01" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>          "02221"          "02221"             "01"            "024"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>            "024"            "021"            "021"            "024"             "01" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>             "01"            "024"          "02221"             "01"             "01" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>            "024"           "0231"            "024"          "02223"             "01" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"            "024"            "024"             "01"            "024" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>            "024"            "024"             "01"            "024"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 6027))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>             "01"            "021"            "021"          "02212"           "0232" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>            "021"           "0232"           "0232"           "0232"           "0232" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"            "024"             "01"            "021" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>             "01"             "01"             "01"            "021"            "024" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>           "0232"           "0232"            "021"          "02212"             "01" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>           "0232"             "01"             "01"           "0232"            "024" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>             "01"          "02212"           "0232"           "0232"           "0233" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>            "021"             "01"           "0232"            "021"            "024" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>             "01"           "0232"           "0232"          "02212"             "01" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>           "0233"           "0232"           "0232"           "0233"            "024" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>           "0233"           "0232"           "0232"           "0232"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>            "021"           "0232"             "01"            "021"           "0232" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>           "0232"           "0233"             "01"           "0232"            "024" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>             "01"           "0233"            "021"            "024"           "0233" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>           "0232"             "01"             "01"           "0232"            "021" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>             "01"            "024"             "01"           "0233"            "021" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>             "01"           "0232"             "01"           "0232"             "01" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>            "021"             "01"           "0232"             "01"             "01" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>           "0232"           "0232"             "01"           "0232"           "0232" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"           "0232"          "02212"            "021"             "01" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>            "021"           "0232"            "024"             "01"            "024" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>             "01"            "021"           "0233"             "01"             "01" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>           "0232"            "021"             "01"           "0232"             "01" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>             "01"           "0232"           "0232"           "0232"             "01" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"             "01"            "021"            "024"           "0232" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>             "01"           "0232"             "01"             "01"             "01" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"            "024"             "01"             "01"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>           "0233"           "0233"          "02212"           "0231"             "01" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>           "0232"            "021"          "02212"             "01"            "021" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>           "0233"            "021"             "01"           "0232"            "021" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>             "01"           "0232"             "01"           "0232"            "021" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>           "0232"             "01"             "01"            "021"           "0232" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>            "021"           "0232"           "0233"            "024"           "0232" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>           "0233"           "0233"           "0232"           "0233"           "0232" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>             "01"            "021"             "01"            "021"           "0232" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>           "0232"           "0232"           "0233"           "0232"           "0233" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>            "024"          "02212"             "01"           "0232"           "0232" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>             "01"            "024"           "0232"             "01"            "024" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>           "0232"             "01"             "01"           "0232"            "021" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>           "0232"           "0233"             "01"            "021"             "01" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>           "0232"           "0232"           "0233"            "021"            "021" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>             "01"           "0233"           "0232"           "0233"            "021" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>           "0232"             "01"             "01"            "021"             "01" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>             "01"             "01"           "0233"            "021"           "0232" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>           "0232"            "021"           "0232"             "01"           "0232" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>            "021"            "021"          "02212"           "0232"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>           "0232"           "0232"            "024"            "021"           "0232" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>            "021"            "021"           "0232"            "021"           "0232" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>           "0233"             "01"             "01"            "021"             "01" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>             "01"             "01"           "0232"            "024"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>             "01"             "01"           "0233"           "0232"           "0232" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>            "024"           "0233"            "021"             "01"           "0232" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>           "0232"           "0232"           "0232"             "01"           "0232" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>           "0233"            "021"            "021"            "024"            "024" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>             "01"           "0232"             "01"             "01"           "0232" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>           "0232"             "01"           "0233"           "0233"           "0233" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>             "01"            "021"           "0232"             "01"           "0232" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"             "01"            "024"           "0232"             "01" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>             "01"             "01"             "01"             "01"           "0232" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>             "01"           "0232"           "0233"             "01"           "0232" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>            "021"           "0232"           "0232"           "0233"             "01" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>           "0232"             "01"           "0233"           "0232"            "021" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>             "01"            "021"          "02212"          "02212"           "0232" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>           "0232"           "0233"             "01"           "0232"           "0222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>           "0232"            "021"           "0232"           "0232"           "0232" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>             "01"           "0232"           "0232"             "01"           "0232" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>           "0232"           "0232"            "021"           "0232"            "024" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>            "024"            "021"             "01"           "0232"           "0232" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>            "024"           "0232"             "01"             "01"           "0232" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>           "0232"            "021"           "0232"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"           "0232"           "0232"          "02212"             "01" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>             "01"             "01"             "01"           "0232"             "01" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>             "01"            "024"           "0232"             "01"             "01" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>            "021"             "01"             "01"             "01"           "0233" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"           "0232"           "0232"            "021" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>             "01"             "01"          "02212"             "01"           "0232" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>             "01"            "024"           "0231"            "021"           "0232" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>            "021"           "0232"             "01"           "0232"            "024" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>             "01"           "0232"           "0232"             "01"           "0233" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>           "0233"             "01"             "01"            "024"           "0233" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>           "0232"          "02212"             "01"             "01"           "0233" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"           "0233"           "0233"           "0232"             "01" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>             "01"             "01"           "0232"           "0233"           "0232" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>             "01"            "021"             "01"           "0232"             "01" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>           "0232"           "0232"           "0232"           "0233"             "01" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>             "01"           "0232"          "02212"            "021"           "0232" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>            "021"             "01"            "021"             "01"           "0232" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>           "0233"            "024"           "0232"            "021"            "021" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>            "024"           "0232"            "021"           "0232"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>           "0232"             "01"             "01"             "01"           "0232" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>            "024"           "0232"             "01"             "01"             "01" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>             "01"             "01"            "021"          "02212"           "0233" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>            "024"             "01"             "01"           "0232"            "024" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>           "0232"             "01"            "021"            "021"           "0222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>           "0232"            "024"             "01"             "01"             "01" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>             "01"           "0232"           "0232"             "01"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>           "0233"           "0232"            "021"            "021"             "01" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>             "01"             "01"             "01"            "024"             "01" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>           "0233"             "01"             "01"             "01"           "0232" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>           "0232"             "01"             "01"             "01"             "01" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>             "01"             "01"          "02212"            "024"             "01" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>           "0232"             "01"           "0232"             "01"           "0232" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>            "024"             "01"             "01"           "0232"             "01" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>             "01"           "0232"          "02212"           "0232"           "0232" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>             "01"           "0233"           "0232"           "0232"           "0233" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>             "01"            "024"             "01"           "0232"             "01" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>           "0232"           "0232"           "0232"           "0232"             "01" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>           "0232"             "01"            "024"           "0232"           "0233" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>           "0233"           "0233"             "01"             "01"           "0232" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>           "0232"          "02212"           "0233"            "021"             "01" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>           "0232"            "024"            "024"           "0233"           "0232" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>            "024"           "0232"             "01"           "0232"             "01" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>            "021"             "01"           "0232"             "01"            "024" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>             "01"             "01"           "0231"           "0233"           "0232" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>            "021"             "01"            "021"            "021"           "0232" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>           "0233"           "0232"            "021"             "01"           "0232" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"           "0232"             "01"           "0232"             "01" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>            "024"           "0233"             "01"           "0233"           "0232" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>            "024"           "0233"             "01"           "0232"           "0232" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"             "01"           "0233"             "01"           "0232" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>           "0232"             "01"           "0232"             "01"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>             "01"            "021"           "0232"           "0233"           "0233" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>             "01"           "0232"           "0232"           "0232"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>             "01"             "01"             "01"             "01"            "024" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>             "01"           "0233"           "0232"             "01"           "0233" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>             "01"             "01"             "01"           "0232"           "0232" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>             "01"            "024"            "021"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>           "0233"           "0233"             "01"            "021"           "0232" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>             "01"           "0232"           "0232"           "0233"           "0232" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"            "021"             "01"            "024"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>             "01"           "0233"             "01"            "024"             "01" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>             "01"             "01"           "0232"             "01"           "0232" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>             "01"          "02212"             "01"            "024"             "01" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>           "0232"           "0232"           "0231"            "021"            "021" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"           "0232"             "01"           "0232"            "021" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>             "01"             "01"           "0232"           "0233"           "0232" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>           "0232"           "0233"           "0233"             "01"           "0233" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>           "0232"            "024"             "01"            "021"           "0232" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>            "021"            "021"           "0232"             "01"           "0232" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>            "024"             "01"           "0233"           "0232"           "0232" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>           "0233"          "02212"           "0233"           "0233"            "024" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>            "024"             "01"           "0232"             "01"           "0232" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>           "0232"            "024"          "02212"             "01"           "0232" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>           "0232"           "0232"             "01"           "0232"           "0232" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"             "01"           "0232"           "0233"             "01" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>             "01"            "021"             "01"             "01"           "0232" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>             "01"           "0232"            "024"            "024"             "01" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>            "024"             "01"             "01"          "02212"           "0232" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>            "021"             "01"           "0232"             "01"            "021" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>           "0232"           "0232"           "0233"           "0232"           "0232" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>           "0232"          "02212"           "0232"          "02212"           "0232" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>           "0232"             "01"             "01"             "01"            "021" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>           "0232"           "0232"            "021"            "021"             "01" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>            "021"            "021"            "021"            "021"            "021" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>            "021"            "024"             "01"             "01"             "01" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>            "021"            "021"             "01"           "0232"          "02211" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"             "01"            "021"             "01"           "0232" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>            "021"             "01"           "0232"             "01"            "021" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>            "021"          "02234"           "0232"             "01"            "021" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>             "01"             "01"           "0232"            "021"           "0232" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>           "0232"             "01"             "01"             "01"            "024" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>           "0232"           "0232"           "0232"            "021"             "01" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>           "0232"           "0232"           "0232"          "02212"            "021" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>             "01"             "01"            "021"            "021"            "021" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>             "01"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>             "01"             "01"            "021"             "01"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>             "01"          "02211"           "0231"            "021"           "0231" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"          "02211"          "02233"            "021"          "02211" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>          "02211"             "01"            "021"            "021"           "0231" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>             "01"            "021"          "02211"           "0231"             "01" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>           "0231"           "0231"             "01"             "01"           "0231" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>            "021"          "02211"           "0231"            "021"             "01" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>            "024"             "01"          "02211"           "0232"           "0232" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"            "024"          "02211"            "024"            "021" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>            "021"             "01"            "024"           "0231"            "024" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"          "02211"          "02232"             "01"           "0231" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>             "01"            "021"             "01"             "01"          "02211" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>             "01"          "02211"             "01"            "021"            "021" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"          "02211"             "01"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>           "0231"             "01"           "0231"          "02232"             "01" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>             "01"             "01"          "02211"             "01"            "024" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>             "01"             "01"          "02211"           "0231"           "0231" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>            "021"            "021"          "02211"           "0231"            "024" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>             "01"           "0231"          "02213"          "02211"             "01" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>          "02211"          "02213"           "0231"          "02211"             "01" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"            "021"            "021"             "01"            "024" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>             "01"             "01"           "0231"             "01"           "0231" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>           "0231"           "0231"             "01"            "021"            "021" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>             "01"            "021"          "02211"            "021"            "021" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>             "01"          "02213"             "01"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>             "01"            "021"            "021"             "01"             "01" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>             "01"           "0231"          "02213"            "021"             "01" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>            "021"             "01"            "021"           "0231"             "01" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>           "0231"          "02213"          "02231"            "024"             "01" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>           "0231"            "024"            "024"             "01"            "021" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>            "021"          "02211"          "02212"           "0231"           "0222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>           "0231"          "02213"          "02213"          "02231"             "01" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"          "02211"            "021"             "01"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>          "02211"          "02211"          "02233"            "021"            "024" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>          "02211"             "01"          "02231"           "0231"            "021" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>             "01"             "01"             "01"           "0231"           "0231" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>             "01"          "02232"            "021"            "021"           "0231" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>           "0231"           "0231"          "02233"           "0231"             "01" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>            "024"             "01"           "0231"           "0231"            "024" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"           "0231"           "0231"             "01"          "02211" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>             "01"             "01"             "01"             "01"           "0231" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>             "01"             "01"            "024"            "021"           "0232" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>             "01"          "02232"             "01"           "0231"            "024" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>             "01"          "02211"          "02233"            "024"             "01" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>             "01"            "021"            "024"             "01"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>            "021"           "0231"           "0231"             "01"          "02211" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>           "0231"             "01"             "01"            "021"          "02211" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"             "01"          "02232"           "0231"          "02211" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>            "021"          "02213"          "02232"           "0231"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"             "01"            "021"          "02211"          "02211" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>           "0231"          "02213"          "02211"             "01"             "01" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>           "0231"           "0231"             "01"          "02211"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"           "0231"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>          "02211"          "02213"          "02213"             "01"             "01" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>          "02211"            "024"            "021"             "01"             "01" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>             "01"             "01"           "0231"           "0231"             "01" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>             "01"          "02211"            "024"            "021"             "01" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"             "01"          "02233"          "02211"            "021" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"             "01"            "021"          "02211" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>          "02211"           "0231"             "01"            "024"             "01" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>            "021"             "01"           "0231"          "02213"           "0232" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"          "02211"           "0231"           "0231"             "01" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>           "0231"             "01"             "01"             "01"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>            "024"             "01"            "021"           "0231"          "02211" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>          "02211"          "02211"           "0232"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>           "0231"             "01"            "021"             "01"            "024" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>             "01"             "01"            "021"          "02211"           "0231" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"           "0231"          "02212"           "0231"            "021" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>          "02211"           "0231"          "02234"          "02231"            "021" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>             "01"            "021"             "01"            "024"             "01" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>             "01"            "024"          "02211"           "0231"            "024" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>             "01"          "02213"           "0231"          "02213"             "01" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>             "01"             "01"          "02211"             "01"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>             "01"           "0231"            "024"            "024"           "0231" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>          "02211"          "02213"           "0222"             "01"             "01" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>             "01"            "021"             "01"             "01"             "01" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>             "01"             "01"             "01"             "01"            "021" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>            "024"          "02232"             "01"          "02211"          "02211" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>             "01"            "024"          "02233"             "01"             "01" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"             "01"             "01"            "024" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"             "01"             "01"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>             "01"             "01"            "021"          "02232"             "01" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>          "02211"          "02212"          "02211"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>          "02211"          "02231"          "02232"            "021"             "01" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"          "02211"             "01"             "01"             "01" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>             "01"          "02231"             "01"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>             "01"          "02211"             "01"             "01"             "01" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>            "021"             "01"          "02211"             "01"          "02211" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>          "02211"          "02233"             "01"             "01"            "021" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>             "01"             "01"             "01"             "01"          "02211" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"          "02211"             "01"            "024"            "024" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"            "024"             "01"             "01"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"             "01"            "024"           "0231"             "01" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"             "01"          "02231"          "02211"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>             "01"          "02211"          "02211"             "01"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>             "01"          "02231"          "02231"            "021"           "0231" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>             "01"          "02231"          "02231"             "01"             "01" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"             "01"             "01"             "01"             "01" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"          "02211"          "02211"           "0231"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"             "01"          "02211"          "02213"             "01" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>             "01"             "01"           "0231"           "0231"             "01" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>             "01"          "02211"           "0231"          "02211"             "01" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"             "01"          "02232"          "02211"          "02211" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>             "01"          "02211"          "02211"            "024"             "01" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"          "02211"           "0231"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>             "01"          "02211"             "01"            "024"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>             "01"            "024"             "01"             "01"          "02211" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>          "02211"             "01"          "02233"          "02231"           "0231" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"            "024"            "024"             "01"          "02211" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>             "01"          "02213"            "024"           "0231"          "02211" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>           "0231"             "01"          "02232"            "024"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"             "01"          "02211"             "01"             "01" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>             "01"           "0231"             "01"          "02231"          "02211" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"            "024"             "01"             "01"             "01" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>             "01"            "024"             "01"           "0231"            "024" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>             "01"             "01"             "01"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>             "01"             "01"          "02211"             "01"             "01" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"            "024"          "02233"            "021"            "021" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>             "01"            "024"          "02212"             "01"             "01" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>            "024"          "02211"             "01"           "0231"             "01" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>           "0231"             "01"             "01"             "01"            "024" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"            "021"            "024"          "02232"            "024" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"             "01"             "01" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>          "02211"           "0231"          "02231"             "01"             "01" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"             "01"          "02211"             "01" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>             "01"          "02211"             "01"             "01"            "021" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>            "024"             "01"             "01"            "024"          "02211" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>           "0231"           "0231"            "024"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"             "01"          "02231"             "01" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"             "01"             "01"             "01" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>             "01"             "01"             "01"          "02211"            "021" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>             "01"             "01"            "024"             "01"          "02211" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>            "024"             "01"          "02211"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>            "024"             "01"           "0231"            "024"             "01" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>             "01"           "0231"          "02211"          "02231"             "01" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"             "01"             "01"            "021"             "01" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>             "01"          "02231"           "0231"             "01"             "01" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>             "01"          "02213"             "01"             "01"            "021" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"             "01"            "024"            "024" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>             "01"          "02211"          "02232"             "01"             "01" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"            "021"            "021"            "024" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>             "01"             "01"          "02211"           "0231"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>             "01"          "02231"            "024"          "02211"             "01" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>           "0231"          "02231"             "01"            "021"          "02211" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>             "01"             "01"          "02232"          "02211"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>           "0231"             "01"            "021"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>             "01"            "024"            "024"          "02211"             "01" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"            "024"             "01"             "01"             "01" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"             "01"             "01"             "01"             "01" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>            "024"             "01"             "01"             "01"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>             "01"           "0231"             "01"             "01"           "0231" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>           "0231"             "01"             "01"            "021"            "024" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>             "01"             "01"           "0231"            "024"            "021" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>           "0231"            "024"             "01"            "024"            "021" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"             "01"             "01"             "01"            "024" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>           "0231"            "024"             "01"             "01"             "01" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>            "021"            "021"            "024"            "021"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>            "024"             "01"          "02212"             "01"            "021" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>             "01"           "0231"            "021"            "021"             "01" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>           "0231"            "021"             "01"           "0231"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>            "021"             "01"             "01"            "021"            "024" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>            "021"             "01"             "01"            "021"           "0231" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>             "01"            "021"            "024"            "021"             "01" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>             "01"            "021"            "024"            "024"             "01" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>            "021"            "024"            "024"             "01"           "0231" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>             "01"             "01"             "01"            "021"             "01" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>             "01"           "0231"            "021"             "01"             "01" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>            "024"            "024"           "0231"            "021"             "01" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>            "024"            "024"            "021"            "021"             "01" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>             "01"             "01"             "01"             "01"            "021" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>             "01"             "01"            "021"            "024"            "021" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>            "024"             "01"            "021"             "01"            "024" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>             "01"             "01"           "0231"          "02231"            "021" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>          "02211"             "01"            "021"           "0231"           "0231" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>            "021"            "024"             "01"            "024"             "01" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>            "021"             "01"             "01"           "0231"            "021" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>             "01"          "02233"             "01"            "021"            "021" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>             "01"             "01"            "024"            "021"           "0231" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>            "024"             "01"             "01"             "01"           "0231" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>            "021"             "01"           "0231"             "01"            "021" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>            "024"           "0231"             "01"           "0231"             "01" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>            "024"             "01"          "02232"             "01"             "01" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>            "024"            "021"             "01"             "01"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>            "021"             "01"            "024"            "021"            "021" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>            "021"           "0231"            "024"            "024"           "0231" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>            "024"             "01"            "021"             "01"            "024" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>            "021"            "024"            "024"             "01"             "01" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>             "01"             "01"          "02233"            "024"            "021" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>            "024"            "024"             "01"            "021"           "0231" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>             "01"            "024"            "024"            "024"             "01" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>            "024"             "01"           "0231"            "021"            "024" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>           "0231"            "024"             "01"             "01"             "01" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>            "021"            "024"           "0231"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>            "021"             "01"             "01"            "021"             "01" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>             "01"             "01"           "0231"            "021"           "0231" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>            "021"           "0231"             "01"             "01"             "01" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>             "01"            "024"            "021"             "01"             "01" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>           "0231"            "024"             "01"           "0231"             "01" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>             "01"            "024"            "021"             "01"            "024" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>            "024"             "01"             "01"            "024"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>            "024"            "024"            "021"            "024"            "021" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>             "01"            "024"            "021"            "024"            "024" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>             "01"            "021"            "024"            "021"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>            "021"             "01"             "01"            "024"            "024" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>            "021"             "01"          "02211"             "01"            "024" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>             "01"            "021"            "024"             "01"             "01" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>           "0231"             "01"             "01"            "024"             "01" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>           "0231"           "0231"             "01"             "01"            "024" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>            "021"           "0231"             "01"            "021"             "01" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>             "01"            "021"            "024"            "021"           "0231" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>            "024"             "01"            "021"            "021"             "01" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>             "01"           "0231"             "01"            "024"            "021" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>            "024"           "0231"            "024"            "021"             "01" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>             "01"            "024"            "021"            "024"             "01" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>             "01"           "0231"             "01"             "01"            "021" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>             "01"            "021"             "01"            "024"            "024" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>            "021"            "024"            "024"            "021"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"             "01"            "024"             "01"             "01" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>            "024"             "01"            "024"             "01"             "01" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>             "01"             "01"             "01"          "02211"             "01" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>             "01"             "01"            "021"           "0231"             "01" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>             "01"             "01"             "01"             "01"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>            "021"             "01"             "01"             "01"             "01" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>             "01"          "02211"            "021"            "021"             "01" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"             "01"          "02233"           "0231"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>            "024"            "021"             "01"            "021"            "024" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>            "021"             "01"             "01"             "01"             "01" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>             "01"             "01"             "01"           "0231"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>            "021"            "024"             "01"          "02232"           "0231" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>           "0231"             "01"          "02211"             "01"             "01" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"            "024"          "02213"             "01"             "01" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>             "01"             "01"             "01"             "01"           "0231" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>             "01"             "01"           "0231"             "01"             "01" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>            "024"             "01"          "02232"            "021"             "01" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>             "01"            "021"             "01"             "01"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>             "01"             "01"          "02233"             "01"             "01" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>             "01"          "02233"             "01"             "01"             "01" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>            "021"             "01"             "01"             "01"             "01" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>             "01"             "01"            "021"           "0231"             "01" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>             "01"             "01"             "01"           "0231"             "01" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>             "01"             "01"            "021"             "01"           "0231" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>           "0231"             "01"           "0231"             "01"             "01" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>            "021"             "01"             "01"             "01"          "02211" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>             "01"             "01"            "024"            "021"             "01" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"            "024"             "01"             "01"             "01" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>             "01"             "01"            "021"             "01"            "024" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>          "02211"            "021"          "02211"             "01"             "01" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>             "01"             "01"             "01"             "01"            "021" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"             "01"             "01"             "01"            "024" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>             "01"             "01"             "01"            "024"            "021" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>             "01"             "01"             "01"             "01"           "0231" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>             "01"             "01"             "01"             "01"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>            "024"             "01"          "02234"           "0231"             "01" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>             "01"             "01"           "0231"             "01"             "01" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"             "01"             "01"             "01"             "01" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>             "01"          "02211"             "01"             "01"             "01" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>            "024"             "01"             "01"             "01"          "02211" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>            "021"             "01"             "01"            "021"             "01" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>            "021"             "01"          "02232"             "01"             "01" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>             "01"             "01"             "01"            "021"             "01" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>             "01"             "01"             "01"             "01"          "02211" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>             "01"             "01"             "01"          "02233"            "021" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>             "01"             "01"            "021"           "0231"             "01" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>             "01"             "01"             "01"             "01"            "024" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"             "01"             "01"             "01"             "01" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>           "0231"             "01"             "01"             "01"             "01" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>             "01"            "021"            "021"             "01"            "021" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>            "021"            "021"            "021"            "021"            "021" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>             "01"          "02212"            "021"            "021"            "021" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>            "021"             "01"             "01"             "01"             "01" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>             "01"             "01"             "01"            "021"             "01" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>             "01"             "01"             "01"           "0222"            "021" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>             "01"            "021"             "01"            "021"            "021" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>            "021"             "01"            "021"             "01"            "024" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>            "021"            "021"            "021"            "021"           "0222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>             "01"             "01"            "021"            "021"             "01" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>             "01"            "021"           "0222"            "021"           "0222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>             "01"            "021"             "01"             "01"             "01" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>             "01"            "021"             "01"             "01"             "01" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>            "021"            "021"            "021"             "01"             "01" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>            "021"            "024"            "021"             "01"            "021" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>            "021"            "021"            "021"            "024"            "021" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>             "01"            "021"            "021"             "01"             "01" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>            "021"             "01"            "021"            "021"            "021" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>           "0232"            "021"             "01"             "01"             "01" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>            "021"            "021"            "021"           "0222"             "01" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>             "01"            "021"            "024"            "021"            "021" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>            "021"             "01"            "021"             "01"             "01" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>            "021"             "01"            "021"            "021"            "021" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>            "021"            "021"           "0222"             "01"            "021" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>            "021"            "021"            "021"            "021"            "021" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>             "01"            "021"            "021"            "021"             "01" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>            "021"            "021"            "021"            "021"             "01" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>             "01"             "01"            "021"            "021"             "01" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>             "01"             "01"            "021"            "021"            "021" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>             "01"            "021"            "021"             "01"            "021" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>            "021"             "01"            "021"            "021"            "021" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>             "01"          "02212"            "021"             "01"            "021" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>             "01"            "021"            "021"             "01"             "01" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>            "021"            "021"             "01"            "021"             "01" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>            "021"             "01"             "01"            "021"            "021" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>             "01"            "021"           "0222"            "021"             "01" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>             "01"            "024"             "01"            "021"             "01" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>            "021"            "021"             "01"            "024"            "024" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>           "0222"             "01"            "021"             "01"             "01" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>             "01"            "021"             "01"            "021"            "024" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>             "01"             "01"            "021"            "021"            "021" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>            "021"             "01"             "01"            "024"             "01" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>            "024"            "021"            "024"            "021"            "021" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>            "021"             "01"             "01"             "01"             "01" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>             "01"            "021"            "021"            "021"             "01" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>            "021"            "021"             "01"             "01"            "021" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>            "021"            "024"            "021"            "021"             "01" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>           "0222"             "01"            "021"            "021"            "024" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>             "01"            "024"             "01"             "01"            "021" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>             "01"             "01"             "01"            "021"           "0222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>             "01"            "021"             "01"             "01"            "024" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>             "01"            "021"             "01"            "021"            "021" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>             "01"            "021"            "021"             "01"             "01" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>            "021"             "01"            "021"             "01"            "024" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>            "021"            "021"             "01"            "021"             "01" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>             "01"             "01"            "021"             "01"           "0222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>            "021"           "0222"             "01"            "021"             "01" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>             "01"            "021"            "021"             "01"             "01" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>            "024"            "021"            "021"            "021"             "01" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>            "024"            "021"            "021"            "021"             "01" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>            "021"             "01"            "021"            "021"             "01" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>             "01"             "01"            "021"             "01"             "01" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>             "01"            "024"            "021"            "024"             "01" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>            "021"            "021"            "021"            "021"             "01" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>             "01"            "021"           "0222"            "021"             "01" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>            "021"            "021"            "021"             "01"             "01" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>             "01"             "01"             "01"            "021"            "024" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>             "01"             "01"            "021"             "01"             "01" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>             "01"            "021"            "021"            "021"             "01" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>            "021"            "021"            "021"             "01"            "021" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>            "021"             "01"            "021"             "01"             "01" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>            "021"            "024"            "021"            "021"            "021" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>           "0222"            "024"             "01"             "01"            "024" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>            "024"             "01"            "021"            "021"            "021" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>            "024"             "01"             "01"           "0222"           "0222" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>           "0222"           "0222"           "0222"            "024"            "024" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>            "024"             "01"            "024"           "0222"            "024" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>            "024"           "0222"            "024"             "01"             "01" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>           "0222"            "024"            "024"            "024"             "01" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>           "0222"             "01"             "01"             "01"           "0231" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>            "024"             "01"           "0222"            "024"            "024" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>            "024"            "021"             "01"            "024"            "021" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>           "0222"           "0222"            "021"             "01"             "01" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>           "0222"            "024"             "01"            "024"           "0222" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>           "0222"            "024"           "0222"           "0222"            "024" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>            "024"            "021"            "024"             "01"            "021" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>             "01"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>             "01"             "01"            "024"            "024"           "0231" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>             "01"            "024"           "0222"             "01"             "01" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>             "01"             "01"           "0222"             "01"           "0222" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>            "024"          "02213"           "0222"            "024"            "024" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>           "0222"           "0222"            "021"            "024"             "01" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>            "024"            "024"            "021"            "024"           "0231" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>             "01"            "024"            "024"            "024"             "01" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>            "024"             "01"            "024"            "024"           "0222" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>            "024"            "024"            "024"            "024"           "0222" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>             "01"            "024"            "021"            "024"           "0222" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>             "01"           "0222"             "01"           "0222"             "01" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>            "024"            "024"           "0222"            "024"            "021" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>           "0222"            "024"            "024"           "0222"            "024" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>           "0222"            "024"            "021"           "0222"            "024" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>            "024"           "0222"           "0222"            "021"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>            "021"            "021"            "021"             "01"             "01" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>           "0222"            "024"             "01"            "024"             "01" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>            "021"            "024"           "0222"            "024"            "024" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>            "021"           "0222"            "024"           "0222"           "0222" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>             "01"            "024"            "024"            "024"            "024" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>           "0222"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>           "0222"           "0222"            "024"             "01"             "01" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>            "024"            "024"             "01"            "024"            "024" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>            "024"            "024"            "021"             "01"           "0222" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>           "0222"            "024"           "0222"             "01"            "024" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>            "024"           "0222"           "0222"             "01"            "024" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>            "024"             "01"           "0222"           "0222"             "01" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>            "024"             "01"           "0222"           "0222"             "01" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>           "0222"            "024"            "021"            "024"           "0222" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>            "024"            "024"            "024"            "024"            "021" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>           "0222"           "0222"            "021"            "024"             "01" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>            "021"          "02213"            "024"            "024"           "0231" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>           "0222"             "01"            "021"           "0222"           "0222" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>           "0222"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>            "021"             "01"            "021"           "0222"             "01" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>           "0222"            "021"           "0222"             "01"           "0222" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>            "021"            "024"            "024"             "01"           "0222" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>             "01"             "01"           "0222"           "0222"             "01" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"             "01"             "01"           "0222"            "024" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>           "0222"            "024"            "024"            "024"           "0222" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>           "0222"           "0222"           "0222"            "024"           "0222" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>            "024"           "0222"            "024"             "01"           "0222" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>             "01"            "024"            "024"            "024"            "021" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>           "0222"            "024"             "01"            "021"           "0222" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>           "0222"           "0222"            "024"             "01"           "0222" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>            "024"             "01"           "0222"           "0231"            "024" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>           "0222"           "0222"             "01"            "021"            "024" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>            "024"            "021"            "024"            "024"            "024" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>            "024"            "024"           "0222"            "024"            "024" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>           "0222"           "0222"             "01"             "01"           "0222" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>           "0222"             "01"            "024"            "024"            "021" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>            "024"           "0222"            "024"            "024"             "01" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"            "024"            "024"            "024"           "0222" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>             "01"             "01"            "024"           "0222"             "01" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>            "024"             "01"           "0222"             "01"            "024" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>           "0222"           "0222"           "0222"             "01"           "0222" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>             "01"             "01"             "01"             "01"             "01" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>            "024"           "0222"            "024"            "024"            "024" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>             "01"            "021"            "024"           "0222"            "021" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"            "021"             "01"           "0222"           "0222" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>            "024"             "01"             "01"             "01"            "024" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>             "01"           "0222"            "024"             "01"             "01" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>           "0222"           "0222"           "0222"            "024"            "024" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>            "024"             "01"            "021"           "0222"           "0222" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>            "021"             "01"             "01"           "0231"            "024" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>             "01"           "0222"            "024"             "01"           "0222" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>           "0222"             "01"           "0222"            "024"            "021" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>           "0222"           "0222"           "0222"             "01"           "0222" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>             "01"             "01"             "01"             "01"           "0231" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>            "024"           "0231"            "021"           "0231"            "024" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>            "024"            "021"           "0222"             "01"            "024" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>           "0222"            "024"            "024"           "0222"            "021" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>           "0222"             "01"           "0222"            "024"            "021" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>             "01"           "0222"           "0222"            "024"             "01" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>             "01"            "024"            "024"           "0222"             "01" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>            "024"           "0231"             "01"            "021"           "0222" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>            "024"             "01"             "01"            "024"           "0222" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>            "024"             "01"            "024"             "01"             "01" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>            "024"             "01"            "024"            "024"             "01" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>            "024"             "01"            "024"             "01"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>            "024"           "0222"            "024"            "021"            "024" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>           "0222"            "021"             "01"            "024"           "0222" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>           "0222"             "01"           "0222"           "0222"             "01" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>           "0222"           "0222"            "021"           "0222"           "0222" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>            "024"            "024"            "021"            "024"            "021" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>             "01"            "021"           "0222"             "01"            "024" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>           "0222"            "024"             "01"            "024"            "024" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>           "0222"           "0222"            "024"           "0222"            "024" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>           "0222"            "024"          "02213"            "021"            "021" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>             "01"           "0222"           "0222"            "024"           "0222" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>             "01"            "024"           "0222"           "0222"             "01" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>           "0222"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>             "01"          "02213"           "0222"            "021"            "024" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>             "01"            "024"            "024"             "01"           "0222" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"           "0222"            "024"            "024"             "01" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>           "0222"             "01"            "024"             "01"           "0222" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>           "0222"             "01"             "01"             "01"           "0222" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>             "01"           "0222"            "024"          "02213"           "0222" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>            "024"             "01"             "01"             "01"           "0231" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>            "024"            "024"           "0222"            "024"            "024" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>            "024"          "02212"            "024"             "01"           "0231" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>           "0222"            "024"             "01"            "024"           "0222" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>            "024"             "01"            "024"           "0222"             "01" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>            "024"           "0222"            "024"            "021"           "0222" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>             "01"            "024"             "01"            "024"           "0222" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>            "024"             "01"           "0222"            "024"           "0222" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>           "0222"           "0231"            "024"            "021"             "01" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>           "0222"            "024"            "024"           "0222"            "024" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>             "01"           "0222"             "01"            "021"           "0222" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>           "0222"             "01"            "024"            "021"            "024" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>            "021"             "01"          "02213"             "01"           "0222" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>            "021"            "024"            "024"           "0222"             "01" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>            "024"           "0222"             "01"           "0222"            "021" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>           "0222"           "0222"             "01"            "024"             "01" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>            "024"            "024"            "024"           "0222"            "024" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>           "0222"             "01"             "01"             "01"            "024" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>            "021"            "024"           "0222"           "0222"            "024" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>           "0222"           "0222"            "024"            "024"             "01" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>           "0222"            "021"            "024"           "0222"             "01" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>            "024"            "021"           "0222"           "0222"             "01" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>            "024"           "0222"           "0222"           "0222"             "01" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>            "024"            "024"            "024"            "021"           "0222" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>           "0222"           "0222"           "0222"            "024"            "024" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>           "0222"           "0222"            "024"            "024"           "0222" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>            "024"             "01"            "024"            "021"            "024" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>           "0222"            "021"             "01"             "01"           "0222" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>             "01"             "01"             "01"           "0222"           "0222" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>            "024"            "024"           "0222"            "024"            "024" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>           "0222"            "024"            "024"           "0231"             "01" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>           "0222"           "0222"             "01"            "024"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>            "024"            "021"            "021"            "024"             "01" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>             "01"            "024"           "0222"             "01"             "01" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>            "024"           "0231"            "024"           "0222"             "01" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"            "024"            "024"             "01"            "024" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>            "024"            "024"             "01"            "024"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 7097))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>             "01"            "021"            "021"          "02212"            "023" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>            "021"            "023"            "023"            "023"            "023" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"          "02232"            "024"             "01"            "021" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>             "01"             "01"             "01"            "021"            "024" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>            "023"            "023"            "021"          "02212"             "01" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>            "023"             "01"             "01"            "023"            "024" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>             "01"          "02212"            "023"            "023"            "023" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>            "021"             "01"            "023"            "021"            "024" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>             "01"            "023"            "023"          "02212"             "01" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>            "023"            "023"            "023"            "023"            "024" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>            "023"            "023"            "023"            "023"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>            "021"            "023"             "01"            "021"            "023" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>            "023"            "023"             "01"            "023"            "024" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>             "01"            "023"            "021"            "024"            "023" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>            "023"             "01"             "01"            "023"            "021" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>             "01"            "024"             "01"            "023"            "021" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>             "01"            "023"             "01"            "023"             "01" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>            "021"             "01"            "023"             "01"             "01" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>            "023"            "023"             "01"            "023"            "023" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"            "023"          "02212"            "021"             "01" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>            "021"            "023"            "024"             "01"            "024" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>             "01"            "021"            "023"             "01"             "01" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>            "023"            "021"             "01"            "023"             "01" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>             "01"            "023"            "023"            "023"             "01" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"             "01"            "021"            "024"            "023" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>             "01"            "023"             "01"             "01"             "01" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"            "024"             "01"             "01"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>            "023"            "023"          "02212"            "023"             "01" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>            "023"            "021"          "02212"             "01"            "021" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>            "023"            "021"             "01"            "023"            "021" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>             "01"            "023"             "01"            "023"            "021" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>            "023"             "01"             "01"            "021"            "023" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>            "021"            "023"            "023"            "024"            "023" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>            "023"            "023"            "023"            "023"            "023" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>             "01"            "021"             "01"            "021"            "023" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>            "023"            "023"            "023"            "023"            "023" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>            "024"          "02212"             "01"            "023"            "023" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>             "01"            "024"            "023"             "01"            "024" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>            "023"             "01"             "01"            "023"            "021" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>            "023"            "023"             "01"            "021"             "01" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>            "023"            "023"            "023"            "021"            "021" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>             "01"            "023"            "023"            "023"            "021" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>            "023"             "01"             "01"            "021"             "01" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>             "01"             "01"            "023"            "021"            "023" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>            "023"            "021"            "023"             "01"            "023" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>            "021"            "021"          "02212"            "023"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>            "023"            "023"            "024"            "021"            "023" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>            "021"            "021"            "023"            "021"            "023" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>            "023"             "01"             "01"            "021"             "01" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>             "01"             "01"            "023"            "024"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>             "01"             "01"            "023"            "023"            "023" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>            "024"            "023"            "021"             "01"            "023" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>            "023"            "023"            "023"             "01"            "023" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>            "023"            "021"            "021"            "024"            "024" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>             "01"            "023"             "01"             "01"            "023" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>            "023"             "01"            "023"            "023"            "023" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>             "01"            "021"            "023"             "01"            "023" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"             "01"            "024"            "023"             "01" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>             "01"             "01"             "01"             "01"            "023" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>             "01"            "023"            "023"             "01"            "023" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>            "021"            "023"            "023"            "023"             "01" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>            "023"             "01"            "023"            "023"            "021" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>             "01"            "021"          "02212"          "02212"            "023" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>            "023"            "023"             "01"            "023"           "0222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>            "023"            "021"            "023"            "023"            "023" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>             "01"            "023"            "023"             "01"            "023" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>            "023"            "023"            "021"            "023"            "024" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>            "024"            "021"             "01"            "023"            "023" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>            "024"            "023"             "01"             "01"            "023" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>            "023"            "021"            "023"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"            "023"            "023"          "02212"             "01" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>             "01"             "01"             "01"            "023"             "01" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>             "01"            "024"            "023"             "01"             "01" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>            "021"             "01"             "01"             "01"            "023" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"            "023"            "023"            "021" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>             "01"             "01"          "02212"             "01"            "023" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>             "01"            "024"            "023"            "021"            "023" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>            "021"            "023"             "01"            "023"            "024" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>             "01"            "023"            "023"             "01"            "023" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>            "023"             "01"             "01"            "024"            "023" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>            "023"          "02212"             "01"             "01"            "023" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"            "023"            "023"            "023"             "01" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>             "01"             "01"            "023"            "023"            "023" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>             "01"            "021"             "01"            "023"             "01" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>            "023"            "023"            "023"            "023"             "01" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>             "01"            "023"          "02212"            "021"            "023" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>            "021"             "01"            "021"             "01"            "023" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>            "023"            "024"            "023"            "021"            "021" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>            "024"            "023"            "021"            "023"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>            "023"             "01"             "01"             "01"            "023" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>            "024"            "023"             "01"             "01"             "01" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>             "01"             "01"            "021"          "02212"            "023" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>            "024"             "01"             "01"            "023"            "024" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>            "023"             "01"            "021"            "021"           "0222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>            "023"            "024"             "01"             "01"             "01" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>             "01"            "023"            "023"             "01"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>            "023"            "023"            "021"            "021"             "01" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>             "01"             "01"             "01"            "024"             "01" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>            "023"             "01"             "01"             "01"            "023" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>            "023"             "01"             "01"             "01"             "01" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>             "01"             "01"          "02212"            "024"             "01" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>            "023"             "01"            "023"             "01"            "023" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>            "024"             "01"             "01"            "023"             "01" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>             "01"            "023"          "02212"            "023"            "023" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>             "01"            "023"            "023"            "023"            "023" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>             "01"            "024"             "01"            "023"             "01" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>            "023"            "023"            "023"            "023"             "01" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>            "023"             "01"            "024"            "023"            "023" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>            "023"            "023"             "01"             "01"            "023" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>            "023"          "02212"            "023"            "021"             "01" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>            "023"            "024"            "024"            "023"            "023" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>            "024"            "023"             "01"            "023"             "01" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>            "021"             "01"            "023"             "01"            "024" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>             "01"             "01"            "023"            "023"            "023" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>            "021"             "01"            "021"            "021"            "023" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>            "023"            "023"            "021"             "01"            "023" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"            "023"             "01"            "023"             "01" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>            "024"            "023"             "01"            "023"            "023" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>            "024"            "023"             "01"            "023"            "023" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"             "01"            "023"             "01"            "023" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>            "023"             "01"            "023"             "01"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>             "01"            "021"            "023"            "023"            "023" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>             "01"            "023"            "023"            "023"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>             "01"             "01"             "01"             "01"            "024" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>             "01"            "023"            "023"             "01"            "023" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>             "01"             "01"             "01"            "023"            "023" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>             "01"            "024"            "021"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>            "023"            "023"             "01"            "021"            "023" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>             "01"            "023"            "023"            "023"            "023" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"            "021"             "01"            "024"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>             "01"            "023"             "01"            "024"             "01" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>             "01"             "01"            "023"             "01"            "023" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>             "01"          "02212"             "01"            "024"             "01" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>            "023"            "023"            "023"            "021"            "021" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"            "023"             "01"            "023"            "021" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>             "01"             "01"            "023"            "023"            "023" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>            "023"            "023"            "023"             "01"            "023" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>            "023"            "024"             "01"            "021"            "023" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>            "021"            "021"            "023"             "01"            "023" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>            "024"             "01"            "023"            "023"            "023" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>            "023"          "02212"            "023"            "023"            "024" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>            "024"             "01"            "023"             "01"            "023" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>            "023"            "024"          "02212"             "01"            "023" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>            "023"            "023"             "01"            "023"            "023" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"             "01"            "023"            "023"             "01" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>             "01"            "021"             "01"             "01"            "023" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>             "01"            "023"            "024"            "024"             "01" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>            "024"             "01"             "01"          "02212"            "023" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>            "021"             "01"            "023"             "01"            "021" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>            "023"            "023"            "023"            "023"            "023" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>            "023"          "02212"            "023"          "02212"            "023" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>            "023"             "01"             "01"             "01"            "021" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>            "023"            "023"            "021"            "021"             "01" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>            "021"            "021"            "021"            "021"            "021" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>            "021"            "024"             "01"             "01"             "01" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>            "021"            "021"             "01"            "023"          "02211" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"             "01"            "021"             "01"            "023" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>            "021"             "01"            "023"             "01"            "021" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>            "021"          "02234"            "023"             "01"            "021" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>             "01"             "01"            "023"            "021"            "023" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>            "023"             "01"             "01"             "01"            "024" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>            "023"            "023"            "023"            "021"             "01" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>            "023"            "023"            "023"          "02212"            "021" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>             "01"             "01"            "021"            "021"            "021" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>             "01"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>             "01"             "01"            "021"             "01"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>             "01"          "02211"            "023"            "021"            "023" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"          "02211"          "02233"            "021"          "02211" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>          "02211"             "01"            "021"            "021"            "023" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>             "01"            "021"          "02211"            "023"             "01" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>            "023"            "023"             "01"             "01"            "023" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>            "021"          "02211"            "023"            "021"             "01" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>            "024"             "01"          "02211"            "023"            "023" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>          "02233"            "024"          "02211"            "024"            "021" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>            "021"             "01"            "024"            "023"            "024" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>          "02231"          "02211"          "02232"             "01"            "023" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>             "01"            "021"             "01"             "01"          "02211" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>             "01"          "02211"             "01"            "021"            "021" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"          "02211"             "01"          "02232"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>            "023"             "01"            "023"          "02232"             "01" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>             "01"             "01"          "02211"             "01"            "024" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>             "01"             "01"          "02211"            "023"            "023" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>            "021"            "021"          "02211"            "023"            "024" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>             "01"            "023"          "02213"          "02211"             "01" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>          "02211"          "02213"            "023"          "02211"             "01" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"            "021"            "021"             "01"            "024" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>             "01"             "01"            "023"             "01"            "023" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>            "023"            "023"             "01"            "021"            "021" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>             "01"            "021"          "02211"            "021"            "021" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>             "01"          "02213"             "01"          "02213"          "02231" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>             "01"            "021"            "021"             "01"             "01" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>             "01"            "023"          "02213"            "021"             "01" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>            "021"             "01"            "021"            "023"             "01" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>            "023"          "02213"          "02231"            "024"             "01" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>            "023"            "024"            "024"             "01"            "021" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>            "021"          "02211"          "02212"            "023"           "0222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>            "023"          "02213"          "02213"          "02231"             "01" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"          "02211"            "021"             "01"          "02233" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>          "02211"          "02211"          "02233"            "021"            "024" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>          "02211"             "01"          "02231"            "023"            "021" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>             "01"             "01"             "01"            "023"            "023" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>             "01"          "02232"            "021"            "021"            "023" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>            "023"            "023"          "02233"            "023"             "01" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>            "024"             "01"            "023"            "023"            "024" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"            "023"            "023"             "01"          "02211" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>             "01"             "01"             "01"             "01"            "023" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>             "01"             "01"            "024"            "021"            "023" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>             "01"          "02232"             "01"            "023"            "024" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>             "01"          "02211"          "02233"            "024"             "01" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>             "01"            "021"            "024"             "01"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>            "021"            "023"            "023"             "01"          "02211" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>            "023"             "01"             "01"            "021"          "02211" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>          "02233"             "01"          "02232"            "023"          "02211" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>            "021"          "02213"          "02232"            "023"          "02232" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>          "02231"             "01"            "021"          "02211"          "02211" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>            "023"          "02213"          "02211"             "01"             "01" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>            "023"            "023"             "01"          "02211"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>          "02234"          "02213"          "02232"            "023"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>          "02211"          "02213"          "02213"             "01"             "01" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>          "02211"            "024"            "021"             "01"             "01" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>             "01"             "01"            "023"            "023"             "01" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>             "01"          "02211"            "024"            "021"             "01" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"             "01"          "02233"          "02211"            "021" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>          "02233"          "02232"             "01"            "021"          "02211" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>          "02211"            "023"             "01"            "024"             "01" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>            "021"             "01"            "023"          "02213"            "023" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"          "02211"            "023"            "023"             "01" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>            "023"             "01"             "01"             "01"          "02233" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>            "024"             "01"            "021"            "023"          "02211" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>          "02211"          "02211"            "023"          "02234"          "02234" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>            "023"             "01"            "021"             "01"            "024" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>             "01"             "01"            "021"          "02211"            "023" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>          "02231"            "023"          "02212"            "023"            "021" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>          "02211"            "023"          "02234"          "02231"            "021" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>             "01"            "021"             "01"            "024"             "01" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>             "01"            "024"          "02211"            "023"            "024" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>             "01"          "02213"            "023"          "02213"             "01" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>             "01"             "01"          "02211"             "01"          "02232" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>             "01"            "023"            "024"            "024"            "023" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>          "02232"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>          "02211"          "02213"           "0222"             "01"             "01" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>             "01"            "021"             "01"             "01"             "01" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>             "01"             "01"             "01"             "01"            "021" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>            "024"          "02232"             "01"          "02211"          "02211" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>             "01"            "024"          "02233"             "01"             "01" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>          "02232"          "02232"             "01"             "01"            "024" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"             "01"             "01"          "02231" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>             "01"             "01"            "021"          "02232"             "01" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>          "02211"          "02212"          "02211"          "02231"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>          "02211"          "02231"          "02232"            "021"             "01" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>          "02233"          "02211"             "01"             "01"             "01" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>             "01"          "02231"             "01"          "02231"          "02232" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>             "01"          "02211"             "01"             "01"             "01" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>            "021"             "01"          "02211"             "01"          "02211" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>          "02211"          "02233"             "01"             "01"            "021" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>             "01"             "01"             "01"             "01"          "02211" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>          "02233"          "02211"             "01"            "024"            "024" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>          "02231"            "024"             "01"             "01"          "02231" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>          "02233"             "01"            "024"            "023"             "01" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>          "02231"             "01"          "02231"          "02211"          "02233" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>             "01"          "02211"          "02211"             "01"          "02231" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>             "01"          "02231"          "02231"            "021"            "023" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>             "01"          "02231"          "02231"             "01"             "01" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>          "02232"             "01"             "01"             "01"             "01" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>          "02233"          "02211"          "02211"            "023"          "02232" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>          "02232"             "01"          "02211"          "02213"             "01" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>             "01"             "01"            "023"            "023"             "01" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>             "01"          "02211"            "023"          "02211"             "01" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>          "02231"             "01"          "02232"          "02211"          "02211" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>             "01"          "02211"          "02211"            "024"             "01" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"          "02231"          "02211"            "023"          "02232" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>             "01"          "02211"             "01"            "024"          "02231" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>             "01"            "024"             "01"             "01"          "02211" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>          "02211"             "01"          "02233"          "02231"            "023" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>          "02232"            "024"            "024"             "01"          "02211" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>             "01"          "02213"            "024"            "023"          "02211" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>            "023"             "01"          "02232"            "024"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>          "02232"             "01"          "02211"             "01"             "01" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>             "01"            "023"             "01"          "02231"          "02211" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"            "024"             "01"             "01"             "01" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>             "01"            "024"             "01"            "023"            "024" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>             "01"             "01"             "01"          "02232"          "02231" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>             "01"             "01"          "02211"             "01"             "01" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"            "024"          "02233"            "021"            "021" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>             "01"            "024"          "02212"             "01"             "01" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>            "024"          "02211"             "01"            "023"             "01" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>            "023"             "01"             "01"             "01"            "024" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>          "02231"            "021"            "024"          "02232"            "024" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>          "02231"          "02233"          "02233"             "01"             "01" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>          "02211"            "023"          "02231"             "01"             "01" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>          "02233"          "02232"             "01"          "02211"             "01" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>             "01"          "02211"             "01"             "01"            "021" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>            "024"             "01"             "01"            "024"          "02211" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>            "023"            "023"            "024"          "02232"          "02234" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>          "02233"          "02231"             "01"          "02231"             "01" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>          "02233"          "02231"             "01"             "01"             "01" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>             "01"             "01"             "01"          "02211"            "021" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>             "01"             "01"            "024"             "01"          "02211" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>            "024"             "01"          "02211"          "02213"          "02232" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>            "024"             "01"            "023"            "024"             "01" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>             "01"            "023"          "02211"          "02231"             "01" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>          "02231"             "01"             "01"            "021"             "01" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>             "01"          "02231"            "023"             "01"             "01" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>             "01"          "02213"             "01"             "01"            "021" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>          "02231"          "02212"             "01"            "024"            "024" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>             "01"          "02211"          "02232"             "01"             "01" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>          "02234"          "02231"            "021"            "021"            "024" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>             "01"             "01"          "02211"            "023"          "02233" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>             "01"          "02231"            "024"          "02211"             "01" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>            "023"          "02231"             "01"            "021"          "02211" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>             "01"             "01"          "02232"          "02211"          "02231" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>            "023"             "01"            "021"          "02212"          "02232" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>             "01"            "024"            "024"          "02211"             "01" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>          "02232"            "024"             "01"             "01"             "01" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>          "02233"             "01"             "01"             "01"             "01" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>            "024"             "01"             "01"             "01"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>             "01"            "023"             "01"             "01"            "023" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>            "023"             "01"             "01"            "021"            "024" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>             "01"             "01"            "023"            "024"            "021" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>            "023"            "024"             "01"            "024"            "021" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"             "01"             "01"             "01"            "024" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>            "023"            "024"             "01"             "01"             "01" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>            "021"            "021"            "024"            "021"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>            "024"             "01"          "02212"             "01"            "021" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>             "01"            "023"            "021"            "021"             "01" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>            "023"            "021"             "01"            "023"          "02234" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>            "021"             "01"             "01"            "021"            "024" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>            "021"             "01"             "01"            "021"            "023" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>             "01"            "021"            "024"            "021"             "01" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>             "01"            "021"            "024"            "024"             "01" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>            "021"            "024"            "024"             "01"            "023" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>             "01"             "01"             "01"            "021"             "01" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>             "01"            "023"            "021"             "01"             "01" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>            "024"            "024"            "023"            "021"             "01" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>            "024"            "024"            "021"            "021"             "01" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>             "01"             "01"             "01"             "01"            "021" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>             "01"             "01"            "021"            "024"            "021" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>            "024"             "01"            "021"             "01"            "024" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>             "01"             "01"            "023"          "02231"            "021" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>          "02211"             "01"            "021"            "023"            "023" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>            "021"            "024"             "01"            "024"             "01" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>            "021"             "01"             "01"            "023"            "021" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>             "01"          "02233"             "01"            "021"            "021" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>             "01"             "01"            "024"            "021"            "023" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>            "024"             "01"             "01"             "01"            "023" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>            "021"             "01"            "023"             "01"            "021" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>            "024"            "023"             "01"            "023"             "01" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>            "024"             "01"          "02232"             "01"             "01" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>            "024"            "021"             "01"             "01"          "02231" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>            "021"             "01"            "024"            "021"            "021" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>            "021"            "023"            "024"            "024"            "023" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>            "024"             "01"            "021"             "01"            "024" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>            "021"            "024"            "024"             "01"             "01" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>             "01"             "01"          "02233"            "024"            "021" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>            "024"            "024"             "01"            "021"            "023" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>             "01"            "024"            "024"            "024"             "01" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>            "024"             "01"            "023"            "021"            "024" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>            "023"            "024"             "01"             "01"             "01" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>            "021"            "024"            "023"          "02234"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>            "021"             "01"             "01"            "021"             "01" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>             "01"             "01"            "023"            "021"            "023" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>            "021"            "023"             "01"             "01"             "01" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>             "01"            "024"            "021"             "01"             "01" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>            "023"            "024"             "01"            "023"             "01" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>             "01"            "024"            "021"             "01"            "024" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>            "024"             "01"             "01"            "024"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>            "024"            "024"            "021"            "024"            "021" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>             "01"            "024"            "021"            "024"            "024" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>             "01"            "021"            "024"            "021"          "02234" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>            "021"             "01"             "01"            "024"            "024" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>            "021"             "01"          "02211"             "01"            "024" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>             "01"            "021"            "024"             "01"             "01" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>            "023"             "01"             "01"            "024"             "01" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>            "023"            "023"             "01"             "01"            "024" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>            "021"            "023"             "01"            "021"             "01" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>             "01"            "021"            "024"            "021"            "023" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>            "024"             "01"            "021"            "021"             "01" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>             "01"            "023"             "01"            "024"            "021" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>            "024"            "023"            "024"            "021"             "01" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>             "01"            "024"            "021"            "024"             "01" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>             "01"            "023"             "01"             "01"            "021" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>             "01"            "021"             "01"            "024"            "024" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>            "021"            "024"            "024"            "021"          "02234" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>          "02234"             "01"            "024"             "01"             "01" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>            "024"             "01"            "024"             "01"             "01" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>             "01"             "01"             "01"          "02211"             "01" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>             "01"             "01"            "021"            "023"             "01" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>             "01"             "01"             "01"             "01"          "02234" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>            "021"             "01"             "01"             "01"             "01" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>             "01"          "02211"            "021"            "021"             "01" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>          "02231"             "01"          "02233"            "023"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>            "024"            "021"             "01"            "021"            "024" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>            "021"             "01"             "01"             "01"             "01" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>             "01"             "01"             "01"            "023"          "02233" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>            "021"            "024"             "01"          "02232"            "023" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>            "023"             "01"          "02211"             "01"             "01" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"            "024"          "02213"             "01"             "01" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>             "01"             "01"             "01"             "01"            "023" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>             "01"             "01"            "023"             "01"             "01" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>            "024"             "01"          "02232"            "021"             "01" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>             "01"            "021"             "01"             "01"          "02232" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>             "01"             "01"          "02233"             "01"             "01" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>             "01"          "02233"             "01"             "01"             "01" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>            "021"             "01"             "01"             "01"             "01" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>             "01"             "01"            "021"            "023"             "01" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>             "01"             "01"             "01"            "023"             "01" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>             "01"             "01"            "021"             "01"            "023" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>            "023"             "01"            "023"             "01"             "01" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>            "021"             "01"             "01"             "01"          "02211" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>             "01"             "01"            "024"            "021"             "01" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>          "02232"            "024"             "01"             "01"             "01" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>             "01"             "01"            "021"             "01"            "024" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>          "02211"            "021"          "02211"             "01"             "01" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>             "01"             "01"             "01"             "01"            "021" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>          "02233"             "01"             "01"             "01"            "024" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>             "01"             "01"             "01"            "024"            "021" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>             "01"             "01"             "01"             "01"            "023" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>             "01"             "01"             "01"             "01"          "02232" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>            "024"             "01"          "02234"            "023"             "01" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>             "01"             "01"            "023"             "01"             "01" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>             "01"          "02232"             "01"             "01"             "01" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>          "02233"             "01"             "01"             "01"             "01" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>             "01"          "02211"             "01"             "01"             "01" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>            "024"             "01"             "01"             "01"          "02211" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>            "021"             "01"             "01"            "021"             "01" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>            "021"             "01"          "02232"             "01"             "01" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>             "01"             "01"             "01"            "021"             "01" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>             "01"             "01"             "01"             "01"          "02211" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>             "01"             "01"             "01"          "02233"            "021" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>             "01"             "01"            "021"            "023"             "01" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>             "01"             "01"             "01"             "01"            "024" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>          "02232"             "01"             "01"             "01"             "01" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>            "023"             "01"             "01"             "01"             "01" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>             "01"            "021"            "021"             "01"            "021" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>            "021"            "021"            "021"            "021"            "021" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>             "01"          "02212"            "021"            "021"            "021" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>            "021"             "01"             "01"             "01"             "01" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>             "01"             "01"             "01"            "021"             "01" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>             "01"             "01"             "01"           "0222"            "021" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>             "01"            "021"             "01"            "021"            "021" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>            "021"             "01"            "021"             "01"            "024" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>            "021"            "021"            "021"            "021"           "0222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>             "01"             "01"            "021"            "021"             "01" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>             "01"            "021"           "0222"            "021"           "0222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>             "01"            "021"             "01"             "01"             "01" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>             "01"            "021"             "01"             "01"             "01" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>            "021"            "021"            "021"             "01"             "01" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>            "021"            "024"            "021"             "01"            "021" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>            "021"            "021"            "021"            "024"            "021" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>             "01"            "021"            "021"             "01"             "01" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>            "021"             "01"            "021"            "021"            "021" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>            "023"            "021"             "01"             "01"             "01" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>            "021"            "021"            "021"           "0222"             "01" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>             "01"            "021"            "024"            "021"            "021" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>            "021"             "01"            "021"             "01"             "01" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>            "021"             "01"            "021"            "021"            "021" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>            "021"            "021"           "0222"             "01"            "021" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>            "021"            "021"            "021"            "021"            "021" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>             "01"            "021"            "021"            "021"             "01" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>            "021"            "021"            "021"            "021"             "01" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>             "01"             "01"            "021"            "021"             "01" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>             "01"             "01"            "021"            "021"            "021" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>             "01"            "021"            "021"             "01"            "021" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>            "021"             "01"            "021"            "021"            "021" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>             "01"          "02212"            "021"             "01"            "021" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>             "01"            "021"            "021"             "01"             "01" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>            "021"            "021"             "01"            "021"             "01" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>            "021"             "01"             "01"            "021"            "021" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>             "01"            "021"           "0222"            "021"             "01" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>             "01"            "024"             "01"            "021"             "01" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>            "021"            "021"             "01"            "024"            "024" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>           "0222"             "01"            "021"             "01"             "01" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>             "01"            "021"             "01"            "021"            "024" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>             "01"             "01"            "021"            "021"            "021" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>            "021"             "01"             "01"            "024"             "01" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>            "024"            "021"            "024"            "021"            "021" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>            "021"             "01"             "01"             "01"             "01" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>             "01"            "021"            "021"            "021"             "01" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>            "021"            "021"             "01"             "01"            "021" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>            "021"            "024"            "021"            "021"             "01" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>           "0222"             "01"            "021"            "021"            "024" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>             "01"            "024"             "01"             "01"            "021" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>             "01"             "01"             "01"            "021"           "0222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>             "01"            "021"             "01"             "01"            "024" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>             "01"            "021"             "01"            "021"            "021" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>             "01"            "021"            "021"             "01"             "01" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>            "021"             "01"            "021"             "01"            "024" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>            "021"            "021"             "01"            "021"             "01" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>             "01"             "01"            "021"             "01"           "0222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>            "021"           "0222"             "01"            "021"             "01" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>             "01"            "021"            "021"             "01"             "01" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>            "024"            "021"            "021"            "021"             "01" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>            "024"            "021"            "021"            "021"             "01" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>            "021"             "01"            "021"            "021"             "01" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>             "01"             "01"            "021"             "01"             "01" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>             "01"            "024"            "021"            "024"             "01" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>            "021"            "021"            "021"            "021"             "01" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>             "01"            "021"           "0222"            "021"             "01" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>            "021"            "021"            "021"             "01"             "01" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>             "01"             "01"             "01"            "021"            "024" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>             "01"             "01"            "021"             "01"             "01" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>             "01"            "021"            "021"            "021"             "01" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>            "021"            "021"            "021"             "01"            "021" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>            "021"             "01"            "021"             "01"             "01" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>            "021"            "024"            "021"            "021"            "021" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>           "0222"            "024"             "01"             "01"            "024" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>            "024"             "01"            "021"            "021"            "021" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>            "024"             "01"             "01"           "0222"           "0222" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>           "0222"           "0222"           "0222"            "024"            "024" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>            "024"             "01"            "024"           "0222"            "024" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>            "024"           "0222"            "024"             "01"             "01" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>           "0222"            "024"            "024"            "024"             "01" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>           "0222"             "01"             "01"             "01"            "023" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>            "024"             "01"           "0222"            "024"            "024" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>            "024"            "021"             "01"            "024"            "021" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>           "0222"           "0222"            "021"             "01"             "01" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>           "0222"            "024"             "01"            "024"           "0222" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>           "0222"            "024"           "0222"           "0222"            "024" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>            "024"            "021"            "024"             "01"            "021" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>             "01"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>             "01"             "01"            "024"            "024"            "023" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>             "01"            "024"           "0222"             "01"             "01" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>             "01"             "01"           "0222"             "01"           "0222" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>            "024"          "02213"           "0222"            "024"            "024" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>           "0222"           "0222"            "021"            "024"             "01" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>            "024"            "024"            "021"            "024"            "023" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>             "01"            "024"            "024"            "024"             "01" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>            "024"             "01"            "024"            "024"           "0222" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>            "024"            "024"            "024"            "024"           "0222" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>             "01"            "024"            "021"            "024"           "0222" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>             "01"           "0222"             "01"           "0222"             "01" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>            "024"            "024"           "0222"            "024"            "021" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>           "0222"            "024"            "024"           "0222"            "024" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>           "0222"            "024"            "021"           "0222"            "024" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>            "024"           "0222"           "0222"            "021"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>            "021"            "021"            "021"             "01"             "01" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>           "0222"            "024"             "01"            "024"             "01" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>            "021"            "024"           "0222"            "024"            "024" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>            "021"           "0222"            "024"           "0222"           "0222" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>             "01"            "024"            "024"            "024"            "024" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>           "0222"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>           "0222"           "0222"            "024"             "01"             "01" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>            "024"            "024"             "01"            "024"            "024" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>            "024"            "024"            "021"             "01"           "0222" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>           "0222"            "024"           "0222"             "01"            "024" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>            "024"           "0222"           "0222"             "01"            "024" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>            "024"             "01"           "0222"           "0222"             "01" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>            "024"             "01"           "0222"           "0222"             "01" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>           "0222"            "024"            "021"            "024"           "0222" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>            "024"            "024"            "024"            "024"            "021" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>           "0222"           "0222"            "021"            "024"             "01" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>            "021"          "02213"            "024"            "024"            "023" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>           "0222"             "01"            "021"           "0222"           "0222" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>           "0222"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>            "021"             "01"            "021"           "0222"             "01" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>           "0222"            "021"           "0222"             "01"           "0222" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>            "021"            "024"            "024"             "01"           "0222" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>             "01"             "01"           "0222"           "0222"             "01" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"             "01"             "01"           "0222"            "024" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>           "0222"            "024"            "024"            "024"           "0222" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>           "0222"           "0222"           "0222"            "024"           "0222" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>            "024"           "0222"            "024"             "01"           "0222" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>             "01"            "024"            "024"            "024"            "021" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>           "0222"            "024"             "01"            "021"           "0222" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>           "0222"           "0222"            "024"             "01"           "0222" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>            "024"             "01"           "0222"            "023"            "024" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>           "0222"           "0222"             "01"            "021"            "024" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>            "024"            "021"            "024"            "024"            "024" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>            "024"            "024"           "0222"            "024"            "024" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>           "0222"           "0222"             "01"             "01"           "0222" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>           "0222"             "01"            "024"            "024"            "021" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>            "024"           "0222"            "024"            "024"             "01" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"            "024"            "024"            "024"           "0222" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>             "01"             "01"            "024"           "0222"             "01" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>            "024"             "01"           "0222"             "01"            "024" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>           "0222"           "0222"           "0222"             "01"           "0222" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>             "01"             "01"             "01"             "01"             "01" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>            "024"           "0222"            "024"            "024"            "024" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>             "01"            "021"            "024"           "0222"            "021" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"            "021"             "01"           "0222"           "0222" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>            "024"             "01"             "01"             "01"            "024" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>             "01"           "0222"            "024"             "01"             "01" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>           "0222"           "0222"           "0222"            "024"            "024" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>            "024"             "01"            "021"           "0222"           "0222" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>            "021"             "01"             "01"            "023"            "024" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>             "01"           "0222"            "024"             "01"           "0222" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>           "0222"             "01"           "0222"            "024"            "021" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>           "0222"           "0222"           "0222"             "01"           "0222" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>             "01"             "01"             "01"             "01"            "023" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>            "024"            "023"            "021"            "023"            "024" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>            "024"            "021"           "0222"             "01"            "024" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>           "0222"            "024"            "024"           "0222"            "021" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>           "0222"             "01"           "0222"            "024"            "021" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>             "01"           "0222"           "0222"            "024"             "01" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>             "01"            "024"            "024"           "0222"             "01" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>            "024"            "023"             "01"            "021"           "0222" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>            "024"             "01"             "01"            "024"           "0222" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>            "024"             "01"            "024"             "01"             "01" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>            "024"             "01"            "024"            "024"             "01" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>            "024"             "01"            "024"             "01"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>            "024"           "0222"            "024"            "021"            "024" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>           "0222"            "021"             "01"            "024"           "0222" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>           "0222"             "01"           "0222"           "0222"             "01" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>           "0222"           "0222"            "021"           "0222"           "0222" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>            "024"            "024"            "021"            "024"            "021" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>             "01"            "021"           "0222"             "01"            "024" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>           "0222"            "024"             "01"            "024"            "024" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>           "0222"           "0222"            "024"           "0222"            "024" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>           "0222"            "024"          "02213"            "021"            "021" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>             "01"           "0222"           "0222"            "024"           "0222" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>             "01"            "024"           "0222"           "0222"             "01" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>           "0222"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>             "01"          "02213"           "0222"            "021"            "024" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>             "01"            "024"            "024"             "01"           "0222" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"           "0222"            "024"            "024"             "01" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>           "0222"             "01"            "024"             "01"           "0222" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>           "0222"             "01"             "01"             "01"           "0222" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>             "01"           "0222"            "024"          "02213"           "0222" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>            "024"             "01"             "01"             "01"            "023" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>            "024"            "024"           "0222"            "024"            "024" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>            "024"          "02212"            "024"             "01"            "023" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>           "0222"            "024"             "01"            "024"           "0222" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>            "024"             "01"            "024"           "0222"             "01" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>            "024"           "0222"            "024"            "021"           "0222" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>             "01"            "024"             "01"            "024"           "0222" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>            "024"             "01"           "0222"            "024"           "0222" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>           "0222"            "023"            "024"            "021"             "01" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>           "0222"            "024"            "024"           "0222"            "024" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>             "01"           "0222"             "01"            "021"           "0222" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>           "0222"             "01"            "024"            "021"            "024" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>            "021"             "01"          "02213"             "01"           "0222" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>            "021"            "024"            "024"           "0222"             "01" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>            "024"           "0222"             "01"           "0222"            "021" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>           "0222"           "0222"             "01"            "024"             "01" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>            "024"            "024"            "024"           "0222"            "024" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>           "0222"             "01"             "01"             "01"            "024" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>            "021"            "024"           "0222"           "0222"            "024" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>           "0222"           "0222"            "024"            "024"             "01" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>           "0222"            "021"            "024"           "0222"             "01" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>            "024"            "021"           "0222"           "0222"             "01" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>            "024"           "0222"           "0222"           "0222"             "01" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>            "024"            "024"            "024"            "021"           "0222" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>           "0222"           "0222"           "0222"            "024"            "024" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>           "0222"           "0222"            "024"            "024"           "0222" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>            "024"             "01"            "024"            "021"            "024" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>           "0222"            "021"             "01"             "01"           "0222" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>             "01"             "01"             "01"           "0222"           "0222" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>            "024"            "024"           "0222"            "024"            "024" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>           "0222"            "024"            "024"            "023"             "01" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>           "0222"           "0222"             "01"            "024"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>            "024"            "021"            "021"            "024"             "01" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>             "01"            "024"           "0222"             "01"             "01" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>            "024"            "023"            "024"           "0222"             "01" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"            "024"            "024"             "01"            "024" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>            "024"            "024"             "01"            "024"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 7550))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>             "01"            "021"            "021"          "02212"            "023" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>            "021"            "023"            "023"            "023"            "023" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>          "02212"           "0223"            "024"             "01"            "021" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>             "01"             "01"             "01"            "021"            "024" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>            "023"            "023"            "021"          "02212"             "01" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>            "023"             "01"             "01"            "023"            "024" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>             "01"          "02212"            "023"            "023"            "023" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>            "021"             "01"            "023"            "021"            "024" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>             "01"            "023"            "023"          "02212"             "01" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>            "023"            "023"            "023"            "023"            "024" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>            "023"            "023"            "023"            "023"          "02212" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>            "021"            "023"             "01"            "021"            "023" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>            "023"            "023"             "01"            "023"            "024" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>             "01"            "023"            "021"            "024"            "023" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>            "023"             "01"             "01"            "023"            "021" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>             "01"            "024"             "01"            "023"            "021" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>             "01"            "023"             "01"            "023"             "01" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>            "021"             "01"            "023"             "01"             "01" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>            "023"            "023"             "01"            "023"            "023" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>          "02212"            "023"          "02212"            "021"             "01" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>            "021"            "023"            "024"             "01"            "024" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>             "01"            "021"            "023"             "01"             "01" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>            "023"            "021"             "01"            "023"             "01" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>             "01"            "023"            "023"            "023"             "01" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>          "02212"             "01"            "021"            "024"            "023" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>             "01"            "023"             "01"             "01"             "01" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>          "02212"            "024"             "01"             "01"          "02212" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>            "023"            "023"          "02212"            "023"             "01" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>            "023"            "021"          "02212"             "01"            "021" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>            "023"            "021"             "01"            "023"            "021" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>             "01"            "023"             "01"            "023"            "021" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>            "023"             "01"             "01"            "021"            "023" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>            "021"            "023"            "023"            "024"            "023" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>            "023"            "023"            "023"            "023"            "023" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>             "01"            "021"             "01"            "021"            "023" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>            "023"            "023"            "023"            "023"            "023" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>            "024"          "02212"             "01"            "023"            "023" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>             "01"            "024"            "023"             "01"            "024" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>            "023"             "01"             "01"            "023"            "021" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>            "023"            "023"             "01"            "021"             "01" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>            "023"            "023"            "023"            "021"            "021" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>             "01"            "023"            "023"            "023"            "021" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>            "023"             "01"             "01"            "021"             "01" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>             "01"             "01"            "023"            "021"            "023" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>            "023"            "021"            "023"             "01"            "023" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>            "021"            "021"          "02212"            "023"          "02212" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>            "023"            "023"            "024"            "021"            "023" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>            "021"            "021"            "023"            "021"            "023" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>            "023"             "01"             "01"            "021"             "01" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>             "01"             "01"            "023"            "024"          "02212" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>             "01"             "01"            "023"            "023"            "023" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>            "024"            "023"            "021"             "01"            "023" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>            "023"            "023"            "023"             "01"            "023" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>            "023"            "021"            "021"            "024"            "024" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>             "01"            "023"             "01"             "01"            "023" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>            "023"             "01"            "023"            "023"            "023" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>             "01"            "021"            "023"             "01"            "023" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>          "02212"             "01"            "024"            "023"             "01" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>             "01"             "01"             "01"             "01"            "023" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>             "01"            "023"            "023"             "01"            "023" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>            "021"            "023"            "023"            "023"             "01" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>            "023"             "01"            "023"            "023"            "021" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>             "01"            "021"          "02212"          "02212"            "023" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>            "023"            "023"             "01"            "023"           "0222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>            "023"            "021"            "023"            "023"            "023" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>             "01"            "023"            "023"             "01"            "023" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>            "023"            "023"            "021"            "023"            "024" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>            "024"            "021"             "01"            "023"            "023" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>            "024"            "023"             "01"             "01"            "023" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>            "023"            "021"            "023"          "02212"          "02212" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>          "02212"            "023"            "023"          "02212"             "01" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>             "01"             "01"             "01"            "023"             "01" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>             "01"            "024"            "023"             "01"             "01" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>            "021"             "01"             "01"             "01"            "023" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>          "02212"          "02212"            "023"            "023"            "021" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>             "01"             "01"          "02212"             "01"            "023" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>             "01"            "024"            "023"            "021"            "023" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>            "021"            "023"             "01"            "023"            "024" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>             "01"            "023"            "023"             "01"            "023" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>            "023"             "01"             "01"            "024"            "023" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>            "023"          "02212"             "01"             "01"            "023" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>          "02212"            "023"            "023"            "023"             "01" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>             "01"             "01"            "023"            "023"            "023" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>             "01"            "021"             "01"            "023"             "01" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>            "023"            "023"            "023"            "023"             "01" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>             "01"            "023"          "02212"            "021"            "023" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>            "021"             "01"            "021"             "01"            "023" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>            "023"            "024"            "023"            "021"            "021" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>            "024"            "023"            "021"            "023"          "02212" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>            "023"             "01"             "01"             "01"            "023" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>            "024"            "023"             "01"             "01"             "01" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>             "01"             "01"            "021"          "02212"            "023" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>            "024"             "01"             "01"            "023"            "024" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>            "023"             "01"            "021"            "021"           "0222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>            "023"            "024"             "01"             "01"             "01" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>             "01"            "023"            "023"             "01"          "02212" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>            "023"            "023"            "021"            "021"             "01" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>             "01"             "01"             "01"            "024"             "01" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>            "023"             "01"             "01"             "01"            "023" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>            "023"             "01"             "01"             "01"             "01" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>             "01"             "01"          "02212"            "024"             "01" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>            "023"             "01"            "023"             "01"            "023" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>            "024"             "01"             "01"            "023"             "01" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>             "01"            "023"          "02212"            "023"            "023" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>             "01"            "023"            "023"            "023"            "023" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>             "01"            "024"             "01"            "023"             "01" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>            "023"            "023"            "023"            "023"             "01" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>            "023"             "01"            "024"            "023"            "023" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>            "023"            "023"             "01"             "01"            "023" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>            "023"          "02212"            "023"            "021"             "01" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>            "023"            "024"            "024"            "023"            "023" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>            "024"            "023"             "01"            "023"             "01" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>            "021"             "01"            "023"             "01"            "024" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>             "01"             "01"            "023"            "023"            "023" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>            "021"             "01"            "021"            "021"            "023" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>            "023"            "023"            "021"             "01"            "023" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>          "02212"            "023"             "01"            "023"             "01" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>            "024"            "023"             "01"            "023"            "023" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>            "024"            "023"             "01"            "023"            "023" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>          "02212"             "01"            "023"             "01"            "023" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>            "023"             "01"            "023"             "01"          "02212" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>             "01"            "021"            "023"            "023"            "023" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>             "01"            "023"            "023"            "023"          "02212" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>             "01"             "01"             "01"             "01"            "024" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>             "01"            "023"            "023"             "01"            "023" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>             "01"             "01"             "01"            "023"            "023" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>             "01"            "024"            "021"          "02212"          "02212" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>            "023"            "023"             "01"            "021"            "023" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>             "01"            "023"            "023"            "023"            "023" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>          "02212"            "021"             "01"            "024"          "02212" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>             "01"            "023"             "01"            "024"             "01" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>             "01"             "01"            "023"             "01"            "023" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>             "01"          "02212"             "01"            "024"             "01" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>            "023"            "023"            "023"            "021"            "021" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>          "02212"            "023"             "01"            "023"            "021" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>             "01"             "01"            "023"            "023"            "023" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>            "023"            "023"            "023"             "01"            "023" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>            "023"            "024"             "01"            "021"            "023" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>            "021"            "021"            "023"             "01"            "023" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>            "024"             "01"            "023"            "023"            "023" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>            "023"          "02212"            "023"            "023"            "024" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>            "024"             "01"            "023"             "01"            "023" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>            "023"            "024"          "02212"             "01"            "023" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>            "023"            "023"             "01"            "023"            "023" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>          "02212"             "01"            "023"            "023"             "01" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>             "01"            "021"             "01"             "01"            "023" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>             "01"            "023"            "024"            "024"             "01" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>            "024"             "01"             "01"          "02212"            "023" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>            "021"             "01"            "023"             "01"            "021" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>            "023"            "023"            "023"            "023"            "023" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>            "023"          "02212"            "023"          "02212"            "023" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>            "023"             "01"             "01"             "01"            "021" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>            "023"            "023"            "021"            "021"             "01" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>            "021"            "021"            "021"            "021"            "021" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>            "021"            "024"             "01"             "01"             "01" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>            "021"            "021"             "01"            "023"          "02211" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>          "02212"             "01"            "021"             "01"            "023" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>            "021"             "01"            "023"             "01"            "021" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>            "021"           "0223"            "023"             "01"            "021" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>             "01"             "01"            "023"            "021"            "023" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>            "023"             "01"             "01"             "01"            "024" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>            "023"            "023"            "023"            "021"             "01" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>            "023"            "023"            "023"          "02212"            "021" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>             "01"             "01"            "021"            "021"            "021" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>             "01"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>             "01"             "01"            "021"             "01"          "02213" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>             "01"          "02211"            "023"            "021"            "023" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>          "02213"          "02211"           "0223"            "021"          "02211" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>          "02211"             "01"            "021"            "021"            "023" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>             "01"            "021"          "02211"            "023"             "01" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>            "023"            "023"             "01"             "01"            "023" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>            "021"          "02211"            "023"            "021"             "01" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>            "024"             "01"          "02211"            "023"            "023" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>           "0223"            "024"          "02211"            "024"            "021" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>            "021"             "01"            "024"            "023"            "024" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>           "0223"          "02211"           "0223"             "01"            "023" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>             "01"            "021"             "01"             "01"          "02211" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>             "01"          "02211"             "01"            "021"            "021" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>          "02213"          "02211"             "01"           "0223"          "02212" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>            "023"             "01"            "023"           "0223"             "01" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>             "01"             "01"          "02211"             "01"            "024" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>             "01"             "01"          "02211"            "023"            "023" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>            "021"            "021"          "02211"            "023"            "024" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>             "01"            "023"          "02213"          "02211"             "01" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>          "02211"          "02213"            "023"          "02211"             "01" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>          "02212"            "021"            "021"             "01"            "024" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>             "01"             "01"            "023"             "01"            "023" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>            "023"            "023"             "01"            "021"            "021" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>             "01"            "021"          "02211"            "021"            "021" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>             "01"          "02213"             "01"          "02213"           "0223" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>             "01"            "021"            "021"             "01"             "01" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>             "01"            "023"          "02213"            "021"             "01" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>            "021"             "01"            "021"            "023"             "01" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>            "023"          "02213"           "0223"            "024"             "01" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>            "023"            "024"            "024"             "01"            "021" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>            "021"          "02211"          "02212"            "023"           "0222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>            "023"          "02213"          "02213"           "0223"             "01" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>          "02213"          "02211"            "021"             "01"           "0223" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>          "02211"          "02211"           "0223"            "021"            "024" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>          "02211"             "01"           "0223"            "023"            "021" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>             "01"             "01"             "01"            "023"            "023" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>             "01"           "0223"            "021"            "021"            "023" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>            "023"            "023"           "0223"            "023"             "01" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>            "024"             "01"            "023"            "023"            "024" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>          "02213"            "023"            "023"             "01"          "02211" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>             "01"             "01"             "01"             "01"            "023" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>             "01"             "01"            "024"            "021"            "023" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>             "01"           "0223"             "01"            "023"            "024" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>             "01"          "02211"           "0223"            "024"             "01" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>             "01"            "021"            "024"             "01"          "02213" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>            "021"            "023"            "023"             "01"          "02211" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>            "023"             "01"             "01"            "021"          "02211" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>           "0223"             "01"           "0223"            "023"          "02211" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>            "021"          "02213"           "0223"            "023"           "0223" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>           "0223"             "01"            "021"          "02211"          "02211" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>            "023"          "02213"          "02211"             "01"             "01" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>            "023"            "023"             "01"          "02211"          "02213" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>           "0223"          "02213"           "0223"            "023"          "02213" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>          "02211"          "02213"          "02213"             "01"             "01" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>          "02211"            "024"            "021"             "01"             "01" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>             "01"             "01"            "023"            "023"             "01" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>             "01"          "02211"            "024"            "021"             "01" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>          "02213"             "01"           "0223"          "02211"            "021" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>           "0223"           "0223"             "01"            "021"          "02211" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>          "02211"            "023"             "01"            "024"             "01" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>            "021"             "01"            "023"          "02213"            "023" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>          "02213"          "02211"            "023"            "023"             "01" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>            "023"             "01"             "01"             "01"           "0223" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>            "024"             "01"            "021"            "023"          "02211" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>          "02211"          "02211"            "023"           "0223"           "0223" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>            "023"             "01"            "021"             "01"            "024" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>             "01"             "01"            "021"          "02211"            "023" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>           "0223"            "023"          "02212"            "023"            "021" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>          "02211"            "023"           "0223"           "0223"            "021" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>             "01"            "021"             "01"            "024"             "01" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>             "01"            "024"          "02211"            "023"            "024" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>             "01"          "02213"            "023"          "02213"             "01" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>             "01"             "01"          "02211"             "01"           "0223" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>             "01"            "023"            "024"            "024"            "023" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>           "0223"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>          "02211"          "02213"           "0222"             "01"             "01" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>             "01"            "021"             "01"             "01"             "01" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>             "01"             "01"             "01"             "01"            "021" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>            "024"           "0223"             "01"          "02211"          "02211" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>             "01"            "024"           "0223"             "01"             "01" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>           "0223"           "0223"             "01"             "01"            "024" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>          "02213"          "02213"             "01"             "01"           "0223" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>             "01"             "01"            "021"           "0223"             "01" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>          "02211"          "02212"          "02211"           "0223"          "02213" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>          "02211"           "0223"           "0223"            "021"             "01" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>           "0223"          "02211"             "01"             "01"             "01" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>             "01"           "0223"             "01"           "0223"           "0223" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>             "01"          "02211"             "01"             "01"             "01" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>            "021"             "01"          "02211"             "01"          "02211" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>          "02211"           "0223"             "01"             "01"            "021" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>             "01"             "01"             "01"             "01"          "02211" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>           "0223"          "02211"             "01"            "024"            "024" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>           "0223"            "024"             "01"             "01"           "0223" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>           "0223"             "01"            "024"            "023"             "01" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>           "0223"             "01"           "0223"          "02211"           "0223" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>             "01"          "02211"          "02211"             "01"           "0223" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>             "01"           "0223"           "0223"            "021"            "023" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>             "01"           "0223"           "0223"             "01"             "01" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>           "0223"             "01"             "01"             "01"             "01" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>           "0223"          "02211"          "02211"            "023"           "0223" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>           "0223"             "01"          "02211"          "02213"             "01" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>             "01"             "01"            "023"            "023"             "01" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>             "01"          "02211"            "023"          "02211"             "01" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>           "0223"             "01"           "0223"          "02211"          "02211" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>             "01"          "02211"          "02211"            "024"             "01" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>          "02213"           "0223"          "02211"            "023"           "0223" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>             "01"          "02211"             "01"            "024"           "0223" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>             "01"            "024"             "01"             "01"          "02211" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>          "02211"             "01"           "0223"           "0223"            "023" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>           "0223"            "024"            "024"             "01"          "02211" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>             "01"          "02213"            "024"            "023"          "02211" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>            "023"             "01"           "0223"            "024"          "02212" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>           "0223"             "01"          "02211"             "01"             "01" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>             "01"            "023"             "01"           "0223"          "02211" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>          "02212"            "024"             "01"             "01"             "01" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>             "01"           "0223"             "01"             "01"             "01" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>             "01"            "024"             "01"            "023"            "024" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>             "01"             "01"             "01"           "0223"           "0223" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>             "01"             "01"          "02211"             "01"             "01" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>          "02213"            "024"           "0223"            "021"            "021" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>             "01"            "024"          "02212"             "01"             "01" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>            "024"          "02211"             "01"            "023"             "01" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>            "023"             "01"             "01"             "01"            "024" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>           "0223"            "021"            "024"           "0223"            "024" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>           "0223"           "0223"           "0223"             "01"             "01" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>          "02211"            "023"           "0223"             "01"             "01" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>           "0223"           "0223"             "01"          "02211"             "01" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>             "01"          "02211"             "01"             "01"            "021" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>            "024"             "01"             "01"            "024"          "02211" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>            "023"            "023"            "024"           "0223"           "0223" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>           "0223"           "0223"             "01"           "0223"             "01" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>           "0223"           "0223"             "01"             "01"             "01" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>             "01"             "01"             "01"          "02211"            "021" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>             "01"             "01"            "024"             "01"          "02211" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>            "024"             "01"          "02211"          "02213"           "0223" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>            "024"             "01"            "023"            "024"             "01" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>             "01"            "023"          "02211"           "0223"             "01" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>           "0223"             "01"             "01"            "021"             "01" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>             "01"           "0223"            "023"             "01"             "01" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>             "01"          "02213"             "01"             "01"            "021" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>           "0223"          "02212"             "01"            "024"            "024" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>             "01"          "02211"           "0223"             "01"             "01" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>           "0223"           "0223"            "021"            "021"            "024" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>             "01"             "01"          "02211"            "023"           "0223" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>             "01"           "0223"            "024"          "02211"             "01" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>            "023"           "0223"             "01"            "021"          "02211" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>             "01"             "01"           "0223"          "02211"           "0223" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>            "023"             "01"            "021"          "02212"           "0223" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>             "01"            "024"            "024"          "02211"             "01" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>           "0223"            "024"             "01"             "01"             "01" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>           "0223"             "01"             "01"             "01"             "01" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>            "024"             "01"             "01"             "01"          "02212" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>             "01"            "023"             "01"             "01"            "023" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>            "023"             "01"             "01"            "021"            "024" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>             "01"             "01"            "023"            "024"            "021" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>            "023"            "024"             "01"            "024"            "021" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>          "02213"             "01"             "01"             "01"            "024" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>            "023"            "024"             "01"             "01"             "01" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>            "021"            "021"            "024"            "021"          "02213" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>            "024"             "01"          "02212"             "01"            "021" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>             "01"            "023"            "021"            "021"             "01" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>            "023"            "021"             "01"            "023"           "0223" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>            "021"             "01"             "01"            "021"            "024" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>            "021"             "01"             "01"            "021"            "023" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>             "01"            "021"            "024"            "021"             "01" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>             "01"            "021"            "024"            "024"             "01" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>            "021"            "024"            "024"             "01"            "023" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>             "01"             "01"             "01"            "021"             "01" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>             "01"            "023"            "021"             "01"             "01" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>            "024"            "024"            "023"            "021"             "01" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>            "024"            "024"            "021"            "021"             "01" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>             "01"             "01"             "01"             "01"            "021" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>             "01"             "01"            "021"            "024"            "021" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>            "024"             "01"            "021"             "01"            "024" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>             "01"             "01"            "023"           "0223"            "021" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>          "02211"             "01"            "021"            "023"            "023" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>            "021"            "024"             "01"            "024"             "01" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>            "021"             "01"             "01"            "023"            "021" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>             "01"           "0223"             "01"            "021"            "021" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>             "01"             "01"            "024"            "021"            "023" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>            "024"             "01"             "01"             "01"            "023" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>            "021"             "01"            "023"             "01"            "021" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>            "024"            "023"             "01"            "023"             "01" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>            "024"             "01"           "0223"             "01"             "01" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>            "024"            "021"             "01"             "01"           "0223" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>            "021"             "01"            "024"            "021"            "021" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>            "021"            "023"            "024"            "024"            "023" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>            "024"             "01"            "021"             "01"            "024" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>            "021"            "024"            "024"             "01"             "01" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>             "01"             "01"           "0223"            "024"            "021" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>            "024"            "024"             "01"            "021"            "023" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>             "01"            "024"            "024"            "024"             "01" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>            "024"             "01"            "023"            "021"            "024" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>            "023"            "024"             "01"             "01"             "01" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>            "021"            "024"            "023"           "0223"          "02213" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>            "021"             "01"             "01"            "021"             "01" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>             "01"             "01"            "023"            "021"            "023" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>            "021"            "023"             "01"             "01"             "01" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>             "01"            "024"            "021"             "01"             "01" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>            "023"            "024"             "01"            "023"             "01" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>             "01"            "024"            "021"             "01"            "024" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>            "024"             "01"             "01"            "024"          "02213" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>            "024"            "024"            "021"            "024"            "021" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>             "01"            "024"            "021"            "024"            "024" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>             "01"            "021"            "024"            "021"           "0223" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>            "021"             "01"             "01"            "024"            "024" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>            "021"             "01"          "02211"             "01"            "024" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>             "01"            "021"            "024"             "01"             "01" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>            "023"             "01"             "01"            "024"             "01" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>            "023"            "023"             "01"             "01"            "024" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>            "021"            "023"             "01"            "021"             "01" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>             "01"            "021"            "024"            "021"            "023" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>            "024"             "01"            "021"            "021"             "01" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>             "01"            "023"             "01"            "024"            "021" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>            "024"            "023"            "024"            "021"             "01" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>             "01"            "024"            "021"            "024"             "01" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>             "01"            "023"             "01"             "01"            "021" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>             "01"            "021"             "01"            "024"            "024" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>            "021"            "024"            "024"            "021"           "0223" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>           "0223"             "01"            "024"             "01"             "01" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>            "024"             "01"            "024"             "01"             "01" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>             "01"             "01"             "01"          "02211"             "01" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>             "01"             "01"            "021"            "023"             "01" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>             "01"             "01"             "01"             "01"           "0223" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>            "021"             "01"             "01"             "01"             "01" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>             "01"          "02211"            "021"            "021"             "01" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>           "0223"             "01"           "0223"            "023"          "02213" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>             "01"           "0223"             "01"             "01"             "01" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>            "024"            "021"             "01"            "021"            "024" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>            "021"             "01"             "01"             "01"             "01" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>             "01"             "01"             "01"            "023"           "0223" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>            "021"            "024"             "01"           "0223"            "023" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>            "023"             "01"          "02211"             "01"             "01" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>          "02213"            "024"          "02213"             "01"             "01" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>             "01"             "01"             "01"             "01"            "023" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>             "01"             "01"            "023"             "01"             "01" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>            "024"             "01"           "0223"            "021"             "01" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>             "01"            "021"             "01"             "01"           "0223" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>             "01"             "01"           "0223"             "01"             "01" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>             "01"           "0223"             "01"             "01"             "01" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>            "021"             "01"             "01"             "01"             "01" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>             "01"             "01"            "021"            "023"             "01" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>             "01"             "01"             "01"            "023"             "01" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>             "01"             "01"            "021"             "01"            "023" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>            "023"             "01"            "023"             "01"             "01" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>            "021"             "01"             "01"             "01"          "02211" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>             "01"             "01"            "024"            "021"             "01" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>           "0223"            "024"             "01"             "01"             "01" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>             "01"             "01"            "021"             "01"            "024" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>          "02211"            "021"          "02211"             "01"             "01" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>             "01"             "01"             "01"             "01"            "021" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>           "0223"             "01"             "01"             "01"            "024" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>             "01"             "01"             "01"            "024"            "021" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>             "01"             "01"             "01"             "01"            "023" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>             "01"             "01"             "01"             "01"           "0223" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>            "024"             "01"           "0223"            "023"             "01" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>             "01"             "01"            "023"             "01"             "01" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>             "01"           "0223"             "01"             "01"             "01" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>           "0223"             "01"             "01"             "01"             "01" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>             "01"          "02211"             "01"             "01"             "01" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>            "024"             "01"             "01"             "01"          "02211" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>            "021"             "01"             "01"            "021"             "01" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>            "021"             "01"           "0223"             "01"             "01" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>             "01"             "01"             "01"            "021"             "01" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>             "01"             "01"             "01"             "01"          "02211" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>             "01"             "01"             "01"           "0223"            "021" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>             "01"             "01"            "021"            "023"             "01" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>             "01"             "01"             "01"             "01"            "024" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>           "0223"             "01"             "01"             "01"             "01" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>            "023"             "01"             "01"             "01"             "01" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>             "01"            "021"            "021"             "01"            "021" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>            "021"            "021"            "021"            "021"            "021" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>             "01"          "02212"            "021"            "021"            "021" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>            "021"             "01"             "01"             "01"             "01" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>             "01"             "01"             "01"            "021"             "01" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>             "01"             "01"             "01"           "0222"            "021" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>             "01"            "021"             "01"            "021"            "021" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>            "021"             "01"            "021"             "01"            "024" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>            "021"            "021"            "021"            "021"           "0222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>             "01"             "01"            "021"            "021"             "01" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>             "01"            "021"           "0222"            "021"           "0222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>             "01"            "021"             "01"             "01"             "01" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>             "01"            "021"             "01"             "01"             "01" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>            "021"            "021"            "021"             "01"             "01" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>            "021"            "024"            "021"             "01"            "021" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>            "021"            "021"            "021"            "024"            "021" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>             "01"            "021"            "021"             "01"             "01" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>            "021"             "01"            "021"            "021"            "021" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>            "023"            "021"             "01"             "01"             "01" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>            "021"            "021"            "021"           "0222"             "01" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>             "01"            "021"            "024"            "021"            "021" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>            "021"             "01"            "021"             "01"             "01" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>            "021"             "01"            "021"            "021"            "021" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>            "021"            "021"           "0222"             "01"            "021" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>            "021"            "021"            "021"            "021"            "021" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>             "01"            "021"            "021"            "021"             "01" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>            "021"            "021"            "021"            "021"             "01" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>             "01"             "01"            "021"            "021"             "01" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>             "01"             "01"            "021"            "021"            "021" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>             "01"            "021"            "021"             "01"            "021" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>            "021"             "01"            "021"            "021"            "021" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>             "01"          "02212"            "021"             "01"            "021" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>             "01"            "021"            "021"             "01"             "01" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>            "021"            "021"             "01"            "021"             "01" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>            "021"             "01"             "01"            "021"            "021" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>             "01"            "021"           "0222"            "021"             "01" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>             "01"            "024"             "01"            "021"             "01" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>            "021"            "021"             "01"            "024"            "024" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>           "0222"             "01"            "021"             "01"             "01" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>             "01"            "021"             "01"            "021"            "024" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>             "01"             "01"            "021"            "021"            "021" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>            "021"             "01"             "01"            "024"             "01" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>            "024"            "021"            "024"            "021"            "021" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>            "021"             "01"             "01"             "01"             "01" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>             "01"            "021"            "021"            "021"             "01" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>            "021"            "021"             "01"             "01"            "021" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>            "021"            "024"            "021"            "021"             "01" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>           "0222"             "01"            "021"            "021"            "024" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>             "01"            "024"             "01"             "01"            "021" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>             "01"             "01"             "01"            "021"           "0222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>             "01"            "021"             "01"             "01"            "024" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>             "01"            "021"             "01"            "021"            "021" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>             "01"            "021"            "021"             "01"             "01" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>            "021"             "01"            "021"             "01"            "024" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>            "021"            "021"             "01"            "021"             "01" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>             "01"             "01"            "021"             "01"           "0222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>            "021"           "0222"             "01"            "021"             "01" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>             "01"            "021"            "021"             "01"             "01" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>            "024"            "021"            "021"            "021"             "01" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>            "024"            "021"            "021"            "021"             "01" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>            "021"             "01"            "021"            "021"             "01" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>             "01"             "01"            "021"             "01"             "01" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>             "01"            "024"            "021"            "024"             "01" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>            "021"            "021"            "021"            "021"             "01" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>             "01"            "021"           "0222"            "021"             "01" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>            "021"            "021"            "021"             "01"             "01" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>             "01"             "01"             "01"            "021"            "024" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>             "01"             "01"            "021"             "01"             "01" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>             "01"            "021"            "021"            "021"             "01" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>            "021"            "021"            "021"             "01"            "021" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>            "021"             "01"            "021"             "01"             "01" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>            "021"            "024"            "021"            "021"            "021" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>           "0222"            "024"             "01"             "01"            "024" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>            "024"             "01"            "021"            "021"            "021" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>            "024"             "01"             "01"           "0222"           "0222" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>           "0222"           "0222"           "0222"            "024"            "024" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>            "024"             "01"            "024"           "0222"            "024" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>            "024"           "0222"            "024"             "01"             "01" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>           "0222"            "024"            "024"            "024"             "01" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>           "0222"             "01"             "01"             "01"            "023" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>            "024"             "01"           "0222"            "024"            "024" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>            "024"            "021"             "01"            "024"            "021" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>           "0222"           "0222"            "021"             "01"             "01" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>           "0222"            "024"             "01"            "024"           "0222" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>           "0222"            "024"           "0222"           "0222"            "024" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>            "024"            "021"            "024"             "01"            "021" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>             "01"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>             "01"             "01"            "024"            "024"            "023" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>             "01"            "024"           "0222"             "01"             "01" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>             "01"             "01"           "0222"             "01"           "0222" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>            "024"          "02213"           "0222"            "024"            "024" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>           "0222"           "0222"            "021"            "024"             "01" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>            "024"            "024"            "021"            "024"            "023" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>             "01"            "024"            "024"            "024"             "01" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>            "024"             "01"            "024"            "024"           "0222" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>            "024"            "024"            "024"            "024"           "0222" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>             "01"            "024"            "021"            "024"           "0222" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>             "01"           "0222"             "01"           "0222"             "01" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>            "024"            "024"           "0222"            "024"            "021" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>           "0222"            "024"            "024"           "0222"            "024" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>           "0222"            "024"            "021"           "0222"            "024" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>            "024"           "0222"           "0222"            "021"          "02213" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>            "021"            "021"            "021"             "01"             "01" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>           "0222"            "024"             "01"            "024"             "01" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>            "021"            "024"           "0222"            "024"            "024" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>            "021"           "0222"            "024"           "0222"           "0222" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>             "01"            "024"            "024"            "024"            "024" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>           "0222"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>           "0222"           "0222"            "024"             "01"             "01" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>            "024"            "024"             "01"            "024"            "024" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>            "024"            "024"            "021"             "01"           "0222" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>           "0222"            "024"           "0222"             "01"            "024" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>            "024"           "0222"           "0222"             "01"            "024" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>            "024"             "01"           "0222"           "0222"             "01" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>            "024"             "01"           "0222"           "0222"             "01" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>           "0222"            "024"            "021"            "024"           "0222" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>            "024"            "024"            "024"            "024"            "021" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>           "0222"           "0222"            "021"            "024"             "01" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>            "021"          "02213"            "024"            "024"            "023" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>           "0222"             "01"            "021"           "0222"           "0222" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>           "0222"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>            "021"             "01"            "021"           "0222"             "01" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>           "0222"            "021"           "0222"             "01"           "0222" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>            "021"            "024"            "024"             "01"           "0222" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>             "01"             "01"           "0222"           "0222"             "01" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>          "02213"             "01"             "01"           "0222"            "024" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>           "0222"            "024"            "024"            "024"           "0222" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>           "0222"           "0222"           "0222"            "024"           "0222" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>            "024"           "0222"            "024"             "01"           "0222" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>             "01"            "024"            "024"            "024"            "021" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>           "0222"            "024"             "01"            "021"           "0222" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>           "0222"           "0222"            "024"             "01"           "0222" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>            "024"             "01"           "0222"            "023"            "024" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>           "0222"           "0222"             "01"            "021"            "024" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>            "024"            "021"            "024"            "024"            "024" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>            "024"            "024"           "0222"            "024"            "024" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>           "0222"           "0222"             "01"             "01"           "0222" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>           "0222"             "01"            "024"            "024"            "021" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>            "024"           "0222"            "024"            "024"             "01" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>          "02213"            "024"            "024"            "024"           "0222" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>             "01"             "01"            "024"           "0222"             "01" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>            "024"             "01"           "0222"             "01"            "024" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>           "0222"           "0222"           "0222"             "01"           "0222" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>             "01"             "01"             "01"             "01"             "01" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>            "024"           "0222"            "024"            "024"            "024" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>             "01"            "021"            "024"           "0222"            "021" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>          "02213"            "021"             "01"           "0222"           "0222" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>            "024"             "01"             "01"             "01"            "024" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>             "01"           "0222"            "024"             "01"             "01" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>           "0222"           "0222"           "0222"            "024"            "024" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>            "024"             "01"            "021"           "0222"           "0222" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>            "021"             "01"             "01"            "023"            "024" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>             "01"           "0222"            "024"             "01"           "0222" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>           "0222"             "01"           "0222"            "024"            "021" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>           "0222"           "0222"           "0222"             "01"           "0222" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>             "01"             "01"             "01"             "01"            "023" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>            "024"            "023"            "021"            "023"            "024" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>            "024"            "021"           "0222"             "01"            "024" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>           "0222"            "024"            "024"           "0222"            "021" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>           "0222"             "01"           "0222"            "024"            "021" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>             "01"           "0222"           "0222"            "024"             "01" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>             "01"            "024"            "024"           "0222"             "01" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>            "024"            "023"             "01"            "021"           "0222" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>            "024"             "01"             "01"            "024"           "0222" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>            "024"             "01"            "024"             "01"             "01" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>            "024"             "01"            "024"            "024"             "01" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>            "024"             "01"            "024"             "01"          "02213" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>            "024"           "0222"            "024"            "021"            "024" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>           "0222"            "021"             "01"            "024"           "0222" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>           "0222"             "01"           "0222"           "0222"             "01" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>           "0222"           "0222"            "021"           "0222"           "0222" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>            "024"            "024"            "021"            "024"            "021" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>             "01"            "021"           "0222"             "01"            "024" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>           "0222"            "024"             "01"            "024"            "024" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>           "0222"           "0222"            "024"           "0222"            "024" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>           "0222"            "024"          "02213"            "021"            "021" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>             "01"           "0222"           "0222"            "024"           "0222" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>             "01"            "024"           "0222"           "0222"             "01" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>           "0222"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>             "01"          "02213"           "0222"            "021"            "024" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>             "01"            "024"            "024"             "01"           "0222" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>          "02213"           "0222"            "024"            "024"             "01" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>           "0222"             "01"            "024"             "01"           "0222" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>           "0222"             "01"             "01"             "01"           "0222" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>             "01"           "0222"            "024"          "02213"           "0222" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>            "024"             "01"             "01"             "01"            "023" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>            "024"            "024"           "0222"            "024"            "024" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>            "024"          "02212"            "024"             "01"            "023" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>           "0222"            "024"             "01"            "024"           "0222" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>            "024"             "01"            "024"           "0222"             "01" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>            "024"           "0222"            "024"            "021"           "0222" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>             "01"            "024"             "01"            "024"           "0222" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>            "024"             "01"           "0222"            "024"           "0222" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>           "0222"            "023"            "024"            "021"             "01" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>           "0222"            "024"            "024"           "0222"            "024" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>             "01"           "0222"             "01"            "021"           "0222" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>           "0222"             "01"            "024"            "021"            "024" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>            "021"             "01"          "02213"             "01"           "0222" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>            "021"            "024"            "024"           "0222"             "01" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>            "024"           "0222"             "01"           "0222"            "021" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>           "0222"           "0222"             "01"            "024"             "01" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>            "024"            "024"            "024"           "0222"            "024" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>           "0222"             "01"             "01"             "01"            "024" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>            "021"            "024"           "0222"           "0222"            "024" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>           "0222"           "0222"            "024"            "024"             "01" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>           "0222"            "021"            "024"           "0222"             "01" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>            "024"            "021"           "0222"           "0222"             "01" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>            "024"           "0222"           "0222"           "0222"             "01" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>            "024"            "024"            "024"            "021"           "0222" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>           "0222"           "0222"           "0222"            "024"            "024" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>           "0222"           "0222"            "024"            "024"           "0222" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>            "024"             "01"            "024"            "021"            "024" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>           "0222"            "021"             "01"             "01"           "0222" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>             "01"             "01"             "01"           "0222"           "0222" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>            "024"            "024"           "0222"            "024"            "024" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>           "0222"            "024"            "024"            "023"             "01" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>           "0222"           "0222"             "01"            "024"          "02213" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>            "024"            "021"            "021"            "024"             "01" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>             "01"            "024"           "0222"             "01"             "01" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>            "024"            "023"            "024"           "0222"             "01" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>          "02213"            "024"            "024"             "01"            "024" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>            "024"            "024"             "01"            "024"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 8594))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>             "01"            "021"            "021"           "0221"            "023" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>            "021"            "023"            "023"            "023"            "023" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>           "0221"           "0223"            "024"             "01"            "021" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>             "01"             "01"             "01"            "021"            "024" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>            "023"            "023"            "021"           "0221"             "01" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>            "023"             "01"             "01"            "023"            "024" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>             "01"           "0221"            "023"            "023"            "023" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>            "021"             "01"            "023"            "021"            "024" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>             "01"            "023"            "023"           "0221"             "01" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>            "023"            "023"            "023"            "023"            "024" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>            "023"            "023"            "023"            "023"           "0221" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>            "021"            "023"             "01"            "021"            "023" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>            "023"            "023"             "01"            "023"            "024" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>             "01"            "023"            "021"            "024"            "023" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>            "023"             "01"             "01"            "023"            "021" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>             "01"            "024"             "01"            "023"            "021" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>             "01"            "023"             "01"            "023"             "01" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>            "021"             "01"            "023"             "01"             "01" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>            "023"            "023"             "01"            "023"            "023" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>           "0221"            "023"           "0221"            "021"             "01" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>            "021"            "023"            "024"             "01"            "024" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>             "01"            "021"            "023"             "01"             "01" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>            "023"            "021"             "01"            "023"             "01" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>             "01"            "023"            "023"            "023"             "01" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>           "0221"             "01"            "021"            "024"            "023" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>             "01"            "023"             "01"             "01"             "01" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>           "0221"            "024"             "01"             "01"           "0221" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>            "023"            "023"           "0221"            "023"             "01" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>            "023"            "021"           "0221"             "01"            "021" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>            "023"            "021"             "01"            "023"            "021" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>             "01"            "023"             "01"            "023"            "021" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>            "023"             "01"             "01"            "021"            "023" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>            "021"            "023"            "023"            "024"            "023" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>            "023"            "023"            "023"            "023"            "023" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>             "01"            "021"             "01"            "021"            "023" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>            "023"            "023"            "023"            "023"            "023" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>            "024"           "0221"             "01"            "023"            "023" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>             "01"            "024"            "023"             "01"            "024" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>            "023"             "01"             "01"            "023"            "021" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>            "023"            "023"             "01"            "021"             "01" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>            "023"            "023"            "023"            "021"            "021" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>             "01"            "023"            "023"            "023"            "021" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>            "023"             "01"             "01"            "021"             "01" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>             "01"             "01"            "023"            "021"            "023" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>            "023"            "021"            "023"             "01"            "023" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>            "021"            "021"           "0221"            "023"           "0221" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>            "023"            "023"            "024"            "021"            "023" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>            "021"            "021"            "023"            "021"            "023" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>            "023"             "01"             "01"            "021"             "01" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>             "01"             "01"            "023"            "024"           "0221" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>             "01"             "01"            "023"            "023"            "023" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>            "024"            "023"            "021"             "01"            "023" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>            "023"            "023"            "023"             "01"            "023" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>            "023"            "021"            "021"            "024"            "024" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>             "01"            "023"             "01"             "01"            "023" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>            "023"             "01"            "023"            "023"            "023" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>             "01"            "021"            "023"             "01"            "023" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>           "0221"             "01"            "024"            "023"             "01" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>             "01"             "01"             "01"             "01"            "023" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>             "01"            "023"            "023"             "01"            "023" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>            "021"            "023"            "023"            "023"             "01" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>            "023"             "01"            "023"            "023"            "021" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>             "01"            "021"           "0221"           "0221"            "023" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>            "023"            "023"             "01"            "023"           "0222" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>            "023"            "021"            "023"            "023"            "023" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>             "01"            "023"            "023"             "01"            "023" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>            "023"            "023"            "021"            "023"            "024" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>            "024"            "021"             "01"            "023"            "023" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>            "024"            "023"             "01"             "01"            "023" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>            "023"            "021"            "023"           "0221"           "0221" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>           "0221"            "023"            "023"           "0221"             "01" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>             "01"             "01"             "01"            "023"             "01" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>             "01"            "024"            "023"             "01"             "01" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>            "021"             "01"             "01"             "01"            "023" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>           "0221"           "0221"            "023"            "023"            "021" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>             "01"             "01"           "0221"             "01"            "023" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>             "01"            "024"            "023"            "021"            "023" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>            "021"            "023"             "01"            "023"            "024" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>             "01"            "023"            "023"             "01"            "023" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>            "023"             "01"             "01"            "024"            "023" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>            "023"           "0221"             "01"             "01"            "023" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>           "0221"            "023"            "023"            "023"             "01" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>             "01"             "01"            "023"            "023"            "023" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>             "01"            "021"             "01"            "023"             "01" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>            "023"            "023"            "023"            "023"             "01" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>             "01"            "023"           "0221"            "021"            "023" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>            "021"             "01"            "021"             "01"            "023" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>            "023"            "024"            "023"            "021"            "021" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>            "024"            "023"            "021"            "023"           "0221" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>            "023"             "01"             "01"             "01"            "023" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>            "024"            "023"             "01"             "01"             "01" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>             "01"             "01"            "021"           "0221"            "023" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>            "024"             "01"             "01"            "023"            "024" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>            "023"             "01"            "021"            "021"           "0222" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>            "023"            "024"             "01"             "01"             "01" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>             "01"            "023"            "023"             "01"           "0221" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>            "023"            "023"            "021"            "021"             "01" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>             "01"             "01"             "01"            "024"             "01" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>            "023"             "01"             "01"             "01"            "023" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>            "023"             "01"             "01"             "01"             "01" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>             "01"             "01"           "0221"            "024"             "01" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>            "023"             "01"            "023"             "01"            "023" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>            "024"             "01"             "01"            "023"             "01" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>             "01"            "023"           "0221"            "023"            "023" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>             "01"            "023"            "023"            "023"            "023" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>             "01"            "024"             "01"            "023"             "01" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>            "023"            "023"            "023"            "023"             "01" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>            "023"             "01"            "024"            "023"            "023" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>            "023"            "023"             "01"             "01"            "023" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>            "023"           "0221"            "023"            "021"             "01" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>            "023"            "024"            "024"            "023"            "023" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>            "024"            "023"             "01"            "023"             "01" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>            "021"             "01"            "023"             "01"            "024" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>             "01"             "01"            "023"            "023"            "023" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>            "021"             "01"            "021"            "021"            "023" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>            "023"            "023"            "021"             "01"            "023" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>           "0221"            "023"             "01"            "023"             "01" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>            "024"            "023"             "01"            "023"            "023" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>            "024"            "023"             "01"            "023"            "023" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>           "0221"             "01"            "023"             "01"            "023" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>            "023"             "01"            "023"             "01"           "0221" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>             "01"            "021"            "023"            "023"            "023" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>             "01"            "023"            "023"            "023"           "0221" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>             "01"             "01"             "01"             "01"            "024" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>             "01"            "023"            "023"             "01"            "023" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>             "01"             "01"             "01"            "023"            "023" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>             "01"            "024"            "021"           "0221"           "0221" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>            "023"            "023"             "01"            "021"            "023" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>             "01"            "023"            "023"            "023"            "023" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>           "0221"            "021"             "01"            "024"           "0221" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>             "01"            "023"             "01"            "024"             "01" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>             "01"             "01"            "023"             "01"            "023" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>             "01"           "0221"             "01"            "024"             "01" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>            "023"            "023"            "023"            "021"            "021" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>           "0221"            "023"             "01"            "023"            "021" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>             "01"             "01"            "023"            "023"            "023" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>            "023"            "023"            "023"             "01"            "023" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>            "023"            "024"             "01"            "021"            "023" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>            "021"            "021"            "023"             "01"            "023" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>            "024"             "01"            "023"            "023"            "023" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>            "023"           "0221"            "023"            "023"            "024" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>            "024"             "01"            "023"             "01"            "023" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>            "023"            "024"           "0221"             "01"            "023" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>            "023"            "023"             "01"            "023"            "023" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>           "0221"             "01"            "023"            "023"             "01" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>             "01"            "021"             "01"             "01"            "023" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>             "01"            "023"            "024"            "024"             "01" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>            "024"             "01"             "01"           "0221"            "023" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>            "021"             "01"            "023"             "01"            "021" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>            "023"            "023"            "023"            "023"            "023" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>            "023"           "0221"            "023"           "0221"            "023" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>            "023"             "01"             "01"             "01"            "021" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>            "023"            "023"            "021"            "021"             "01" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>            "021"            "021"            "021"            "021"            "021" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>            "021"            "024"             "01"             "01"             "01" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>            "021"            "021"             "01"            "023"           "0221" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>           "0221"             "01"            "021"             "01"            "023" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>            "021"             "01"            "023"             "01"            "021" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>            "021"           "0223"            "023"             "01"            "021" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>             "01"             "01"            "023"            "021"            "023" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>            "023"             "01"             "01"             "01"            "024" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>            "023"            "023"            "023"            "021"             "01" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>            "023"            "023"            "023"           "0221"            "021" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>             "01"             "01"            "021"            "021"            "021" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>             "01"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>             "01"             "01"            "021"             "01"           "0221" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>             "01"           "0221"            "023"            "021"            "023" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>           "0221"           "0221"           "0223"            "021"           "0221" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>           "0221"             "01"            "021"            "021"            "023" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>             "01"            "021"           "0221"            "023"             "01" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>            "023"            "023"             "01"             "01"            "023" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>            "021"           "0221"            "023"            "021"             "01" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>            "024"             "01"           "0221"            "023"            "023" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>           "0223"            "024"           "0221"            "024"            "021" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>            "021"             "01"            "024"            "023"            "024" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>           "0223"           "0221"           "0223"             "01"            "023" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>             "01"            "021"             "01"             "01"           "0221" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>             "01"           "0221"             "01"            "021"            "021" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>           "0221"           "0221"             "01"           "0223"           "0221" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>            "023"             "01"            "023"           "0223"             "01" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>             "01"             "01"           "0221"             "01"            "024" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>             "01"             "01"           "0221"            "023"            "023" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>            "021"            "021"           "0221"            "023"            "024" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>             "01"            "023"           "0221"           "0221"             "01" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>           "0221"           "0221"            "023"           "0221"             "01" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>           "0221"            "021"            "021"             "01"            "024" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>             "01"             "01"            "023"             "01"            "023" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>            "023"            "023"             "01"            "021"            "021" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>             "01"            "021"           "0221"            "021"            "021" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>             "01"           "0221"             "01"           "0221"           "0223" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>             "01"            "021"            "021"             "01"             "01" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>             "01"            "023"           "0221"            "021"             "01" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>            "021"             "01"            "021"            "023"             "01" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>            "023"           "0221"           "0223"            "024"             "01" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>            "023"            "024"            "024"             "01"            "021" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>            "021"           "0221"           "0221"            "023"           "0222" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>            "023"           "0221"           "0221"           "0223"             "01" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>           "0221"           "0221"            "021"             "01"           "0223" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>           "0221"           "0221"           "0223"            "021"            "024" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>           "0221"             "01"           "0223"            "023"            "021" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>             "01"             "01"             "01"            "023"            "023" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>             "01"           "0223"            "021"            "021"            "023" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>            "023"            "023"           "0223"            "023"             "01" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>            "024"             "01"            "023"            "023"            "024" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>           "0221"            "023"            "023"             "01"           "0221" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>             "01"             "01"             "01"             "01"            "023" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>             "01"             "01"            "024"            "021"            "023" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>             "01"           "0223"             "01"            "023"            "024" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>             "01"           "0221"           "0223"            "024"             "01" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>             "01"            "021"            "024"             "01"           "0221" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>            "021"            "023"            "023"             "01"           "0221" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>            "023"             "01"             "01"            "021"           "0221" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>           "0223"             "01"           "0223"            "023"           "0221" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>            "021"           "0221"           "0223"            "023"           "0223" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>           "0223"             "01"            "021"           "0221"           "0221" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>            "023"           "0221"           "0221"             "01"             "01" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>            "023"            "023"             "01"           "0221"           "0221" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>           "0223"           "0221"           "0223"            "023"           "0221" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>           "0221"           "0221"           "0221"             "01"             "01" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>           "0221"            "024"            "021"             "01"             "01" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>             "01"             "01"            "023"            "023"             "01" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>             "01"           "0221"            "024"            "021"             "01" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>           "0221"             "01"           "0223"           "0221"            "021" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>           "0223"           "0223"             "01"            "021"           "0221" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>           "0221"            "023"             "01"            "024"             "01" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>            "021"             "01"            "023"           "0221"            "023" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>           "0221"           "0221"            "023"            "023"             "01" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>            "023"             "01"             "01"             "01"           "0223" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>            "024"             "01"            "021"            "023"           "0221" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>           "0221"           "0221"            "023"           "0223"           "0223" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>            "023"             "01"            "021"             "01"            "024" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>             "01"             "01"            "021"           "0221"            "023" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>           "0223"            "023"           "0221"            "023"            "021" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>           "0221"            "023"           "0223"           "0223"            "021" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>             "01"            "021"             "01"            "024"             "01" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>             "01"            "024"           "0221"            "023"            "024" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>             "01"           "0221"            "023"           "0221"             "01" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>             "01"             "01"           "0221"             "01"           "0223" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>             "01"            "023"            "024"            "024"            "023" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>           "0223"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>           "0221"           "0221"           "0222"             "01"             "01" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>             "01"            "021"             "01"             "01"             "01" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>             "01"             "01"             "01"             "01"            "021" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>            "024"           "0223"             "01"           "0221"           "0221" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>             "01"            "024"           "0223"             "01"             "01" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>           "0223"           "0223"             "01"             "01"            "024" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>           "0221"           "0221"             "01"             "01"           "0223" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>             "01"             "01"            "021"           "0223"             "01" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>           "0221"           "0221"           "0221"           "0223"           "0221" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>           "0221"           "0223"           "0223"            "021"             "01" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>           "0223"           "0221"             "01"             "01"             "01" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>             "01"           "0223"             "01"           "0223"           "0223" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>             "01"           "0221"             "01"             "01"             "01" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>            "021"             "01"           "0221"             "01"           "0221" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>           "0221"           "0223"             "01"             "01"            "021" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>             "01"             "01"             "01"             "01"           "0221" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>           "0223"           "0221"             "01"            "024"            "024" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>           "0223"            "024"             "01"             "01"           "0223" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>           "0223"             "01"            "024"            "023"             "01" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>           "0223"             "01"           "0223"           "0221"           "0223" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>             "01"           "0221"           "0221"             "01"           "0223" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>             "01"           "0223"           "0223"            "021"            "023" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>             "01"           "0223"           "0223"             "01"             "01" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>           "0223"             "01"             "01"             "01"             "01" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>           "0223"           "0221"           "0221"            "023"           "0223" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>           "0223"             "01"           "0221"           "0221"             "01" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>             "01"             "01"            "023"            "023"             "01" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>             "01"           "0221"            "023"           "0221"             "01" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>           "0223"             "01"           "0223"           "0221"           "0221" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>             "01"           "0221"           "0221"            "024"             "01" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>           "0221"           "0223"           "0221"            "023"           "0223" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>             "01"           "0221"             "01"            "024"           "0223" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>             "01"            "024"             "01"             "01"           "0221" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>           "0221"             "01"           "0223"           "0223"            "023" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>           "0223"            "024"            "024"             "01"           "0221" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>             "01"           "0221"            "024"            "023"           "0221" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>            "023"             "01"           "0223"            "024"           "0221" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>           "0223"             "01"           "0221"             "01"             "01" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>             "01"            "023"             "01"           "0223"           "0221" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>           "0221"            "024"             "01"             "01"             "01" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>             "01"           "0223"             "01"             "01"             "01" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>             "01"            "024"             "01"            "023"            "024" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>             "01"             "01"             "01"           "0223"           "0223" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>             "01"             "01"           "0221"             "01"             "01" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>           "0221"            "024"           "0223"            "021"            "021" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>             "01"            "024"           "0221"             "01"             "01" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>            "024"           "0221"             "01"            "023"             "01" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>            "023"             "01"             "01"             "01"            "024" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>           "0223"            "021"            "024"           "0223"            "024" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>           "0223"           "0223"           "0223"             "01"             "01" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>           "0221"            "023"           "0223"             "01"             "01" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>           "0223"           "0223"             "01"           "0221"             "01" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>             "01"           "0221"             "01"             "01"            "021" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>            "024"             "01"             "01"            "024"           "0221" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>            "023"            "023"            "024"           "0223"           "0223" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>           "0223"           "0223"             "01"           "0223"             "01" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>           "0223"           "0223"             "01"             "01"             "01" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>             "01"             "01"             "01"           "0221"            "021" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>             "01"             "01"            "024"             "01"           "0221" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>            "024"             "01"           "0221"           "0221"           "0223" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>            "024"             "01"            "023"            "024"             "01" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>             "01"            "023"           "0221"           "0223"             "01" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>           "0223"             "01"             "01"            "021"             "01" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>             "01"           "0223"            "023"             "01"             "01" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>             "01"           "0221"             "01"             "01"            "021" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>           "0223"           "0221"             "01"            "024"            "024" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>             "01"           "0221"           "0223"             "01"             "01" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>           "0223"           "0223"            "021"            "021"            "024" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>             "01"             "01"           "0221"            "023"           "0223" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>             "01"           "0223"            "024"           "0221"             "01" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>            "023"           "0223"             "01"            "021"           "0221" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>             "01"             "01"           "0223"           "0221"           "0223" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>            "023"             "01"            "021"           "0221"           "0223" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>             "01"            "024"            "024"           "0221"             "01" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>           "0223"            "024"             "01"             "01"             "01" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>           "0223"             "01"             "01"             "01"             "01" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>            "024"             "01"             "01"             "01"           "0221" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>             "01"            "023"             "01"             "01"            "023" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>            "023"             "01"             "01"            "021"            "024" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>             "01"             "01"            "023"            "024"            "021" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>            "023"            "024"             "01"            "024"            "021" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>           "0221"             "01"             "01"             "01"            "024" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>            "023"            "024"             "01"             "01"             "01" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>            "021"            "021"            "024"            "021"           "0221" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>            "024"             "01"           "0221"             "01"            "021" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>             "01"            "023"            "021"            "021"             "01" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>            "023"            "021"             "01"            "023"           "0223" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>            "021"             "01"             "01"            "021"            "024" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>            "021"             "01"             "01"            "021"            "023" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>             "01"            "021"            "024"            "021"             "01" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>             "01"            "021"            "024"            "024"             "01" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>            "021"            "024"            "024"             "01"            "023" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>             "01"             "01"             "01"            "021"             "01" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>             "01"            "023"            "021"             "01"             "01" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>            "024"            "024"            "023"            "021"             "01" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>            "024"            "024"            "021"            "021"             "01" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>             "01"             "01"             "01"             "01"            "021" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>             "01"             "01"            "021"            "024"            "021" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>            "024"             "01"            "021"             "01"            "024" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>             "01"             "01"            "023"           "0223"            "021" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>           "0221"             "01"            "021"            "023"            "023" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>            "021"            "024"             "01"            "024"             "01" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>            "021"             "01"             "01"            "023"            "021" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>             "01"           "0223"             "01"            "021"            "021" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>             "01"             "01"            "024"            "021"            "023" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>            "024"             "01"             "01"             "01"            "023" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>            "021"             "01"            "023"             "01"            "021" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>            "024"            "023"             "01"            "023"             "01" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>            "024"             "01"           "0223"             "01"             "01" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>            "024"            "021"             "01"             "01"           "0223" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>            "021"             "01"            "024"            "021"            "021" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>            "021"            "023"            "024"            "024"            "023" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>            "024"             "01"            "021"             "01"            "024" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>            "021"            "024"            "024"             "01"             "01" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>             "01"             "01"           "0223"            "024"            "021" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>            "024"            "024"             "01"            "021"            "023" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>             "01"            "024"            "024"            "024"             "01" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>            "024"             "01"            "023"            "021"            "024" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>            "023"            "024"             "01"             "01"             "01" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>            "021"            "024"            "023"           "0223"           "0221" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>            "021"             "01"             "01"            "021"             "01" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>             "01"             "01"            "023"            "021"            "023" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>            "021"            "023"             "01"             "01"             "01" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>             "01"            "024"            "021"             "01"             "01" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>            "023"            "024"             "01"            "023"             "01" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>             "01"            "024"            "021"             "01"            "024" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>            "024"             "01"             "01"            "024"           "0221" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>            "024"            "024"            "021"            "024"            "021" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>             "01"            "024"            "021"            "024"            "024" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>             "01"            "021"            "024"            "021"           "0223" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>            "021"             "01"             "01"            "024"            "024" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>            "021"             "01"           "0221"             "01"            "024" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>             "01"            "021"            "024"             "01"             "01" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>            "023"             "01"             "01"            "024"             "01" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>            "023"            "023"             "01"             "01"            "024" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>            "021"            "023"             "01"            "021"             "01" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>             "01"            "021"            "024"            "021"            "023" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>            "024"             "01"            "021"            "021"             "01" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>             "01"            "023"             "01"            "024"            "021" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>            "024"            "023"            "024"            "021"             "01" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>             "01"            "024"            "021"            "024"             "01" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>             "01"            "023"             "01"             "01"            "021" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>             "01"            "021"             "01"            "024"            "024" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>            "021"            "024"            "024"            "021"           "0223" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>           "0223"             "01"            "024"             "01"             "01" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>            "024"             "01"            "024"             "01"             "01" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>             "01"             "01"             "01"           "0221"             "01" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>             "01"             "01"            "021"            "023"             "01" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>             "01"             "01"             "01"             "01"           "0223" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>            "021"             "01"             "01"             "01"             "01" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>             "01"           "0221"            "021"            "021"             "01" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>           "0223"             "01"           "0223"            "023"           "0221" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>             "01"           "0223"             "01"             "01"             "01" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>            "024"            "021"             "01"            "021"            "024" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>            "021"             "01"             "01"             "01"             "01" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>             "01"             "01"             "01"            "023"           "0223" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>            "021"            "024"             "01"           "0223"            "023" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>            "023"             "01"           "0221"             "01"             "01" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>           "0221"            "024"           "0221"             "01"             "01" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>             "01"             "01"             "01"             "01"            "023" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>             "01"             "01"            "023"             "01"             "01" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>            "024"             "01"           "0223"            "021"             "01" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>             "01"            "021"             "01"             "01"           "0223" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>             "01"             "01"           "0223"             "01"             "01" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>             "01"           "0223"             "01"             "01"             "01" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>            "021"             "01"             "01"             "01"             "01" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>             "01"             "01"            "021"            "023"             "01" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>             "01"             "01"             "01"            "023"             "01" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>             "01"             "01"            "021"             "01"            "023" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>            "023"             "01"            "023"             "01"             "01" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>            "021"             "01"             "01"             "01"           "0221" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>             "01"             "01"            "024"            "021"             "01" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>           "0223"            "024"             "01"             "01"             "01" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>             "01"             "01"            "021"             "01"            "024" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>           "0221"            "021"           "0221"             "01"             "01" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>             "01"             "01"             "01"             "01"            "021" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>           "0223"             "01"             "01"             "01"            "024" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>             "01"             "01"             "01"            "024"            "021" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>             "01"             "01"             "01"             "01"            "023" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>             "01"             "01"             "01"             "01"           "0223" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>            "024"             "01"           "0223"            "023"             "01" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>             "01"             "01"            "023"             "01"             "01" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>             "01"           "0223"             "01"             "01"             "01" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>           "0223"             "01"             "01"             "01"             "01" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>             "01"           "0221"             "01"             "01"             "01" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>            "024"             "01"             "01"             "01"           "0221" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>            "021"             "01"             "01"            "021"             "01" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>            "021"             "01"           "0223"             "01"             "01" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>             "01"             "01"             "01"            "021"             "01" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>             "01"             "01"             "01"             "01"           "0221" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>             "01"             "01"             "01"           "0223"            "021" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>             "01"             "01"            "021"            "023"             "01" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>             "01"             "01"             "01"             "01"            "024" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>           "0223"             "01"             "01"             "01"             "01" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>            "023"             "01"             "01"             "01"             "01" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>             "01"            "021"            "021"             "01"            "021" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>            "021"            "021"            "021"            "021"            "021" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>             "01"           "0221"            "021"            "021"            "021" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>            "021"             "01"             "01"             "01"             "01" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>             "01"             "01"             "01"            "021"             "01" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>             "01"             "01"             "01"           "0222"            "021" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>             "01"            "021"             "01"            "021"            "021" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>            "021"             "01"            "021"             "01"            "024" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>            "021"            "021"            "021"            "021"           "0222" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>             "01"             "01"            "021"            "021"             "01" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>             "01"            "021"           "0222"            "021"           "0222" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>             "01"            "021"             "01"             "01"             "01" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>             "01"            "021"             "01"             "01"             "01" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>            "021"            "021"            "021"             "01"             "01" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>            "021"            "024"            "021"             "01"            "021" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>            "021"            "021"            "021"            "024"            "021" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>             "01"            "021"            "021"             "01"             "01" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>            "021"             "01"            "021"            "021"            "021" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>            "023"            "021"             "01"             "01"             "01" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>            "021"            "021"            "021"           "0222"             "01" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>             "01"            "021"            "024"            "021"            "021" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>            "021"             "01"            "021"             "01"             "01" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>            "021"             "01"            "021"            "021"            "021" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>            "021"            "021"           "0222"             "01"            "021" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>            "021"            "021"            "021"            "021"            "021" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>             "01"            "021"            "021"            "021"             "01" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>            "021"            "021"            "021"            "021"             "01" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>             "01"             "01"            "021"            "021"             "01" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>             "01"             "01"            "021"            "021"            "021" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>             "01"            "021"            "021"             "01"            "021" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>            "021"             "01"            "021"            "021"            "021" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>             "01"           "0221"            "021"             "01"            "021" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>             "01"            "021"            "021"             "01"             "01" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>            "021"            "021"             "01"            "021"             "01" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>            "021"             "01"             "01"            "021"            "021" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>             "01"            "021"           "0222"            "021"             "01" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>             "01"            "024"             "01"            "021"             "01" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>            "021"            "021"             "01"            "024"            "024" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>           "0222"             "01"            "021"             "01"             "01" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>             "01"            "021"             "01"            "021"            "024" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>             "01"             "01"            "021"            "021"            "021" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>            "021"             "01"             "01"            "024"             "01" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>            "024"            "021"            "024"            "021"            "021" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>            "021"             "01"             "01"             "01"             "01" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>             "01"            "021"            "021"            "021"             "01" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>            "021"            "021"             "01"             "01"            "021" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>            "021"            "024"            "021"            "021"             "01" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>           "0222"             "01"            "021"            "021"            "024" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>             "01"            "024"             "01"             "01"            "021" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>             "01"             "01"             "01"            "021"           "0222" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>             "01"            "021"             "01"             "01"            "024" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>             "01"            "021"             "01"            "021"            "021" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>             "01"            "021"            "021"             "01"             "01" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>            "021"             "01"            "021"             "01"            "024" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>            "021"            "021"             "01"            "021"             "01" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>             "01"             "01"            "021"             "01"           "0222" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>            "021"           "0222"             "01"            "021"             "01" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>             "01"            "021"            "021"             "01"             "01" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>            "024"            "021"            "021"            "021"             "01" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>            "024"            "021"            "021"            "021"             "01" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>            "021"             "01"            "021"            "021"             "01" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>             "01"             "01"            "021"             "01"             "01" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>             "01"            "024"            "021"            "024"             "01" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>            "021"            "021"            "021"            "021"             "01" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>             "01"            "021"           "0222"            "021"             "01" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>            "021"            "021"            "021"             "01"             "01" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>             "01"             "01"             "01"            "021"            "024" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>             "01"             "01"            "021"             "01"             "01" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>             "01"            "021"            "021"            "021"             "01" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>            "021"            "021"            "021"             "01"            "021" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>            "021"             "01"            "021"             "01"             "01" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>            "021"            "024"            "021"            "021"            "021" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>           "0222"            "024"             "01"             "01"            "024" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>            "024"             "01"            "021"            "021"            "021" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>            "024"             "01"             "01"           "0222"           "0222" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>           "0222"           "0222"           "0222"            "024"            "024" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>            "024"             "01"            "024"           "0222"            "024" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>            "024"           "0222"            "024"             "01"             "01" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>           "0222"            "024"            "024"            "024"             "01" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>           "0222"             "01"             "01"             "01"            "023" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>            "024"             "01"           "0222"            "024"            "024" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>            "024"            "021"             "01"            "024"            "021" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>           "0222"           "0222"            "021"             "01"             "01" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>           "0222"            "024"             "01"            "024"           "0222" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>           "0222"            "024"           "0222"           "0222"            "024" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>            "024"            "021"            "024"             "01"            "021" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>             "01"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>             "01"             "01"            "024"            "024"            "023" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>             "01"            "024"           "0222"             "01"             "01" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>             "01"             "01"           "0222"             "01"           "0222" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>            "024"           "0221"           "0222"            "024"            "024" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>           "0222"           "0222"            "021"            "024"             "01" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>            "024"            "024"            "021"            "024"            "023" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>             "01"            "024"            "024"            "024"             "01" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>            "024"             "01"            "024"            "024"           "0222" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>            "024"            "024"            "024"            "024"           "0222" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>             "01"            "024"            "021"            "024"           "0222" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>             "01"           "0222"             "01"           "0222"             "01" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>            "024"            "024"           "0222"            "024"            "021" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>           "0222"            "024"            "024"           "0222"            "024" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>           "0222"            "024"            "021"           "0222"            "024" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>            "024"           "0222"           "0222"            "021"           "0221" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>            "021"            "021"            "021"             "01"             "01" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>           "0222"            "024"             "01"            "024"             "01" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>            "021"            "024"           "0222"            "024"            "024" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>            "021"           "0222"            "024"           "0222"           "0222" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>             "01"            "024"            "024"            "024"            "024" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>           "0222"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>           "0222"           "0222"            "024"             "01"             "01" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>            "024"            "024"             "01"            "024"            "024" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>            "024"            "024"            "021"             "01"           "0222" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>           "0222"            "024"           "0222"             "01"            "024" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>            "024"           "0222"           "0222"             "01"            "024" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>            "024"             "01"           "0222"           "0222"             "01" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>            "024"             "01"           "0222"           "0222"             "01" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>           "0222"            "024"            "021"            "024"           "0222" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>            "024"            "024"            "024"            "024"            "021" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>           "0222"           "0222"            "021"            "024"             "01" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>            "021"           "0221"            "024"            "024"            "023" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>           "0222"             "01"            "021"           "0222"           "0222" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>           "0222"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>            "021"             "01"            "021"           "0222"             "01" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>           "0222"            "021"           "0222"             "01"           "0222" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>            "021"            "024"            "024"             "01"           "0222" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>             "01"             "01"           "0222"           "0222"             "01" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>           "0221"             "01"             "01"           "0222"            "024" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>           "0222"            "024"            "024"            "024"           "0222" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>           "0222"           "0222"           "0222"            "024"           "0222" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>            "024"           "0222"            "024"             "01"           "0222" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>             "01"            "024"            "024"            "024"            "021" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>           "0222"            "024"             "01"            "021"           "0222" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>           "0222"           "0222"            "024"             "01"           "0222" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>            "024"             "01"           "0222"            "023"            "024" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>           "0222"           "0222"             "01"            "021"            "024" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>            "024"            "021"            "024"            "024"            "024" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>            "024"            "024"           "0222"            "024"            "024" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>           "0222"           "0222"             "01"             "01"           "0222" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>           "0222"             "01"            "024"            "024"            "021" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>            "024"           "0222"            "024"            "024"             "01" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>           "0221"            "024"            "024"            "024"           "0222" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>             "01"             "01"            "024"           "0222"             "01" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>            "024"             "01"           "0222"             "01"            "024" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>           "0222"           "0222"           "0222"             "01"           "0222" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>             "01"             "01"             "01"             "01"             "01" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>            "024"           "0222"            "024"            "024"            "024" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>             "01"            "021"            "024"           "0222"            "021" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>           "0221"            "021"             "01"           "0222"           "0222" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>            "024"             "01"             "01"             "01"            "024" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>             "01"           "0222"            "024"             "01"             "01" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>           "0222"           "0222"           "0222"            "024"            "024" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>            "024"             "01"            "021"           "0222"           "0222" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>            "021"             "01"             "01"            "023"            "024" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>             "01"           "0222"            "024"             "01"           "0222" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>           "0222"             "01"           "0222"            "024"            "021" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>           "0222"           "0222"           "0222"             "01"           "0222" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>             "01"             "01"             "01"             "01"            "023" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>            "024"            "023"            "021"            "023"            "024" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>            "024"            "021"           "0222"             "01"            "024" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>           "0222"            "024"            "024"           "0222"            "021" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>           "0222"             "01"           "0222"            "024"            "021" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>             "01"           "0222"           "0222"            "024"             "01" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>             "01"            "024"            "024"           "0222"             "01" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>            "024"            "023"             "01"            "021"           "0222" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>            "024"             "01"             "01"            "024"           "0222" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>            "024"             "01"            "024"             "01"             "01" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>            "024"             "01"            "024"            "024"             "01" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>            "024"             "01"            "024"             "01"           "0221" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>            "024"           "0222"            "024"            "021"            "024" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>           "0222"            "021"             "01"            "024"           "0222" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>           "0222"             "01"           "0222"           "0222"             "01" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>           "0222"           "0222"            "021"           "0222"           "0222" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>            "024"            "024"            "021"            "024"            "021" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>             "01"            "021"           "0222"             "01"            "024" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>           "0222"            "024"             "01"            "024"            "024" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>           "0222"           "0222"            "024"           "0222"            "024" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>           "0222"            "024"           "0221"            "021"            "021" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>             "01"           "0222"           "0222"            "024"           "0222" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>             "01"            "024"           "0222"           "0222"             "01" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>           "0222"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>             "01"           "0221"           "0222"            "021"            "024" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>             "01"            "024"            "024"             "01"           "0222" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>           "0221"           "0222"            "024"            "024"             "01" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>           "0222"             "01"            "024"             "01"           "0222" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>           "0222"             "01"             "01"             "01"           "0222" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>             "01"           "0222"            "024"           "0221"           "0222" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>            "024"             "01"             "01"             "01"            "023" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>            "024"            "024"           "0222"            "024"            "024" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>            "024"           "0221"            "024"             "01"            "023" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>           "0222"            "024"             "01"            "024"           "0222" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>            "024"             "01"            "024"           "0222"             "01" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>            "024"           "0222"            "024"            "021"           "0222" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>             "01"            "024"             "01"            "024"           "0222" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>            "024"             "01"           "0222"            "024"           "0222" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>           "0222"            "023"            "024"            "021"             "01" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>           "0222"            "024"            "024"           "0222"            "024" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>             "01"           "0222"             "01"            "021"           "0222" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>           "0222"             "01"            "024"            "021"            "024" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>            "021"             "01"           "0221"             "01"           "0222" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>            "021"            "024"            "024"           "0222"             "01" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>            "024"           "0222"             "01"           "0222"            "021" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>           "0222"           "0222"             "01"            "024"             "01" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>            "024"            "024"            "024"           "0222"            "024" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>           "0222"             "01"             "01"             "01"            "024" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>            "021"            "024"           "0222"           "0222"            "024" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>           "0222"           "0222"            "024"            "024"             "01" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>           "0222"            "021"            "024"           "0222"             "01" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>            "024"            "021"           "0222"           "0222"             "01" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>            "024"           "0222"           "0222"           "0222"             "01" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>            "024"            "024"            "024"            "021"           "0222" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>           "0222"           "0222"           "0222"            "024"            "024" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>           "0222"           "0222"            "024"            "024"           "0222" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>            "024"             "01"            "024"            "021"            "024" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>           "0222"            "021"             "01"             "01"           "0222" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>             "01"             "01"             "01"           "0222"           "0222" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>            "024"            "024"           "0222"            "024"            "024" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>           "0222"            "024"            "024"            "023"             "01" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>           "0222"           "0222"             "01"            "024"           "0221" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>            "024"            "021"            "021"            "024"             "01" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>             "01"            "024"           "0222"             "01"             "01" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>            "024"            "023"            "024"           "0222"             "01" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>           "0221"            "024"            "024"             "01"            "024" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>            "024"            "024"             "01"            "024"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 10671))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>             "01"            "021"            "021"            "022"            "023" 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>            "021"            "023"            "023"            "023"            "023" 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>            "022"            "022"            "024"             "01"            "021" 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>             "01"             "01"             "01"            "021"            "024" 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>            "023"            "023"            "021"            "022"             "01" 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>            "023"             "01"             "01"            "023"            "024" 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>             "01"            "022"            "023"            "023"            "023" 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>            "021"             "01"            "023"            "021"            "024" 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>             "01"            "023"            "023"            "022"             "01" 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>            "023"            "023"            "023"            "023"            "024" 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>            "023"            "023"            "023"            "023"            "022" 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>            "021"            "023"             "01"            "021"            "023" 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>            "023"            "023"             "01"            "023"            "024" 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>             "01"            "023"            "021"            "024"            "023" 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>            "023"             "01"             "01"            "023"            "021" 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>             "01"            "024"             "01"            "023"            "021" 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>             "01"            "023"             "01"            "023"             "01" 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>            "021"             "01"            "023"             "01"             "01" 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>            "023"            "023"             "01"            "023"            "023" 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>            "022"            "023"            "022"            "021"             "01" 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>            "021"            "023"            "024"             "01"            "024" 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>             "01"            "021"            "023"             "01"             "01" 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>            "023"            "021"             "01"            "023"             "01" 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>             "01"            "023"            "023"            "023"             "01" 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>            "022"             "01"            "021"            "024"            "023" 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>             "01"            "023"             "01"             "01"             "01" 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>            "022"            "024"             "01"             "01"            "022" 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>            "023"            "023"            "022"            "023"             "01" 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>            "023"            "021"            "022"             "01"            "021" 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>            "023"            "021"             "01"            "023"            "021" 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>             "01"            "023"             "01"            "023"            "021" 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>            "023"             "01"             "01"            "021"            "023" 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>            "021"            "023"            "023"            "024"            "023" 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>            "023"            "023"            "023"            "023"            "023" 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>             "01"            "021"             "01"            "021"            "023" 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>            "023"            "023"            "023"            "023"            "023" 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>            "024"            "022"             "01"            "023"            "023" 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>             "01"            "024"            "023"             "01"            "024" 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>            "023"             "01"             "01"            "023"            "021" 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>            "023"            "023"             "01"            "021"             "01" 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>            "023"            "023"            "023"            "021"            "021" 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>             "01"            "023"            "023"            "023"            "021" 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>            "023"             "01"             "01"            "021"             "01" 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>             "01"             "01"            "023"            "021"            "023" 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>            "023"            "021"            "023"             "01"            "023" 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>            "021"            "021"            "022"            "023"            "022" 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>            "023"            "023"            "024"            "021"            "023" 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>            "021"            "021"            "023"            "021"            "023" 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>            "023"             "01"             "01"            "021"             "01" 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>             "01"             "01"            "023"            "024"            "022" 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>             "01"             "01"            "023"            "023"            "023" 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>            "024"            "023"            "021"             "01"            "023" 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>            "023"            "023"            "023"             "01"            "023" 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>            "023"            "021"            "021"            "024"            "024" 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>             "01"            "023"             "01"             "01"            "023" 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>            "023"             "01"            "023"            "023"            "023" 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>             "01"            "021"            "023"             "01"            "023" 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>            "022"             "01"            "024"            "023"             "01" 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>             "01"             "01"             "01"             "01"            "023" 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>             "01"            "023"            "023"             "01"            "023" 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>            "021"            "023"            "023"            "023"             "01" 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>            "023"             "01"            "023"            "023"            "021" 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>             "01"            "021"            "022"            "022"            "023" 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>            "023"            "023"             "01"            "023"            "022" 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>            "023"            "021"            "023"            "023"            "023" 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>             "01"            "023"            "023"             "01"            "023" 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>            "023"            "023"            "021"            "023"            "024" 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>            "024"            "021"             "01"            "023"            "023" 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>            "024"            "023"             "01"             "01"            "023" 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>            "023"            "021"            "023"            "022"            "022" 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>            "022"            "023"            "023"            "022"             "01" 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>             "01"             "01"             "01"            "023"             "01" 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>             "01"            "024"            "023"             "01"             "01" 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>            "021"             "01"             "01"             "01"            "023" 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>            "022"            "022"            "023"            "023"            "021" 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>             "01"             "01"            "022"             "01"            "023" 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>             "01"            "024"            "023"            "021"            "023" 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>            "021"            "023"             "01"            "023"            "024" 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>             "01"            "023"            "023"             "01"            "023" 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>            "023"             "01"             "01"            "024"            "023" 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>            "023"            "022"             "01"             "01"            "023" 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>            "022"            "023"            "023"            "023"             "01" 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>             "01"             "01"            "023"            "023"            "023" 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>             "01"            "021"             "01"            "023"             "01" 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>            "023"            "023"            "023"            "023"             "01" 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>             "01"            "023"            "022"            "021"            "023" 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>            "021"             "01"            "021"             "01"            "023" 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>            "023"            "024"            "023"            "021"            "021" 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>            "024"            "023"            "021"            "023"            "022" 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>            "023"             "01"             "01"             "01"            "023" 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>            "024"            "023"             "01"             "01"             "01" 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>             "01"             "01"            "021"            "022"            "023" 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>            "024"             "01"             "01"            "023"            "024" 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>            "023"             "01"            "021"            "021"            "022" 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>            "023"            "024"             "01"             "01"             "01" 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>             "01"            "023"            "023"             "01"            "022" 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>            "023"            "023"            "021"            "021"             "01" 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>             "01"             "01"             "01"            "024"             "01" 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>            "023"             "01"             "01"             "01"            "023" 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>            "023"             "01"             "01"             "01"             "01" 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>             "01"             "01"            "022"            "024"             "01" 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>            "023"             "01"            "023"             "01"            "023" 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>            "024"             "01"             "01"            "023"             "01" 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>             "01"            "023"            "022"            "023"            "023" 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>             "01"            "023"            "023"            "023"            "023" 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>             "01"            "024"             "01"            "023"             "01" 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>            "023"            "023"            "023"            "023"             "01" 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>            "023"             "01"            "024"            "023"            "023" 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>            "023"            "023"             "01"             "01"            "023" 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>            "023"            "022"            "023"            "021"             "01" 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>            "023"            "024"            "024"            "023"            "023" 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>            "024"            "023"             "01"            "023"             "01" 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>            "021"             "01"            "023"             "01"            "024" 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>             "01"             "01"            "023"            "023"            "023" 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>            "021"             "01"            "021"            "021"            "023" 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>            "023"            "023"            "021"             "01"            "023" 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>            "022"            "023"             "01"            "023"             "01" 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>            "024"            "023"             "01"            "023"            "023" 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>            "024"            "023"             "01"            "023"            "023" 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>            "022"             "01"            "023"             "01"            "023" 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>            "023"             "01"            "023"             "01"            "022" 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>             "01"            "021"            "023"            "023"            "023" 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>             "01"            "023"            "023"            "023"            "022" 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>             "01"             "01"             "01"             "01"            "024" 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>             "01"            "023"            "023"             "01"            "023" 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>             "01"             "01"             "01"            "023"            "023" 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>             "01"            "024"            "021"            "022"            "022" 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>            "023"            "023"             "01"            "021"            "023" 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>             "01"            "023"            "023"            "023"            "023" 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>            "022"            "021"             "01"            "024"            "022" 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>             "01"            "023"             "01"            "024"             "01" 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>             "01"             "01"            "023"             "01"            "023" 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>             "01"            "022"             "01"            "024"             "01" 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>            "023"            "023"            "023"            "021"            "021" 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>            "022"            "023"             "01"            "023"            "021" 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>             "01"             "01"            "023"            "023"            "023" 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>            "023"            "023"            "023"             "01"            "023" 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>            "023"            "024"             "01"            "021"            "023" 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>            "021"            "021"            "023"             "01"            "023" 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>            "024"             "01"            "023"            "023"            "023" 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>            "023"            "022"            "023"            "023"            "024" 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>            "024"             "01"            "023"             "01"            "023" 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>            "023"            "024"            "022"             "01"            "023" 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>            "023"            "023"             "01"            "023"            "023" 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>            "022"             "01"            "023"            "023"             "01" 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>             "01"            "021"             "01"             "01"            "023" 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>             "01"            "023"            "024"            "024"             "01" 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>            "024"             "01"             "01"            "022"            "023" 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>            "021"             "01"            "023"             "01"            "021" 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>            "023"            "023"            "023"            "023"            "023" 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>            "023"            "022"            "023"            "022"            "023" 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>            "023"             "01"             "01"             "01"            "021" 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>            "023"            "023"            "021"            "021"             "01" 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>            "021"            "021"            "021"            "021"            "021" 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>            "021"            "024"             "01"             "01"             "01" 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>            "021"            "021"             "01"            "023"            "022" 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>            "022"             "01"            "021"             "01"            "023" 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>            "021"             "01"            "023"             "01"            "021" 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>            "021"            "022"            "023"             "01"            "021" 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>             "01"             "01"            "023"            "021"            "023" 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>            "023"             "01"             "01"             "01"            "024" 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>            "023"            "023"            "023"            "021"             "01" 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>            "023"            "023"            "023"            "022"            "021" 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>             "01"             "01"            "021"            "021"            "021" 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>             "01"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>             "01"             "01"            "021"             "01"            "022" 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>             "01"            "022"            "023"            "021"            "023" 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>            "022"            "022"            "022"            "021"            "022" 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>            "022"             "01"            "021"            "021"            "023" 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>             "01"            "021"            "022"            "023"             "01" 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>            "023"            "023"             "01"             "01"            "023" 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>            "021"            "022"            "023"            "021"             "01" 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>            "024"             "01"            "022"            "023"            "023" 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>            "022"            "024"            "022"            "024"            "021" 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>            "021"             "01"            "024"            "023"            "024" 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>            "022"            "022"            "022"             "01"            "023" 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>             "01"            "021"             "01"             "01"            "022" 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>             "01"            "022"             "01"            "021"            "021" 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>            "022"            "022"             "01"            "022"            "022" 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>            "023"             "01"            "023"            "022"             "01" 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>             "01"             "01"            "022"             "01"            "024" 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>             "01"             "01"            "022"            "023"            "023" 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>            "021"            "021"            "022"            "023"            "024" 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>             "01"            "023"            "022"            "022"             "01" 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>            "022"            "022"            "023"            "022"             "01" 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>            "022"            "021"            "021"             "01"            "024" 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>             "01"             "01"            "023"             "01"            "023" 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>            "023"            "023"             "01"            "021"            "021" 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>             "01"            "021"            "022"            "021"            "021" 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>             "01"            "022"             "01"            "022"            "022" 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>             "01"            "021"            "021"             "01"             "01" 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>             "01"            "023"            "022"            "021"             "01" 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>            "021"             "01"            "021"            "023"             "01" 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>            "023"            "022"            "022"            "024"             "01" 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>            "023"            "024"            "024"             "01"            "021" 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>            "021"            "022"            "022"            "023"            "022" 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>            "023"            "022"            "022"            "022"             "01" 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>            "022"            "022"            "021"             "01"            "022" 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>            "022"            "022"            "022"            "021"            "024" 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>            "022"             "01"            "022"            "023"            "021" 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>             "01"             "01"             "01"            "023"            "023" 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>             "01"            "022"            "021"            "021"            "023" 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>            "023"            "023"            "022"            "023"             "01" 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>            "024"             "01"            "023"            "023"            "024" 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>            "022"            "023"            "023"             "01"            "022" 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>             "01"             "01"             "01"             "01"            "023" 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>             "01"             "01"            "024"            "021"            "023" 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>             "01"            "022"             "01"            "023"            "024" 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>             "01"            "022"            "022"            "024"             "01" 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>             "01"            "021"            "024"             "01"            "022" 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>            "021"            "023"            "023"             "01"            "022" 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>            "023"             "01"             "01"            "021"            "022" 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>            "022"             "01"            "022"            "023"            "022" 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>            "021"            "022"            "022"            "023"            "022" 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>            "022"             "01"            "021"            "022"            "022" 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>            "023"            "022"            "022"             "01"             "01" 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>            "023"            "023"             "01"            "022"            "022" 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>            "022"            "022"            "022"            "023"            "022" 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>            "022"            "022"            "022"             "01"             "01" 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>            "022"            "024"            "021"             "01"             "01" 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>             "01"             "01"            "023"            "023"             "01" 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>             "01"            "022"            "024"            "021"             "01" 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>            "022"             "01"            "022"            "022"            "021" 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>            "022"            "022"             "01"            "021"            "022" 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>            "022"            "023"             "01"            "024"             "01" 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>            "021"             "01"            "023"            "022"            "023" 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>            "022"            "022"            "023"            "023"             "01" 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>            "023"             "01"             "01"             "01"            "022" 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>            "024"             "01"            "021"            "023"            "022" 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>            "022"            "022"            "023"            "022"            "022" 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>            "023"             "01"            "021"             "01"            "024" 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>             "01"             "01"            "021"            "022"            "023" 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>            "022"            "023"            "022"            "023"            "021" 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>            "022"            "023"            "022"            "022"            "021" 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>             "01"            "021"             "01"            "024"             "01" 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>             "01"            "024"            "022"            "023"            "024" 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>             "01"            "022"            "023"            "022"             "01" 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>             "01"             "01"            "022"             "01"            "022" 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>             "01"            "023"            "024"            "024"            "023" 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>            "022"             "01"             "01"             "01"             "01" 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>            "022"            "022"            "022"             "01"             "01" 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>             "01"            "021"             "01"             "01"             "01" 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>             "01"             "01"             "01"             "01"            "021" 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>            "024"            "022"             "01"            "022"            "022" 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>             "01"            "024"            "022"             "01"             "01" 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>            "022"            "022"             "01"             "01"            "024" 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>            "022"            "022"             "01"             "01"            "022" 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>             "01"             "01"            "021"            "022"             "01" 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>            "022"            "022"            "022"            "022"            "022" 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>            "022"            "022"            "022"            "021"             "01" 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>            "022"            "022"             "01"             "01"             "01" 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>             "01"            "022"             "01"            "022"            "022" 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>             "01"            "022"             "01"             "01"             "01" 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>            "021"             "01"            "022"             "01"            "022" 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>            "022"            "022"             "01"             "01"            "021" 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>             "01"             "01"             "01"             "01"            "022" 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>            "022"            "022"             "01"            "024"            "024" 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>            "022"            "024"             "01"             "01"            "022" 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>            "022"             "01"            "024"            "023"             "01" 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>            "022"             "01"            "022"            "022"            "022" 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>             "01"            "022"            "022"             "01"            "022" 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>             "01"            "022"            "022"            "021"            "023" 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>             "01"            "022"            "022"             "01"             "01" 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>            "022"             "01"             "01"             "01"             "01" 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>            "022"            "022"            "022"            "023"            "022" 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>            "022"             "01"            "022"            "022"             "01" 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>             "01"             "01"            "023"            "023"             "01" 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>             "01"            "022"            "023"            "022"             "01" 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>            "022"             "01"            "022"            "022"            "022" 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>             "01"            "022"            "022"            "024"             "01" 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>            "022"            "022"            "022"            "023"            "022" 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>             "01"            "022"             "01"            "024"            "022" 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>             "01"            "024"             "01"             "01"            "022" 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>            "022"             "01"            "022"            "022"            "023" 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>            "022"            "024"            "024"             "01"            "022" 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>             "01"            "022"            "024"            "023"            "022" 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>            "023"             "01"            "022"            "024"            "022" 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>            "022"             "01"            "022"             "01"             "01" 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>             "01"            "023"             "01"            "022"            "022" 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>            "022"            "024"             "01"             "01"             "01" 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>             "01"            "022"             "01"             "01"             "01" 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>             "01"            "024"             "01"            "023"            "024" 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>             "01"             "01"             "01"            "022"            "022" 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>             "01"             "01"            "022"             "01"             "01" 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>            "022"            "024"            "022"            "021"            "021" 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>             "01"            "024"            "022"             "01"             "01" 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>            "024"            "022"             "01"            "023"             "01" 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>            "023"             "01"             "01"             "01"            "024" 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>            "022"            "021"            "024"            "022"            "024" 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>            "022"            "022"            "022"             "01"             "01" 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>            "022"            "023"            "022"             "01"             "01" 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>            "022"            "022"             "01"            "022"             "01" 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>             "01"            "022"             "01"             "01"            "021" 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>            "024"             "01"             "01"            "024"            "022" 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>            "023"            "023"            "024"            "022"            "022" 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>            "022"            "022"             "01"            "022"             "01" 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>            "022"            "022"             "01"             "01"             "01" 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>             "01"             "01"             "01"            "022"            "021" 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>             "01"             "01"            "024"             "01"            "022" 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>            "024"             "01"            "022"            "022"            "022" 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>            "024"             "01"            "023"            "024"             "01" 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>             "01"            "023"            "022"            "022"             "01" 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>            "022"             "01"             "01"            "021"             "01" 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>             "01"            "022"            "023"             "01"             "01" 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>             "01"            "022"             "01"             "01"            "021" 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>            "022"            "022"             "01"            "024"            "024" 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>             "01"            "022"            "022"             "01"             "01" 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>            "022"            "022"            "021"            "021"            "024" 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>             "01"             "01"            "022"            "023"            "022" 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>             "01"            "022"            "024"            "022"             "01" 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>            "023"            "022"             "01"            "021"            "022" 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>             "01"             "01"            "022"            "022"            "022" 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>            "023"             "01"            "021"            "022"            "022" 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>             "01"            "024"            "024"            "022"             "01" 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>            "022"            "024"             "01"             "01"             "01" 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>            "022"             "01"             "01"             "01"             "01" 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>            "024"             "01"             "01"             "01"            "022" 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>             "01"            "023"             "01"             "01"            "023" 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>            "023"             "01"             "01"            "021"            "024" 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>             "01"             "01"            "023"            "024"            "021" 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>            "023"            "024"             "01"            "024"            "021" 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>            "022"             "01"             "01"             "01"            "024" 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>            "023"            "024"             "01"             "01"             "01" 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>            "021"            "021"            "024"            "021"            "022" 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>            "024"             "01"            "022"             "01"            "021" 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>             "01"            "023"            "021"            "021"             "01" 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>            "023"            "021"             "01"            "023"            "022" 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>            "021"             "01"             "01"            "021"            "024" 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>            "021"             "01"             "01"            "021"            "023" 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>             "01"            "021"            "024"            "021"             "01" 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>             "01"            "021"            "024"            "024"             "01" 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>            "021"            "024"            "024"             "01"            "023" 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>             "01"             "01"             "01"            "021"             "01" 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>             "01"            "023"            "021"             "01"             "01" 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>            "024"            "024"            "023"            "021"             "01" 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>            "024"            "024"            "021"            "021"             "01" 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>             "01"             "01"             "01"             "01"            "021" 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>             "01"             "01"            "021"            "024"            "021" 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>            "024"             "01"            "021"             "01"            "024" 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>             "01"             "01"            "023"            "022"            "021" 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>            "022"             "01"            "021"            "023"            "023" 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>            "021"            "024"             "01"            "024"             "01" 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>            "021"             "01"             "01"            "023"            "021" 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>             "01"            "022"             "01"            "021"            "021" 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>             "01"             "01"            "024"            "021"            "023" 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>            "024"             "01"             "01"             "01"            "023" 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>            "021"             "01"            "023"             "01"            "021" 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>            "024"            "023"             "01"            "023"             "01" 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>            "024"             "01"            "022"             "01"             "01" 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>            "024"            "021"             "01"             "01"            "022" 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>            "021"             "01"            "024"            "021"            "021" 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>            "021"            "023"            "024"            "024"            "023" 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>            "024"             "01"            "021"             "01"            "024" 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>            "021"            "024"            "024"             "01"             "01" 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>             "01"             "01"            "022"            "024"            "021" 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>            "024"            "024"             "01"            "021"            "023" 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>             "01"            "024"            "024"            "024"             "01" 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>            "024"             "01"            "023"            "021"            "024" 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>            "023"            "024"             "01"             "01"             "01" 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>            "021"            "024"            "023"            "022"            "022" 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>            "021"             "01"             "01"            "021"             "01" 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>             "01"             "01"            "023"            "021"            "023" 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>            "021"            "023"             "01"             "01"             "01" 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>             "01"            "024"            "021"             "01"             "01" 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>            "023"            "024"             "01"            "023"             "01" 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>             "01"            "024"            "021"             "01"            "024" 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>            "024"             "01"             "01"            "024"            "022" 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>            "024"            "024"            "021"            "024"            "021" 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>             "01"            "024"            "021"            "024"            "024" 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>             "01"            "021"            "024"            "021"            "022" 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>            "021"             "01"             "01"            "024"            "024" 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>            "021"             "01"            "022"             "01"            "024" 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>             "01"            "021"            "024"             "01"             "01" 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>            "023"             "01"             "01"            "024"             "01" 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>            "023"            "023"             "01"             "01"            "024" 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>            "021"            "023"             "01"            "021"             "01" 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>             "01"            "021"            "024"            "021"            "023" 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>            "024"             "01"            "021"            "021"             "01" 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>             "01"            "023"             "01"            "024"            "021" 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>            "024"            "023"            "024"            "021"             "01" 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>             "01"            "024"            "021"            "024"             "01" 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>             "01"            "023"             "01"             "01"            "021" 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>             "01"            "021"             "01"            "024"            "024" 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>            "021"            "024"            "024"            "021"            "022" 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>            "022"             "01"            "024"             "01"             "01" 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>            "024"             "01"            "024"             "01"             "01" 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>             "01"             "01"             "01"            "022"             "01" 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>             "01"             "01"            "021"            "023"             "01" 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>             "01"             "01"             "01"             "01"            "022" 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>            "021"             "01"             "01"             "01"             "01" 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>             "01"            "022"            "021"            "021"             "01" 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>            "022"             "01"            "022"            "023"            "022" 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>             "01"            "022"             "01"             "01"             "01" 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>            "024"            "021"             "01"            "021"            "024" 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>            "021"             "01"             "01"             "01"             "01" 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>             "01"             "01"            "024"             "01"             "01" 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>             "01"             "01"             "01"            "023"            "022" 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>            "021"            "024"             "01"            "022"            "023" 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>            "023"             "01"            "022"             "01"             "01" 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>            "022"            "024"            "022"             "01"             "01" 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>             "01"             "01"             "01"             "01"            "023" 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>             "01"             "01"            "023"             "01"             "01" 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>            "024"             "01"            "022"            "021"             "01" 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>             "01"            "021"             "01"             "01"            "022" 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>             "01"             "01"            "022"             "01"             "01" 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>             "01"            "022"             "01"             "01"             "01" 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>            "021"             "01"             "01"             "01"             "01" 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>             "01"             "01"            "021"            "023"             "01" 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>             "01"             "01"             "01"            "023"             "01" 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>             "01"             "01"            "021"             "01"            "023" 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>            "023"             "01"            "023"             "01"             "01" 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>            "021"             "01"             "01"             "01"            "022" 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>             "01"             "01"            "024"            "021"             "01" 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>             "01"             "01"             "01"            "024"            "024" 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>            "022"            "024"             "01"             "01"             "01" 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>             "01"             "01"            "021"             "01"            "024" 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>             "01"             "01"             "01"             "01"            "024" 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>            "022"            "021"            "022"             "01"             "01" 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>             "01"             "01"             "01"             "01"            "021" 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>            "022"             "01"             "01"             "01"            "024" 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>             "01"             "01"             "01"            "024"            "021" 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>             "01"             "01"             "01"             "01"            "023" 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>             "01"             "01"             "01"             "01"            "022" 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>            "024"             "01"            "022"            "023"             "01" 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>             "01"             "01"            "023"             "01"             "01" 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>             "01"            "022"             "01"             "01"             "01" 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>            "022"             "01"             "01"             "01"             "01" 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>             "01"            "022"             "01"             "01"             "01" 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>            "024"             "01"             "01"             "01"            "022" 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>             "01"             "01"             "01"            "024"             "01" 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>            "021"             "01"             "01"            "021"             "01" 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>            "021"             "01"            "022"             "01"             "01" 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>             "01"             "01"             "01"            "021"             "01" 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>             "01"             "01"             "01"             "01"            "022" 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>             "01"             "01"             "01"            "022"            "021" 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>             "01"             "01"            "021"            "023"             "01" 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>            "024"             "01"             "01"             "01"             "01" 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>             "01"             "01"             "01"             "01"            "024" 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>            "022"             "01"             "01"             "01"             "01" 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>            "023"             "01"             "01"             "01"             "01" 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>             "01"            "021"            "021"             "01"            "021" 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>            "021"            "021"            "021"            "021"            "021" 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>             "01"            "022"            "021"            "021"            "021" 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>            "021"             "01"             "01"             "01"             "01" 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>             "01"             "01"             "01"            "021"             "01" 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>             "01"             "01"             "01"            "022"            "021" 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>             "01"            "021"             "01"            "021"            "021" 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>            "021"             "01"            "021"             "01"            "024" 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>            "021"            "021"            "021"            "021"            "022" 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>             "01"             "01"            "021"            "021"             "01" 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>             "01"            "021"            "022"            "021"            "022" 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>             "01"            "021"             "01"             "01"             "01" 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>             "01"            "021"             "01"             "01"             "01" 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>            "021"            "021"            "021"             "01"             "01" 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>            "021"            "024"            "021"             "01"            "021" 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>            "021"            "021"            "021"            "024"            "021" 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>             "01"            "021"            "021"             "01"             "01" 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>            "021"             "01"            "021"            "021"            "021" 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>            "023"            "021"             "01"             "01"             "01" 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>            "021"            "021"            "021"            "022"             "01" 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>             "01"            "021"            "024"            "021"            "021" 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>            "021"             "01"            "021"             "01"             "01" 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>            "021"             "01"            "021"            "021"            "021" 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>            "021"            "021"            "022"             "01"            "021" 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>            "021"            "021"            "021"            "021"            "021" 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>             "01"            "021"            "021"            "021"             "01" 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>            "021"            "021"            "021"            "021"             "01" 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>             "01"             "01"             "01"             "01"             "01" 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>             "01"             "01"            "021"            "021"             "01" 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>             "01"             "01"            "021"            "021"            "021" 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>             "01"            "021"            "021"             "01"            "021" 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>            "021"             "01"            "021"            "021"            "021" 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>             "01"            "022"            "021"             "01"            "021" 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>             "01"            "021"            "021"             "01"             "01" 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>            "021"            "021"             "01"            "021"             "01" 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>            "021"             "01"             "01"            "021"            "021" 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>             "01"            "021"            "022"            "021"             "01" 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>             "01"            "024"             "01"            "021"             "01" 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>            "021"            "021"             "01"            "024"            "024" 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>            "022"             "01"            "021"             "01"             "01" 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>             "01"            "021"             "01"            "021"            "024" 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>             "01"             "01"             "01"             "01"             "01" 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>             "01"             "01"            "021"            "021"            "021" 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>            "021"             "01"             "01"            "024"             "01" 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>            "024"            "021"            "024"            "021"            "021" 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>            "021"             "01"             "01"             "01"             "01" 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>             "01"            "021"            "021"            "021"             "01" 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>            "021"            "021"             "01"             "01"            "021" 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>            "021"            "024"            "021"            "021"             "01" 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>            "022"             "01"            "021"            "021"            "024" 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>             "01"            "024"             "01"             "01"            "021" 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>             "01"             "01"             "01"            "021"            "022" 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>             "01"            "021"             "01"             "01"            "024" 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>             "01"            "021"             "01"            "021"            "021" 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>             "01"            "021"            "021"             "01"             "01" 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>            "021"             "01"            "021"             "01"            "024" 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>            "021"            "021"             "01"            "021"             "01" 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>             "01"             "01"            "021"             "01"            "022" 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>            "021"             "01"             "01"             "01"            "021" 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>            "021"            "022"             "01"            "021"             "01" 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>             "01"            "021"            "021"             "01"             "01" 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>            "024"            "021"            "021"            "021"             "01" 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>            "024"            "021"            "021"            "021"             "01" 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>            "021"             "01"            "021"            "021"             "01" 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>             "01"             "01"            "021"             "01"             "01" 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>             "01"            "024"            "021"            "024"             "01" 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>            "021"            "021"            "021"            "021"             "01" 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>             "01"            "021"            "022"            "021"             "01" 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>            "021"            "021"            "021"             "01"             "01" 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>             "01"             "01"             "01"            "021"            "024" 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>             "01"             "01"            "021"             "01"             "01" 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>             "01"            "021"            "021"            "021"             "01" 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>            "021"            "021"            "021"             "01"            "021" 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>            "021"             "01"            "021"             "01"             "01" 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>            "021"            "024"            "021"            "021"            "021" 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>            "022"            "024"             "01"             "01"            "024" 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>            "024"             "01"            "021"            "021"            "021" 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>            "024"             "01"             "01"            "022"            "022" 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>            "022"            "022"            "022"            "024"            "024" 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>            "024"             "01"            "024"            "022"            "024" 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>            "024"            "022"            "024"             "01"             "01" 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>            "022"            "024"            "024"            "024"             "01" 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>            "022"             "01"             "01"             "01"            "023" 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>            "024"             "01"            "022"            "024"            "024" 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>            "024"            "021"             "01"            "024"            "021" 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>            "022"            "022"            "021"             "01"             "01" 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>            "022"            "024"             "01"            "024"            "022" 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>            "022"            "024"            "022"            "022"            "024" 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>            "024"            "021"            "024"             "01"            "021" 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>             "01"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>             "01"             "01"            "024"            "024"            "023" 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>             "01"            "024"            "022"             "01"             "01" 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>             "01"             "01"            "022"             "01"            "022" 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>            "024"            "022"            "022"            "024"            "024" 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>            "022"            "022"            "021"            "024"             "01" 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>            "024"            "024"            "021"            "024"            "023" 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>             "01"            "024"            "024"            "024"             "01" 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>            "024"             "01"            "024"            "024"            "022" 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>            "024"            "024"            "024"            "024"            "022" 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>             "01"            "024"            "021"            "024"            "022" 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>             "01"            "022"             "01"            "022"             "01" 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>            "024"            "024"            "022"            "024"            "021" 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>            "022"            "024"            "024"            "022"            "024" 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>            "022"            "024"            "021"            "022"            "024" 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>            "024"            "022"            "022"            "021"            "022" 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>            "021"            "021"            "021"             "01"             "01" 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>            "022"            "024"             "01"            "024"             "01" 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>            "021"            "024"            "022"            "024"            "024" 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>            "021"            "022"            "024"            "022"            "022" 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>             "01"            "024"            "024"            "024"            "024" 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>            "022"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>            "022"            "022"            "024"             "01"             "01" 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>            "024"            "024"             "01"            "024"            "024" 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>            "024"            "024"            "021"             "01"            "022" 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>            "022"            "024"            "022"             "01"            "024" 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>            "024"            "024"            "024"            "024"            "024" 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>            "024"            "022"            "022"             "01"            "024" 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>            "024"             "01"            "022"            "022"             "01" 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>            "024"             "01"            "022"            "022"             "01" 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>            "022"            "024"            "021"            "024"            "022" 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>            "024"            "024"            "024"            "024"            "021" 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>            "022"            "022"            "021"            "024"             "01" 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>            "021"            "022"            "024"            "024"            "023" 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>            "022"             "01"            "021"            "022"            "022" 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>            "022"            "024"            "024"             "01"            "024" 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>            "021"             "01"            "021"            "022"             "01" 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>            "022"            "021"            "022"             "01"            "022" 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>            "021"            "024"            "024"             "01"            "022" 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>             "01"             "01"            "022"            "022"             "01" 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>            "022"             "01"             "01"            "022"            "024" 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>            "022"            "024"            "024"            "024"            "022" 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>            "022"            "022"            "022"            "024"            "022" 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>            "024"            "022"            "024"             "01"            "022" 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>             "01"            "024"            "024"            "024"            "021" 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>            "022"            "024"             "01"            "021"            "022" 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>            "022"            "022"            "024"             "01"            "022" 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>            "024"             "01"            "022"            "023"            "024" 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>            "022"            "022"             "01"            "021"            "024" 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>            "024"            "021"            "024"            "024"            "024" 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>            "024"            "024"            "022"            "024"            "024" 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>            "022"            "022"             "01"             "01"            "022" 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>            "022"             "01"            "024"            "024"            "021" 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>            "024"            "022"            "024"            "024"             "01" 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>            "022"            "024"            "024"            "024"            "022" 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>             "01"             "01"            "024"            "022"             "01" 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>            "024"             "01"            "022"             "01"            "024" 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>            "022"            "022"            "022"             "01"            "022" 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>             "01"             "01"             "01"             "01"             "01" 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>            "024"            "022"            "024"            "024"            "024" 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>             "01"            "021"            "024"            "022"            "021" 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>            "022"            "021"             "01"            "022"            "022" 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>            "024"             "01"             "01"             "01"            "024" 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>             "01"            "022"            "024"             "01"             "01" 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>            "022"            "022"            "022"            "024"            "024" 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>            "024"             "01"            "021"            "022"            "022" 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>            "021"             "01"             "01"            "023"            "024" 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>             "01"            "022"            "024"             "01"            "022" 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>            "022"             "01"            "022"            "024"            "021" 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>            "022"            "022"            "022"             "01"            "022" 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>             "01"             "01"             "01"             "01"            "023" 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>            "024"            "023"            "021"            "023"            "024" 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>            "024"            "021"            "022"             "01"            "024" 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>            "022"            "024"            "024"            "022"            "021" 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>            "022"             "01"            "022"            "024"            "021" 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>             "01"            "022"            "022"            "024"             "01" 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>             "01"            "024"            "024"            "022"             "01" 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>            "024"            "023"             "01"            "021"            "022" 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>            "024"             "01"             "01"            "024"            "022" 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>            "024"             "01"            "024"             "01"             "01" 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>            "024"             "01"            "024"            "024"             "01" 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>            "024"             "01"            "024"             "01"            "022" 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>            "024"            "022"            "024"            "021"            "024" 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>            "022"            "021"             "01"            "024"            "022" 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>            "022"             "01"            "022"            "022"             "01" 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>            "022"            "022"            "021"            "022"            "022" 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>            "024"            "024"            "021"            "024"            "021" 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>             "01"            "021"            "022"             "01"            "024" 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>            "022"            "024"             "01"            "024"            "024" 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>            "022"            "022"            "024"            "022"            "024" 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>            "022"            "024"            "022"            "021"            "021" 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>             "01"            "022"            "022"            "024"            "022" 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>             "01"            "024"            "022"            "022"             "01" 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>            "022"             "01"            "024"            "024"             "01" 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>             "01"            "022"            "022"            "021"            "024" 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>             "01"            "024"            "024"             "01"            "022" 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>            "022"            "022"            "024"            "024"             "01" 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>            "022"             "01"            "024"             "01"            "022" 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>            "022"             "01"             "01"             "01"            "022" 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>             "01"            "022"            "024"            "022"            "022" 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>            "024"             "01"             "01"             "01"            "023" 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>            "024"            "024"            "022"            "024"            "024" 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>            "024"            "022"            "024"             "01"            "023" 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>            "022"            "024"             "01"            "024"            "022" 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>            "024"             "01"            "024"            "022"             "01" 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>            "024"            "022"            "024"            "021"            "022" 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>             "01"            "024"             "01"            "024"            "022" 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>            "024"             "01"            "022"            "024"            "022" 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>            "022"            "023"            "024"            "021"             "01" 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>            "022"            "024"            "024"            "022"            "024" 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>             "01"            "022"             "01"            "021"            "022" 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>            "022"             "01"            "024"            "021"            "024" 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>            "021"             "01"            "022"             "01"            "022" 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>            "021"            "024"            "024"            "022"             "01" 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>            "024"            "022"             "01"            "022"            "021" 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>            "022"            "022"             "01"            "024"             "01" 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>            "024"            "024"            "024"            "022"            "024" 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>            "022"             "01"             "01"             "01"            "024" 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>            "021"            "024"            "022"            "022"            "024" 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>            "022"            "022"            "024"            "024"             "01" 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>            "022"            "021"            "024"            "022"             "01" 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>             "01"            "024"             "01"            "024"            "024" 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>            "024"            "021"            "022"            "022"             "01" 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>            "024"            "022"            "022"            "022"             "01" 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>            "024"            "024"            "024"            "021"            "022" 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>            "022"            "022"            "022"            "024"            "024" 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>            "022"            "022"            "024"            "024"            "022" 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>            "024"             "01"            "024"            "021"            "024" 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>            "022"            "021"             "01"             "01"            "022" 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>             "01"             "01"             "01"            "022"            "022" 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>            "024"            "024"            "022"            "024"            "024" 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>            "022"            "024"            "024"            "023"             "01" 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>            "022"            "022"             "01"            "024"            "022" 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>            "024"            "021"            "021"            "024"             "01" 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>             "01"            "024"            "022"             "01"             "01" 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>            "024"            "023"            "024"            "022"             "01" 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>            "022"            "024"            "024"             "01"            "024" 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>            "024"            "024"             "01"            "024"

show/hide code output

get_classes(res_rh, merge_node = merge_node_param(min_n_signatures = 10998))
#>    HP1502401_N13    HP1502401_D14    HP1502401_F14    HP1502401_J13    HP1502401_B13 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_H13    HP1502401_J14    HP1502401_B14    HP1502401_A14    HP1502401_C14 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_G14    HP1502401_E14    HP1502401_L14    HP1502401_M14    HP1502401_K14 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_I14    HP1502401_F13    HP1502401_L13    HP1502401_D13    HP1502401_H14 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_I3 HP1504101T2D_D16 HP1504101T2D_D22    HP1502401_F17  HP1504101T2D_B4 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_M6 HP1504101T2D_F15  HP1504101T2D_H7    HP1502401_H23  HP1504101T2D_F8 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_L21    HP1502401_B19  HP1504101T2D_B2 HP1504101T2D_F10 HP1504101T2D_B10 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_L6    HP1502401_G18    HP1502401_K22    HP1502401_I22 HP1504101T2D_M18 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_J22     HP1502401_F4 HP1504101T2D_O12    HP1502401_M15 HP1504101T2D_G16 
#>               NA               NA               NA               NA               NA 
#>     HP1502401_J5 HP1504101T2D_L23    HP1502401_G24    HP1502401_G23 HP1504101T2D_H11 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_A24 HP1504101T2D_N17     HP1502401_N8  HP1504101T2D_G1 HP1504101T2D_A15 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_M19    HP1502401_O16 HP1504101T2D_E16    HP1502401_A12    HP1502401_D18 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_K2 HP1504101T2D_G13    HP1502401_I11    HP1502401_A11    HP1502401_G16 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_K19     HP1502401_D5     HP1502401_D1    HP1502401_H22 HP1504101T2D_J15 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_N7 HP1504101T2D_O16     HP1502401_L6     HP1502401_M5  HP1504101T2D_M4 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_L22 HP1504101T2D_I20    HP1502401_K17 HP1504101T2D_B22  HP1504101T2D_G4 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_H15     HP1502401_K4     HP1502401_B3     HP1502401_H8    HP1502401_N17 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_C13 HP1504101T2D_L13 HP1504101T2D_G15 HP1504101T2D_K24 HP1504101T2D_B24 
#>               NA               NA               NA               NA               NA 
#>     HP1502401_B4 HP1504101T2D_H14    HP1502401_C11     HP1502401_A7  HP1504101T2D_P8 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_I1    HP1502401_N24     HP1502401_O2    HP1502401_H17 HP1504101T2D_C24 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_J21 HP1504101T2D_J13  HP1504101T2D_E5     HP1502401_J8    HP1502401_N15 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_L14  HP1504101T2D_D2     HP1502401_N2     HP1502401_H7  HP1504101T2D_K5 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_O13  HP1504101T2D_L2     HP1502401_E5 HP1504101T2D_N11     HP1502401_O1 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_K18     HP1502401_B7 HP1504101T2D_I24     HP1502401_N5    HP1502401_N22 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_J18     HP1502401_L3 HP1504101T2D_K16     HP1502401_J1  HP1504101T2D_I4 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_E17     HP1502401_H3  HP1504101T2D_B6    HP1502401_I15  HP1504101T2D_P6 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_B8 HP1504101T2D_M11    HP1502401_D17 HP1504101T2D_M15     HP1502401_I4 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_O21    HP1502401_J23    HP1502401_L19  HP1504101T2D_O7 HP1504101T2D_A11 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_O14 HP1504101T2D_N15    HP1502401_M18    HP1502401_C19     HP1502401_L5 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_F7  HP1504101T2D_I5  HP1504101T2D_C1 HP1504101T2D_P14  HP1504101T2D_G5 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_A20    HP1502401_H11 HP1504101T2D_K19     HP1502401_O5    HP1502401_K15 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_C17    HP1502401_G10 HP1504101T2D_J19     HP1502401_L2  HP1504101T2D_D8 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_B15    HP1502401_L23     HP1502401_E4    HP1502401_F19    HP1502401_L17 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_O22     HP1502401_F7  HP1504101T2D_K1  HP1504101T2D_I7  HP1504101T2D_H5 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_L16 HP1504101T2D_F22  HP1504101T2D_J2  HP1504101T2D_E1    HP1502401_A18 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_A19  HP1504101T2D_G2 HP1504101T2D_J11 HP1504101T2D_K22    HP1502401_L12 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_A21 HP1504101T2D_E19    HP1502401_D23    HP1502401_E22     HP1502401_H2 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_G17     HP1502401_N1 HP1504101T2D_N19 HP1504101T2D_I17     HP1502401_E7 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_E11    HP1502401_H21     HP1502401_A9 HP1504101T2D_E18  HP1504101T2D_D7 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_I13    HP1502401_B18     HP1502401_K9    HP1502401_G15    HP1502401_E16 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_L21 HP1504101T2D_M17    HP1502401_D21 HP1504101T2D_N12     HP1502401_M4 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_B16 HP1504101T2D_E23    HP1502401_G21     HP1502401_D7     HP1502401_G1 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_L15 HP1504101T2D_D17  HP1504101T2D_A4    HP1502401_O21    HP1502401_M10 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_C23  HP1504101T2D_H9  HP1504101T2D_A5 HP1504101T2D_K23     HP1502401_I7 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_C18     HP1502401_N6 HP1504101T2D_O19     HP1502401_O6     HP1502401_A8 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_F6     HP1502401_L8    HP1502401_K24    HP1502401_J11     HP1502401_H4 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_L11     HP1502401_K3     HP1502401_C8 HP1504101T2D_B19 HP1504101T2D_I18 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_F22    HP1502401_I16    HP1502401_B17  HP1504101T2D_P2    HP1502401_N18 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_N10 HP1504101T2D_I14 HP1504101T2D_F17    HP1502401_B24     HP1502401_C6 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_G9    HP1502401_N12    HP1502401_M24 HP1504101T2D_E10  HP1504101T2D_P9 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_G24  HP1504101T2D_F5 HP1504101T2D_D10     HP1502401_N4  HP1504101T2D_C2 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_P16 HP1504101T2D_N14    HP1502401_E21     HP1502401_H6  HP1504101T2D_I6 
#>               NA               NA               NA               NA               NA 
#>     HP1502401_E8    HP1502401_H10     HP1502401_J6     HP1502401_M7 HP1504101T2D_M21 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_F11 HP1504101T2D_D19    HP1502401_O24    HP1502401_O12 HP1504101T2D_E24 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_K4     HP1502401_I6  HP1504101T2D_N9     HP1502401_I3    HP1502401_C16 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_M7    HP1502401_B20    HP1502401_K23    HP1502401_F18  HP1504101T2D_O4 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_C19  HP1504101T2D_E4 HP1504101T2D_M14     HP1502401_A1     HP1502401_G4 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_I16  HP1504101T2D_D1  HP1504101T2D_O6 HP1504101T2D_D18  HP1504101T2D_F2 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_G6     HP1502401_D8  HP1504101T2D_E6  HP1504101T2D_B1 HP1504101T2D_I15 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_P3     HP1502401_C2 HP1504101T2D_I10    HP1502401_B21    HP1502401_O19 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_C15 HP1504101T2D_E13    HP1502401_G19    HP1502401_D19     HP1502401_D3 
#>               NA               NA               NA               NA               NA 
#>     HP1502401_B6    HP1502401_O18 HP1504101T2D_E14  HP1504101T2D_I9 HP1504101T2D_C18 
#>               NA               NA               NA               NA               NA 
#>     HP1502401_G6 HP1504101T2D_B11  HP1504101T2D_C4 HP1504101T2D_C15 HP1504101T2D_K13 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_F12 HP1504101T2D_B20 HP1504101T2D_C22    HP1502401_C10     HP1502401_L7 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_F11    HP1502401_B22     HP1502401_M8     HP1502401_I2    HP1502401_G11 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_E19 HP1504101T2D_P24    HP1502401_A16    HP1502401_J10    HP1502401_L18 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_D13     HP1502401_I9     HP1502401_D6 HP1504101T2D_F12 HP1504101T2D_C14 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_J6 HP1504101T2D_H20  HP1504101T2D_E9  HP1504101T2D_N4     HP1502401_A4 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_G12     HP1502401_K5    HP1502401_G12 HP1504101T2D_N13    HP1502401_D12 
#>               NA               NA               NA               NA               NA 
#>     HP1502401_C4     HP1502401_K1 HP1504101T2D_P19     HP1502401_M2    HP1502401_J20 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_N23  HP1504101T2D_L8 HP1504101T2D_D14  HP1504101T2D_L9  HP1504101T2D_L7 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_O23    HP1502401_D22     HP1502401_B5 HP1504101T2D_H18     HP1502401_D4 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_F18     HP1502401_E6    HP1502401_J18 HP1504101T2D_A10     HP1502401_J3 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_P15     HP1502401_I5     HP1502401_E1     HP1502401_M1 HP1504101T2D_M20 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_L17    HP1502401_B15     HP1502401_J4  HP1504101T2D_K6  HP1504101T2D_A7 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_A15 HP1504101T2D_H12  HP1504101T2D_H8    HP1502401_C23 HP1504101T2D_B17 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_K10    HP1502401_D10 HP1504101T2D_N20 HP1504101T2D_M24  HP1504101T2D_B3 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_D11     HP1502401_G2    HP1502401_A22  HP1504101T2D_N3    HP1502401_G20 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_G7 HP1504101T2D_C12 HP1504101T2D_G22 HP1504101T2D_I19 HP1504101T2D_P17 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_C9    HP1502401_D20 HP1504101T2D_P23     HP1502401_G7     HP1502401_H5 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_B9    HP1502401_D16 HP1504101T2D_G14    HP1502401_A23 HP1504101T2D_G10 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_M1 HP1504101T2D_J23    HP1502401_O15     HP1502401_N7 HP1504101T2D_A13 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_M19 HP1504101T2D_C11     HP1502401_F3    HP1502401_G17 HP1504101T2D_K12 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_J15 HP1504101T2D_D21 HP1504101T2D_G19     HP1502401_K6    HP1502401_E15 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_M16     HP1502401_O9     HP1502401_K2 HP1504101T2D_B18  HP1504101T2D_M2 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_A19     HP1502401_O8 HP1504101T2D_L12  HP1504101T2D_M9 HP1504101T2D_J21 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_K16    HP1502401_E17    HP1502401_M23 HP1504101T2D_O14    HP1502401_N11 
#>               NA               NA               NA               NA               NA 
#>     HP1502401_K8 HP1504101T2D_P22    HP1502401_J19     HP1502401_G3  HP1504101T2D_H6 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_I18  HP1504101T2D_P1     HP1502401_J7 HP1504101T2D_F23    HP1502401_L10 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_M10    HP1502401_M12     HP1502401_I1     HP1502401_N9    HP1502401_F15 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_A17 HP1504101T2D_L11  HP1504101T2D_E3    HP1502401_L22    HP1502401_O10 
#>               NA               NA               NA               NA               NA 
#>     HP1502401_G8 HP1504101T2D_O15  HP1504101T2D_C5     HP1502401_M9 HP1504101T2D_O22 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_E7  HP1504101T2D_M5  HP1504101T2D_K9    HP1502401_O11     HP1502401_A3 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_O8     HP1502401_F5    HP1502401_K12 HP1504101T2D_K10 HP1504101T2D_B21 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_C10     HP1502401_F2 HP1504101T2D_L16    HP1502401_D24 HP1504101T2D_N21 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_G22    HP1502401_I20     HP1502401_B1    HP1502401_B11    HP1502401_C12 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_J7  HP1504101T2D_G3 HP1504101T2D_P10    HP1502401_B12 HP1504101T2D_H10 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_B23  HP1504101T2D_A6  HP1504101T2D_I8 HP1504101T2D_J10 HP1504101T2D_J16 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_C21     HP1502401_O4    HP1502401_F24  HP1504101T2D_M8 HP1504101T2D_J12 
#>               NA               NA               NA               NA               NA 
#>     HP1502401_C9  HP1504101T2D_A1 HP1504101T2D_I21  HP1504101T2D_K8 HP1504101T2D_O18 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_D24     HP1502401_B2 HP1504101T2D_H16 HP1504101T2D_L20    HP1502401_L15 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_P21     HP1502401_L9     HP1502401_D9 HP1504101T2D_H19    HP1502401_A20 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_J16  HP1504101T2D_C7    HP1502401_J17     HP1502401_M3  HP1504101T2D_A9 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_A12 HP1504101T2D_H13    HP1502401_E10 HP1504101T2D_A22  HP1504101T2D_O9 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_F14  HP1504101T2D_J4 HP1504101T2D_J17  HP1504101T2D_N1  HP1504101T2D_K7 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_C8 HP1504101T2D_H23    HP1502401_N10     HP1502401_G5    HP1502401_H20 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_A3 HP1504101T2D_I23    HP1502401_O20  HP1504101T2D_D9  HP1504101T2D_B5 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_G20  HP1504101T2D_L5 HP1504101T2D_M22    HP1502401_H24     HP1502401_G9 
#>               NA               NA               NA               NA               NA 
#>     HP1502401_A6 HP1504101T2D_O20 HP1504101T2D_E15     HP1502401_O7    HP1502401_C22 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_B7    HP1502401_E12     HP1502401_L4     HP1502401_C5 HP1504101T2D_L24 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_B12 HP1504101T2D_N24    HP1502401_L24 HP1504101T2D_N18  HP1504101T2D_H2 
#>               NA               NA               NA               NA               NA 
#>     HP1502401_A2     HP1502401_D2 HP1504101T2D_N22    HP1502401_O17  HP1504101T2D_O5 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_E22  HP1504101T2D_E8     HP1502401_M6  HP1504101T2D_L1 HP1504101T2D_C20 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_H17  HP1504101T2D_L4     HP1502401_F8  HP1504101T2D_P7     HP1502401_B9 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_J14    HP1502401_M17 HP1504101T2D_O10 HP1504101T2D_D20    HP1502401_H12 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_K3  HP1504101T2D_D4 HP1504101T2D_E21 HP1504101T2D_K20 HP1504101T2D_I22 
#>               NA               NA               NA               NA               NA 
#>     HP1502401_F9 HP1504101T2D_M13  HP1504101T2D_H4    HP1502401_F16    HP1502401_M20 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_K17 HP1504101T2D_L10  HP1504101T2D_I2 HP1504101T2D_K21  HP1504101T2D_J3 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_E23    HP1502401_A24  HP1504101T2D_F9    HP1502401_M11 HP1504101T2D_I11 
#>               NA               NA               NA               NA               NA 
#>     HP1502401_I8 HP1504101T2D_H21 HP1504101T2D_A21    HP1502401_F23  HP1504101T2D_O3 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_N2 HP1504101T2D_J20  HP1504101T2D_C6  HP1504101T2D_L3 HP1504101T2D_P11 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_E24  HP1504101T2D_J8 HP1504101T2D_G21     HP1502401_A5  HP1504101T2D_F3 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_J1    HP1502401_N14    HP1502401_M21  HP1504101T2D_C3  HP1504101T2D_F1 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_P4    HP1502401_I12  HP1504101T2D_P5    HP1502401_K21  HP1504101T2D_N8 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_I19    HP1502401_C20 HP1504101T2D_G23    HP1502401_H16    HP1502401_J24 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_C17 HP1504101T2D_E12  HP1504101T2D_A2 HP1504101T2D_K11 HP1504101T2D_D15 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_E2 HP1504101T2D_D23  HP1504101T2D_N6 HP1504101T2D_N23    HP1502401_L20 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_A16    HP1502401_E18 HP1504101T2D_O17    HP1502401_N20    HP1502401_E11 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_C24  HP1504101T2D_H1    HP1502401_K11    HP1502401_M16     HP1502401_E2 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_D12 HP1504101T2D_H22 HP1504101T2D_M12    HP1502401_B10    HP1502401_F20 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_D3 HP1504101T2D_B13 HP1504101T2D_F19 HP1504101T2D_F13    HP1502401_B16 
#>               NA               NA               NA               NA               NA 
#>     HP1502401_C1    HP1502401_C21 HP1504101T2D_F21  HP1504101T2D_J9    HP1502401_I21 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_K15 HP1504101T2D_H24    HP1502401_I17     HP1502401_C7 HP1504101T2D_F24 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_P20 HP1504101T2D_B14    HP1502401_H19     HP1502401_F6     HP1502401_L1 
#>               NA               NA               NA               NA               NA 
#>     HP1502401_F1     HP1502401_J2     HP1502401_C3 HP1504101T2D_E20  HP1504101T2D_H3 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_I24 HP1504101T2D_P12 HP1504101T2D_C16    HP1502401_N21    HP1502401_A10 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_M22    HP1502401_A17  HP1504101T2D_O2  HP1504101T2D_A8    HP1502401_J12 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_A14 HP1504101T2D_I12 HP1504101T2D_H15 HP1504101T2D_J22    HP1502401_F21 
#>               NA               NA               NA               NA               NA 
#>     HP1502401_H1 HP1504101T2D_O11 HP1504101T2D_M23     HP1502401_K7  HP1504101T2D_J5 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_I23  HP1504101T2D_G8 HP1504101T2D_K14     HP1502401_O3    HP1502401_F10 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_H18     HP1502401_E3 HP1504101T2D_J24     HP1502401_J9  HP1504101T2D_D5 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_D11  HP1504101T2D_F4 HP1504101T2D_O23     HP1502401_N3 HP1504101T2D_L18 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_F20    HP1502401_N16 HP1504101T2D_K18 HP1504101T2D_P18     HP1502401_E9 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_M3 HP1504101T2D_G11 HP1504101T2D_L19 HP1504101T2D_G18  HP1504101T2D_N5 
#>               NA               NA               NA               NA               NA 
#>    HP1502401_N19     HP1502401_B8    HP1502401_E20  HP1504101T2D_O1 HP1504101T2D_A23 
#>               NA               NA               NA               NA               NA 
#>  HP1504101T2D_D6    HP1502401_K20    HP1502401_D15 HP1504101T2D_N16    HP1502401_B23 
#>               NA               NA               NA               NA               NA 
#> HP1504101T2D_O24     HP1502401_H9 HP1504101T2D_A18 HP1504101T2D_F16    HP1502401_I10 
#>               NA               NA               NA               NA               NA 
#>            AZ_A1            AZ_A2            AZ_A3            AZ_B6            AZ_B9 
#>               NA               NA               NA               NA               NA 
#>            AZ_B4            AZ_A6           AZ_C11           AZ_B10            AZ_A4 
#>               NA               NA               NA               NA               NA 
#>           AZ_C10            AZ_A5           AZ_C12            AZ_B8            AZ_B1 
#>               NA               NA               NA               NA               NA 
#>           AZ_A12            AZ_B7            AZ_C1            AZ_A9            AZ_A8 
#>               NA               NA               NA               NA               NA 
#>           AZ_A11            AZ_C2           AZ_B11           AZ_B12            AZ_B2 
#>               NA               NA               NA               NA               NA 
#>            AZ_B3            AZ_A7           AZ_A10            AZ_C3            AZ_B5 
#>               NA               NA               NA               NA               NA 
#>           AZ_E12           AZ_G12           AZ_F10            AZ_H4            AZ_D3 
#>               NA               NA               NA               NA               NA 
#>            AZ_E4            AZ_G6            AZ_H5            AZ_G4           AZ_E10 
#>               NA               NA               NA               NA               NA 
#>           AZ_G10            AZ_D6            AZ_H1            AZ_G3           AZ_H11 
#>               NA               NA               NA               NA               NA 
#>            AZ_D9            AZ_D5            AZ_H8           AZ_G11            AZ_F3 
#>               NA               NA               NA               NA               NA 
#>            AZ_G5            AZ_H2           AZ_E11            AZ_E2           AZ_H10 
#>               NA               NA               NA               NA               NA 
#>            AZ_F6            AZ_G7            AZ_F5            AZ_G9            AZ_D8 
#>               NA               NA               NA               NA               NA 
#>            AZ_E3           AZ_D10            AZ_E7            AZ_E1            AZ_G2 
#>               NA               NA               NA               NA               NA 
#>            AZ_H6            AZ_F9            AZ_C8            AZ_C7           AZ_H12 
#>               NA               NA               NA               NA               NA 
#>            AZ_H7            AZ_D1            AZ_E5           AZ_D12            AZ_F4 
#>               NA               NA               NA               NA               NA 
#>            AZ_F7            AZ_G8            AZ_H3           AZ_F12            AZ_C4 
#>               NA               NA               NA               NA               NA 
#>            AZ_C5            AZ_D7            AZ_D4            AZ_F2           AZ_D11 
#>               NA               NA               NA               NA               NA 
#>            AZ_E8            AZ_F1            AZ_F8            AZ_C9            AZ_G1 
#>               NA               NA               NA               NA               NA 
#>           AZ_F11            AZ_C6            AZ_E9            AZ_H9            AZ_D2 
#>               NA               NA               NA               NA               NA 
#>            AZ_E6  HP1508501T2D_E3  HP1508501T2D_C1  HP1508501T2D_O2  HP1508501T2D_E2 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_M2  HP1508501T2D_C3  HP1508501T2D_M1  HP1508501T2D_A2  HP1508501T2D_K2 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_A1  HP1508501T2D_E1  HP1508501T2D_A3  HP1508501T2D_I2  HP1508501T2D_O1 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_G2  HP1508501T2D_I1  HP1508501T2D_C2  HP1508501T2D_K1  HP1508501T2D_G3 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_G1 HP1508501T2D_D23 HP1508501T2D_C20  HP1508501T2D_M9 HP1508501T2D_L13 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_K13  HP1508501T2D_O4  HP1508501T2D_N1  HP1508501T2D_P7 HP1508501T2D_N14 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_B15  HP1508501T2D_D2 HP1508501T2D_D20  HP1508501T2D_I5 HP1508501T2D_H11 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_E24 HP1508501T2D_B18 HP1508501T2D_G15 HP1508501T2D_M20  HP1508501T2D_C6 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_B23 HP1508501T2D_K11  HP1508501T2D_A8 HP1508501T2D_J21 HP1508501T2D_A13 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_O3  HP1508501T2D_F3 HP1508501T2D_M17 HP1508501T2D_I15  HP1508501T2D_E6 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_E14 HP1508501T2D_G16 HP1508501T2D_M19 HP1508501T2D_D17 HP1508501T2D_L18 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_A23  HP1508501T2D_M3 HP1508501T2D_L20  HP1508501T2D_L8 HP1508501T2D_F17 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_L19 HP1508501T2D_A10 HP1508501T2D_H24  HP1508501T2D_D7 HP1508501T2D_P14 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_O21 HP1508501T2D_I24 HP1508501T2D_L12 HP1508501T2D_H22 HP1508501T2D_I20 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_F4 HP1508501T2D_F12 HP1508501T2D_P10  HP1508501T2D_N9  HP1508501T2D_H5 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_A19  HP1508501T2D_B9  HP1508501T2D_H2 HP1508501T2D_J23 HP1508501T2D_A20 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_P24  HP1508501T2D_G7 HP1508501T2D_B17  HP1508501T2D_A6  HP1508501T2D_D5 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_H8  HP1508501T2D_K8  HP1508501T2D_I3  HP1508501T2D_I8  HP1508501T2D_L6 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_B5 HP1508501T2D_C14 HP1508501T2D_J11 HP1508501T2D_F16  HP1508501T2D_L7 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_O16 HP1508501T2D_L14  HP1508501T2D_N7 HP1508501T2D_M15 HP1508501T2D_O24 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_K22 HP1508501T2D_H17 HP1508501T2D_G10 HP1508501T2D_M22 HP1508501T2D_M24 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_N13 HP1508501T2D_F14  HP1508501T2D_D6  HP1508501T2D_G9 HP1508501T2D_E12 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_J10  HP1508501T2D_C7  HP1508501T2D_P3 HP1508501T2D_H20  HP1508501T2D_H4 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_E18 HP1508501T2D_G11  HP1508501T2D_I6 HP1508501T2D_P11 HP1508501T2D_L16 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_N3  HP1508501T2D_P9  HP1508501T2D_F8 HP1508501T2D_O14  HP1508501T2D_D1 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_A22 HP1508501T2D_L10 HP1508501T2D_F13 HP1508501T2D_N24  HP1508501T2D_O7 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_P17  HP1508501T2D_C9 HP1508501T2D_K21 HP1508501T2D_O15 HP1508501T2D_F22 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_H1  HP1508501T2D_H6 HP1508501T2D_E15  HP1508501T2D_J9 HP1508501T2D_N19 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_B11 HP1508501T2D_B19 HP1508501T2D_E10 HP1508501T2D_I18 HP1508501T2D_M11 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_B21 HP1508501T2D_N17 HP1508501T2D_G12 HP1508501T2D_C13  HP1508501T2D_L3 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_E22 HP1508501T2D_A24 HP1508501T2D_K16  HP1508501T2D_P5 HP1508501T2D_N20 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_M4  HP1508501T2D_N2 HP1508501T2D_K18  HP1508501T2D_B8 HP1508501T2D_N22 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_I16 HP1508501T2D_C24 HP1508501T2D_H13  HP1508501T2D_M7 HP1508501T2D_A16 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_L21 HP1508501T2D_G19  HP1508501T2D_F1 HP1508501T2D_P15  HP1508501T2D_E7 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_I11  HP1508501T2D_K7  HP1508501T2D_O9 HP1508501T2D_H12  HP1508501T2D_K4 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_I17 HP1508501T2D_P18 HP1508501T2D_O13 HP1508501T2D_H18 HP1508501T2D_M16 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_O18  HP1508501T2D_L4 HP1508501T2D_P21  HP1508501T2D_H3 HP1508501T2D_C10 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_F10 HP1508501T2D_L11 HP1508501T2D_B20  HP1508501T2D_B4 HP1508501T2D_J17 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_C23 HP1508501T2D_K17 HP1508501T2D_G14  HP1508501T2D_D3 HP1508501T2D_L22 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_K20  HP1508501T2D_L1 HP1508501T2D_D16 HP1508501T2D_G24 HP1508501T2D_B10 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_J13  HP1508501T2D_P8 HP1508501T2D_N18  HP1508501T2D_G5 HP1508501T2D_M18 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_B2 HP1508501T2D_P22  HP1508501T2D_A7 HP1508501T2D_C22 HP1508501T2D_I22 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_O10 HP1508501T2D_P23 HP1508501T2D_G20 HP1508501T2D_K12 HP1508501T2D_J20 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_K5  HP1508501T2D_K6 HP1508501T2D_P12  HP1508501T2D_J4 HP1508501T2D_M14 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_B1 HP1508501T2D_F21 HP1508501T2D_C19  HP1508501T2D_E8  HP1508501T2D_G8 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_F19 HP1508501T2D_I23  HP1508501T2D_M8  HP1508501T2D_A5 HP1508501T2D_E17 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_B22  HP1508501T2D_F7 HP1508501T2D_E19  HP1508501T2D_J7 HP1508501T2D_H16 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_J12  HP1508501T2D_H9 HP1508501T2D_O22  HP1508501T2D_F9 HP1508501T2D_G17 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_F15 HP1508501T2D_C21 HP1508501T2D_C15  HP1508501T2D_N4 HP1508501T2D_I10 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_I14 HP1508501T2D_N15 HP1508501T2D_L23  HP1508501T2D_J3 HP1508501T2D_B24 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_E4 HP1508501T2D_G21 HP1508501T2D_H23  HP1508501T2D_L2  HP1508501T2D_D9 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_D21 HP1508501T2D_L15 HP1508501T2D_G18 HP1508501T2D_N16  HP1508501T2D_O5 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_E23 HP1508501T2D_D14  HP1508501T2D_B6  HP1508501T2D_O8 HP1508501T2D_D24 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_C12 HP1508501T2D_K15 HP1508501T2D_J22 HP1508501T2D_F18 HP1508501T2D_N23 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_A17 HP1508501T2D_L24 HP1508501T2D_C11  HP1508501T2D_A9  HP1508501T2D_I9 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_P2  HP1508501T2D_C8 HP1508501T2D_D13 HP1508501T2D_O20 HP1508501T2D_D12 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_F5  HP1508501T2D_A4 HP1508501T2D_L17 HP1508501T2D_D15  HP1508501T2D_C5 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_B7 HP1508501T2D_B14 HP1508501T2D_F11 HP1508501T2D_C16 HP1508501T2D_F24 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_C18 HP1508501T2D_O17 HP1508501T2D_O12 HP1508501T2D_J14  HP1508501T2D_G6 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_L5 HP1508501T2D_M23 HP1508501T2D_K10  HP1508501T2D_J5 HP1508501T2D_N10 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_K23  HP1508501T2D_P1  HP1508501T2D_F6 HP1508501T2D_N11 HP1508501T2D_F23 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_K24 HP1508501T2D_D11 HP1508501T2D_M12  HP1508501T2D_I4 HP1508501T2D_K19 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_N6 HP1508501T2D_I19  HP1508501T2D_J6 HP1508501T2D_B12 HP1508501T2D_B13 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_K14  HP1508501T2D_N5  HP1508501T2D_D4 HP1508501T2D_A21 HP1508501T2D_J16 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_H10 HP1508501T2D_M13  HP1508501T2D_M5 HP1508501T2D_H21 HP1508501T2D_D18 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_G13 HP1508501T2D_N21  HP1508501T2D_F2 HP1508501T2D_E20  HP1508501T2D_J2 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_J8 HP1508501T2D_O19  HP1508501T2D_P6 HP1508501T2D_P19  HP1508501T2D_C4 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_O6  HP1508501T2D_E5 HP1508501T2D_H15 HP1508501T2D_G23 HP1508501T2D_A14 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_I7 HP1508501T2D_A12 HP1508501T2D_O11  HP1508501T2D_B3 HP1508501T2D_A15 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_I12  HP1508501T2D_J1 HP1508501T2D_M10 HP1508501T2D_A11 HP1508501T2D_H14 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_D19  HP1508501T2D_K9 HP1508501T2D_E21 HP1508501T2D_J24 HP1508501T2D_N12 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_H7 HP1508501T2D_J18 HP1508501T2D_E11 HP1508501T2D_F20  HP1508501T2D_G4 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_J19 HP1508501T2D_I13  HP1508501T2D_D8  HP1508501T2D_L9 HP1508501T2D_O23 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_M6 HP1508501T2D_A18  HP1508501T2D_E9 HP1508501T2D_C17 HP1508501T2D_D22 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_E16 HP1508501T2D_D10 HP1508501T2D_B16 HP1508501T2D_G22 HP1508501T2D_E13 
#>               NA               NA               NA               NA               NA 
#> HP1508501T2D_I21 HP1508501T2D_H19 HP1508501T2D_P20 HP1508501T2D_M21 HP1508501T2D_P16 
#>               NA               NA               NA               NA               NA 
#>  HP1508501T2D_K3  HP1508501T2D_N8 HP1508501T2D_J15     HP1506401_E1     HP1506401_A3 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_A2     HP1506401_I2     HP1506401_O1     HP1506401_E2     HP1506401_C2 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_M2     HP1506401_G3     HP1506401_A1     HP1506401_C1     HP1506401_K1 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_I1     HP1506401_G2     HP1506401_C3     HP1506401_K2     HP1506401_M1 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_E3     HP1506401_G1     HP1506401_O2     HP1506401_M9    HP1506401_E10 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_D14     HP1506401_A9    HP1506401_K10     HP1506401_N6    HP1506401_B22 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_N10    HP1506401_D15     HP1506401_N7    HP1506401_D21     HP1506401_J9 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_F7     HP1506401_E7    HP1506401_K12     HP1506401_N1    HP1506401_C18 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_G14    HP1506401_O16     HP1506401_D3    HP1506401_E23    HP1506401_G21 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_B17     HP1506401_N9     HP1506401_J5     HP1506401_C9    HP1506401_J19 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_C14    HP1506401_L12    HP1506401_C21     HP1506401_B7    HP1506401_L19 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_M16    HP1506401_H15    HP1506401_A18    HP1506401_C19     HP1506401_P8 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_C12    HP1506401_H16    HP1506401_A19    HP1506401_C24     HP1506401_E6 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_F6    HP1506401_N21    HP1506401_O19    HP1506401_I14    HP1506401_M15 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_N18     HP1506401_J2    HP1506401_N12    HP1506401_M13    HP1506401_K13 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_F13     HP1506401_I5     HP1506401_B1    HP1506401_A13     HP1506401_H4 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_I15     HP1506401_O4     HP1506401_K5     HP1506401_M3     HP1506401_L7 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_O5    HP1506401_J13    HP1506401_J18     HP1506401_A8    HP1506401_D24 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_L21    HP1506401_J24    HP1506401_E22     HP1506401_G8    HP1506401_F12 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_J6    HP1506401_H12    HP1506401_O13     HP1506401_N8     HP1506401_N5 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_I24    HP1506401_E20    HP1506401_F24     HP1506401_F8     HP1506401_N2 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_F16    HP1506401_F21    HP1506401_M18    HP1506401_I13     HP1506401_J8 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_G7    HP1506401_K17    HP1506401_O24    HP1506401_C10    HP1506401_L18 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_M22    HP1506401_H18     HP1506401_F2     HP1506401_A5    HP1506401_N20 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_M20     HP1506401_M4     HP1506401_J3     HP1506401_O9    HP1506401_K18 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_N16     HP1506401_M5    HP1506401_L22    HP1506401_M23    HP1506401_A10 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_D8     HP1506401_H7    HP1506401_M21    HP1506401_E15    HP1506401_P11 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_L10     HP1506401_I7    HP1506401_N24     HP1506401_P5    HP1506401_B12 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_D6    HP1506401_O20    HP1506401_E12     HP1506401_B4    HP1506401_P24 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_D10    HP1506401_L20    HP1506401_P20    HP1506401_C17     HP1506401_F1 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_M19     HP1506401_D5     HP1506401_J7    HP1506401_J23     HP1506401_D2 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_D16    HP1506401_D23    HP1506401_G18    HP1506401_J17     HP1506401_B2 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_B5     HP1506401_K6    HP1506401_E17     HP1506401_N4    HP1506401_G19 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_O17    HP1506401_O21    HP1506401_A22    HP1506401_H14     HP1506401_L9 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_B21    HP1506401_K23    HP1506401_F15    HP1506401_H20     HP1506401_L4 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_E18    HP1506401_K24    HP1506401_L13     HP1506401_G4    HP1506401_I17 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_H6    HP1506401_O23    HP1506401_H11     HP1506401_H8    HP1506401_F10 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_O15     HP1506401_I4    HP1506401_I23    HP1506401_F18    HP1506401_D17 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_O10    HP1506401_J10    HP1506401_P22     HP1506401_J4    HP1506401_D12 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_O8    HP1506401_C15    HP1506401_B14    HP1506401_D11     HP1506401_E5 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_P17     HP1506401_C4    HP1506401_I20    HP1506401_B16    HP1506401_I21 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_I6    HP1506401_F14    HP1506401_P19    HP1506401_O14    HP1506401_H21 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_K22    HP1506401_F19    HP1506401_N19     HP1506401_I9     HP1506401_G9 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_K15     HP1506401_O6    HP1506401_A20    HP1506401_A21    HP1506401_L14 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_C20    HP1506401_P18    HP1506401_H17     HP1506401_L1    HP1506401_C13 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_A15     HP1506401_P7     HP1506401_O7    HP1506401_G20    HP1506401_C11 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_A4     HP1506401_D9     HP1506401_P1     HP1506401_O3    HP1506401_L17 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_A16    HP1506401_H13    HP1506401_K14     HP1506401_K8    HP1506401_L15 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_O11    HP1506401_J20    HP1506401_A23    HP1506401_I11    HP1506401_M17 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_C5     HP1506401_L5    HP1506401_G17    HP1506401_P15    HP1506401_P12 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_J14    HP1506401_N15    HP1506401_E16    HP1506401_P21    HP1506401_F11 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_O18     HP1506401_H2    HP1506401_K19     HP1506401_D4    HP1506401_B10 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_G15    HP1506401_F22     HP1506401_F5     HP1506401_H5     HP1506401_P6 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_C16     HP1506401_K4     HP1506401_L6     HP1506401_L3    HP1506401_H10 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_N11    HP1506401_F23     HP1506401_B9    HP1506401_K20     HP1506401_P3 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_I8     HP1506401_C6    HP1506401_L24    HP1506401_A24     HP1506401_A7 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_G5    HP1506401_K21    HP1506401_G11     HP1506401_P9    HP1506401_B15 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_K16     HP1506401_M8    HP1506401_H24     HP1506401_A6    HP1506401_N13 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_H23    HP1506401_I18    HP1506401_I16    HP1506401_O22     HP1506401_I3 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_C22     HP1506401_N3    HP1506401_G10    HP1506401_B24     HP1506401_F3 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_A11     HP1506401_K9    HP1506401_D13    HP1506401_B19    HP1506401_E24 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_C8     HP1506401_J1     HP1506401_E8    HP1506401_G23    HP1506401_N17 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_F9    HP1506401_D19    HP1506401_L23     HP1506401_M6     HP1506401_E9 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_E4    HP1506401_F17    HP1506401_J15    HP1506401_I10    HP1506401_D18 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_G16    HP1506401_I22    HP1506401_I19    HP1506401_M12    HP1506401_L16 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_B13    HP1506401_P23    HP1506401_P14     HP1506401_P2     HP1506401_K7 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_N14    HP1506401_M11     HP1506401_L8    HP1506401_E11     HP1506401_L2 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_B6    HP1506401_N22    HP1506401_M14    HP1506401_J16     HP1506401_B3 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_M7     HP1506401_C7    HP1506401_A12    HP1506401_E21    HP1506401_K11 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_J22    HP1506401_C23     HP1506401_G6    HP1506401_G13    HP1506401_M24 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_G22    HP1506401_E19     HP1506401_H1    HP1506401_G24     HP1506401_H9 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_P16    HP1506401_N23    HP1506401_H22     HP1506401_H3    HP1506401_D22 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_A17    HP1506401_L11    HP1506401_M10    HP1506401_F20    HP1506401_E14 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_J12    HP1506401_E13    HP1506401_J21     HP1506401_P4    HP1506401_O12 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_B8    HP1506401_B18    HP1506401_A14    HP1506401_J11    HP1506401_B23 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_F4    HP1506401_I12    HP1506401_G12     HP1506401_D1    HP1506401_B20 
#>               NA               NA               NA               NA               NA 
#>    HP1506401_P10    HP1506401_B11    HP1506401_H19     HP1506401_K3    HP1506401_D20 
#>               NA               NA               NA               NA               NA 
#>     HP1506401_D7     HP1507101_I1     HP1507101_C3     HP1507101_A2     HP1507101_C1 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_K1     HP1507101_M1     HP1507101_A1     HP1507101_K2     HP1507101_O2 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_E2     HP1507101_E3     HP1507101_E1     HP1507101_G3     HP1507101_G2 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_A3     HP1507101_C2     HP1507101_O1     HP1507101_G1     HP1507101_I2 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_M2     HP1507101_C9    HP1507101_H19    HP1507101_G16     HP1507101_N9 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_G5    HP1507101_E11     HP1507101_F7     HP1507101_B3    HP1507101_M12 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_D14    HP1507101_D20    HP1507101_M19    HP1507101_O22    HP1507101_O23 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_J15    HP1507101_L22    HP1507101_L15     HP1507101_P7     HP1507101_D6 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_O16     HP1507101_N3    HP1507101_L11     HP1507101_N7     HP1507101_I9 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_N12    HP1507101_P14     HP1507101_P2    HP1507101_O17    HP1507101_K16 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_J9    HP1507101_M17    HP1507101_A16    HP1507101_L24    HP1507101_M16 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_L13     HP1507101_G7    HP1507101_M10    HP1507101_K12    HP1507101_O20 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_E13    HP1507101_N21    HP1507101_I10    HP1507101_H20    HP1507101_A14 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_I17     HP1507101_K6     HP1507101_F6     HP1507101_J8    HP1507101_J12 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_F19    HP1507101_F24    HP1507101_A17     HP1507101_G6     HP1507101_L7 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_F14     HP1507101_H7    HP1507101_M24     HP1507101_O4     HP1507101_H1 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_I15     HP1507101_O5    HP1507101_F22    HP1507101_A22    HP1507101_B17 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_L5    HP1507101_A20    HP1507101_F16    HP1507101_P10     HP1507101_O6 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_G4    HP1507101_B23    HP1507101_H11    HP1507101_C16    HP1507101_G12 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_B22    HP1507101_K19    HP1507101_G17     HP1507101_N5    HP1507101_F17 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_P9    HP1507101_G14    HP1507101_K23    HP1507101_N22    HP1507101_H24 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_I8     HP1507101_L2    HP1507101_H15    HP1507101_F11    HP1507101_N11 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_D2     HP1507101_H4    HP1507101_P12    HP1507101_F20    HP1507101_N24 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_A21    HP1507101_N15    HP1507101_A11    HP1507101_E24    HP1507101_I16 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_C24    HP1507101_P19    HP1507101_B18    HP1507101_H14    HP1507101_D22 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_H9     HP1507101_C7    HP1507101_O10    HP1507101_K10    HP1507101_J24 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_E4    HP1507101_N14    HP1507101_G18    HP1507101_E22    HP1507101_J14 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_G10    HP1507101_H13    HP1507101_E20    HP1507101_I13    HP1507101_J11 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_L8    HP1507101_P11    HP1507101_O15     HP1507101_P4    HP1507101_A24 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_E6    HP1507101_G22    HP1507101_K18     HP1507101_C4    HP1507101_J18 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_J16    HP1507101_H16     HP1507101_H8    HP1507101_D19    HP1507101_I23 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_C18     HP1507101_K8     HP1507101_D3    HP1507101_A12    HP1507101_C10 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_N19    HP1507101_M13    HP1507101_C21    HP1507101_G19    HP1507101_I11 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_L18    HP1507101_D13    HP1507101_B15     HP1507101_K5     HP1507101_L3 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_E8    HP1507101_J13    HP1507101_O21     HP1507101_A4    HP1507101_I14 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_J23     HP1507101_B8    HP1507101_N17    HP1507101_O18     HP1507101_I7 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_I12     HP1507101_K4     HP1507101_K9    HP1507101_E17     HP1507101_J7 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_F3    HP1507101_L23    HP1507101_N18     HP1507101_D7    HP1507101_P18 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_P17     HP1507101_P5     HP1507101_M4     HP1507101_B7    HP1507101_E10 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_H23     HP1507101_K3    HP1507101_C20    HP1507101_L10    HP1507101_M14 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_J19     HP1507101_I4    HP1507101_G24    HP1507101_C23    HP1507101_G23 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_K7    HP1507101_I21    HP1507101_F15     HP1507101_D1     HP1507101_J1 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_F10    HP1507101_H10    HP1507101_B21    HP1507101_O24     HP1507101_D8 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_D4    HP1507101_I22     HP1507101_B1    HP1507101_N16     HP1507101_A6 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_F2     HP1507101_J6     HP1507101_F8    HP1507101_P21    HP1507101_B14 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_N4     HP1507101_N6     HP1507101_M3    HP1507101_C13     HP1507101_M6 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_L19     HP1507101_B9     HP1507101_A5    HP1507101_G21    HP1507101_M15 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_F18    HP1507101_M23    HP1507101_K22    HP1507101_K17    HP1507101_D21 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_D16    HP1507101_M18     HP1507101_H6     HP1507101_D9    HP1507101_O12 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_G20    HP1507101_K11    HP1507101_G13    HP1507101_N20    HP1507101_K14 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_K21    HP1507101_A10     HP1507101_G8     HP1507101_P6    HP1507101_D18 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_O3     HP1507101_N1    HP1507101_P23    HP1507101_H21    HP1507101_E21 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_L16    HP1507101_P24    HP1507101_K15    HP1507101_C11    HP1507101_N13 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_E19    HP1507101_D24     HP1507101_C5    HP1507101_E14    HP1507101_A13 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_J2    HP1507101_B13    HP1507101_A23    HP1507101_H12    HP1507101_C17 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_I19    HP1507101_H22     HP1507101_B4    HP1507101_H18    HP1507101_F13 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_J20     HP1507101_A9     HP1507101_H2     HP1507101_O9     HP1507101_N8 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_B19    HP1507101_D12     HP1507101_M8     HP1507101_L4     HP1507101_D5 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_C19    HP1507101_P22     HP1507101_I3    HP1507101_A18    HP1507101_B24 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_J21    HP1507101_I18    HP1507101_G11     HP1507101_B6    HP1507101_D15 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_M22    HP1507101_B12    HP1507101_H17    HP1507101_C12    HP1507101_D10 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_A15    HP1507101_E15    HP1507101_L17    HP1507101_C22    HP1507101_B10 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_N2     HP1507101_F5     HP1507101_M5    HP1507101_E12     HP1507101_H3 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_O7    HP1507101_P16     HP1507101_P1    HP1507101_O14    HP1507101_L14 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_J10    HP1507101_D23     HP1507101_L6     HP1507101_C6     HP1507101_M9 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_I6    HP1507101_M21     HP1507101_E5    HP1507101_N23    HP1507101_K13 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_J17     HP1507101_F1    HP1507101_M11     HP1507101_E9    HP1507101_C14 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_D11     HP1507101_J3    HP1507101_C15    HP1507101_P15     HP1507101_A7 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_A8    HP1507101_M20    HP1507101_D17    HP1507101_B16     HP1507101_J5 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_I24     HP1507101_L9    HP1507101_O13     HP1507101_E7    HP1507101_F23 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_L12    HP1507101_I20     HP1507101_B2     HP1507101_I5    HP1507101_B11 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_O19     HP1507101_H5     HP1507101_B5     HP1507101_G9    HP1507101_P20 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_M7     HP1507101_J4    HP1507101_K24     HP1507101_F4    HP1507101_L20 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_N10     HP1507101_P3    HP1507101_A19    HP1507101_E16    HP1507101_B20 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_F21    HP1507101_E18    HP1507101_G15    HP1507101_O11     HP1507101_C8 
#>               NA               NA               NA               NA               NA 
#>    HP1507101_L21    HP1507101_F12     HP1507101_F9    HP1507101_J22    HP1507101_K20 
#>               NA               NA               NA               NA               NA 
#>     HP1507101_L1    HP1507101_E23     HP1507101_O8     HP1507101_P8     HP1509101_E2 
#>               NA               NA               NA               NA               NA 
#>     HP1509101_A1     HP1509101_I1     HP1509101_G1     HP1509101_M2     HP1509101_C2 
#>               NA               NA               NA               NA               NA 
#>     HP1509101_M1     HP1509101_O2     HP1509101_A2     HP1509101_E1     HP1509101_I2 
#>               NA               NA               NA               NA               NA 
#>     HP1509101_K1     HP1509101_G3     HP1509101_G2     HP1509101_E3     HP1509101_K2 
#>               NA               NA               NA               NA               NA 
#>     HP1509101_A3     HP1509101_O1     HP1509101_C1     HP1509101_C3     HP1509101_F9 
#>               NA               NA               NA               NA               NA 
#>     HP1509101_D2    HP1509101_P21    HP1509101_J13    HP1509101_I19     HP1509101_D5 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_E17    HP1509101_A18    HP1509101_J22    HP1509101_I17    HP1509101_K19 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_J16    HP1509101_L15    HP1509101_G19    HP1509101_D18     HP1509101_P4 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_C13     HP1509101_B8    HP1509101_E20    HP1509101_M14    HP1509101_D10 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_E21    HP1509101_L20    HP1509101_A21    HP1509101_J10    HP1509101_B14 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_J12     HP1509101_F3    HP1509101_K15    HP1509101_E11     HP1509101_F8 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_N13    HP1509101_A24     HP1509101_A7     HP1509101_H1    HP1509101_L17 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_A13     HP1509101_B1     HP1509101_L6     HP1509101_B9     HP1509101_H3 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_B16    HP1509101_O15    HP1509101_P17    HP1509101_G23     HP1509101_P9 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_H19    HP1509101_L13    HP1509101_F12    HP1509101_E23     HP1509101_N4 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_I14    HP1509101_B12    HP1509101_P11     HP1509101_E4    HP1509101_H21 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_M18     HP1509101_K6     HP1509101_L8    HP1509101_M15     HP1509101_M9 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_J11     HP1509101_A9    HP1509101_H10    HP1509101_P16     HP1509101_M7 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_G14    HP1509101_C18     HP1509101_I5     HP1509101_G7    HP1509101_K22 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_H18    HP1509101_H17    HP1509101_F13    HP1509101_F16     HP1509101_B2 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_B22     HP1509101_H8    HP1509101_G24     HP1509101_G5    HP1509101_D15 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_O21    HP1509101_F10     HP1509101_H7     HP1509101_O9    HP1509101_D17 
#>               NA               NA               NA               NA               NA 
#>     HP1509101_K9    HP1509101_N12     HP1509101_O7     HP1509101_N7     HP1509101_D8 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_K12    HP1509101_F18     HP1509101_A4     HP1509101_E6     HP1509101_D7 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_H22     HP1509101_J2    HP1509101_F24     HP1509101_N2    HP1509101_C10 
#>               NA               NA               NA               NA               NA 
#>     HP1509101_M3    HP1509101_P14     HP1509101_F1    HP1509101_E14    HP1509101_C11 
#>               NA               NA               NA               NA               NA 
#>     HP1509101_F2    HP1509101_L11    HP1509101_B24    HP1509101_C20    HP1509101_E15 
#>               NA               NA               NA               NA               NA 
#>     HP1509101_G6    HP1509101_N15    HP1509101_G22    HP1509101_A22    HP1509101_H24 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_F14    HP1509101_D22    HP1509101_I11    HP1509101_M23    HP1509101_F20 
#>               NA               NA               NA               NA               NA 
#>     HP1509101_E5    HP1509101_A12    HP1509101_H23    HP1509101_M16    HP1509101_I10 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_C12     HP1509101_B4     HP1509101_P6    HP1509101_P23    HP1509101_G18 
#>               NA               NA               NA               NA               NA 
#>     HP1509101_O3    HP1509101_M12     HP1509101_L3    HP1509101_D13     HP1509101_J9 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_I22    HP1509101_F17    HP1509101_B19     HP1509101_C9    HP1509101_A19 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_J17    HP1509101_D23    HP1509101_N16     HP1509101_G4    HP1509101_O22 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_P20    HP1509101_P22    HP1509101_N14    HP1509101_I15    HP1509101_D12 
#>               NA               NA               NA               NA               NA 
#>     HP1509101_H6    HP1509101_L12    HP1509101_L19    HP1509101_F21    HP1509101_C23 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_L22     HP1509101_P2     HP1509101_N3    HP1509101_D16     HP1509101_M4 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_P19     HP1509101_L9    HP1509101_E16    HP1509101_P18    HP1509101_I20 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_K13    HP1509101_G15     HP1509101_N9    HP1509101_L10    HP1509101_B20 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_N18    HP1509101_E12    HP1509101_N17    HP1509101_B21     HP1509101_E7 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_F15    HP1509101_J14     HP1509101_G9    HP1509101_C22    HP1509101_D24 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_M19    HP1509101_A16    HP1509101_E19    HP1509101_O23    HP1509101_A11 
#>               NA               NA               NA               NA               NA 
#>     HP1509101_J8    HP1509101_M13     HP1509101_C5     HP1509101_N8    HP1509101_B17 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_E24    HP1509101_B11    HP1509101_D19     HP1509101_O8    HP1509101_K21 
#>               NA               NA               NA               NA               NA 
#>     HP1509101_P3    HP1509101_F11     HP1509101_I3    HP1509101_G20     HP1509101_J3 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_M11     HP1509101_B6    HP1509101_J18     HP1509101_J4    HP1509101_H11 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_G10    HP1509101_I21     HP1509101_L4     HP1509101_C4     HP1509101_N1 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_H16    HP1509101_H14     HP1509101_M5     HP1509101_L2    HP1509101_P12 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_M21     HP1509101_B7    HP1509101_O13     HP1509101_E8    HP1509101_J15 
#>               NA               NA               NA               NA               NA 
#>     HP1509101_I9     HP1509101_D9    HP1509101_K11    HP1509101_J23     HP1509101_P1 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_I12     HP1509101_H9    HP1509101_O14    HP1509101_O20    HP1509101_P10 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_N11    HP1509101_L16    HP1509101_N21     HP1509101_K5     HP1509101_M6 
#>               NA               NA               NA               NA               NA 
#>     HP1509101_I4     HP1509101_D3     HP1509101_I8    HP1509101_O10     HP1509101_F4 
#>               NA               NA               NA               NA               NA 
#>     HP1509101_J7     HP1509101_L5     HP1509101_K7    HP1509101_K16    HP1509101_N24 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_K10     HP1509101_N5    HP1509101_K24     HP1509101_O5    HP1509101_J20 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_A15    HP1509101_B13    HP1509101_A14     HP1509101_P7     HP1509101_O6 
#>               NA               NA               NA               NA               NA 
#>     HP1509101_G8    HP1509101_O18    HP1509101_M17    HP1509101_E13    HP1509101_F19 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_A10     HP1509101_J5    HP1509101_N23    HP1509101_K20    HP1509101_B23 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_I16     HP1509101_A8     HP1509101_F6    HP1509101_D20     HP1509101_B5 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_E22     HP1509101_C8    HP1509101_L18    HP1509101_I23    HP1509101_C21 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_J21    HP1509101_K17    HP1509101_M22    HP1509101_J19    HP1509101_M20 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_H12    HP1509101_O19    HP1509101_L24     HP1509101_P5     HP1509101_N6 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_N19    HP1509101_N10    HP1509101_L21    HP1509101_O24    HP1509101_N22 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_O17    HP1509101_G11    HP1509101_D11     HP1509101_A5     HP1509101_C7 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_P24     HP1509101_P8    HP1509101_L14     HP1509101_C6     HP1509101_D4 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_O16     HP1509101_D6    HP1509101_E18    HP1509101_O11    HP1509101_F22 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_H15     HP1509101_D1    HP1509101_I18    HP1509101_N20    HP1509101_A23 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_H13    HP1509101_A20    HP1509101_M24    HP1509101_I24     HP1509101_F5 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_G16    HP1509101_B18     HP1509101_F7     HP1509101_H5     HP1509101_M8 
#>               NA               NA               NA               NA               NA 
#>     HP1509101_K3     HP1509101_H2    HP1509101_I13     HP1509101_J6    HP1509101_C14 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_D14    HP1509101_B15     HP1509101_K8    HP1509101_G12     HP1509101_H4 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_E10     HP1509101_A6    HP1509101_C17     HP1509101_E9    HP1509101_F23 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_K14    HP1509101_C19    HP1509101_A17    HP1509101_H20     HP1509101_O4 
#>               NA               NA               NA               NA               NA 
#>     HP1509101_B3     HP1509101_I7    HP1509101_G21    HP1509101_M10    HP1509101_C16 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_B10    HP1509101_P15    HP1509101_C15     HP1509101_L7    HP1509101_G13 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_C24    HP1509101_G17    HP1509101_D21    HP1509101_K23    HP1509101_J24 
#>               NA               NA               NA               NA               NA 
#>     HP1509101_I6     HP1509101_K4     HP1509101_J1    HP1509101_L23    HP1509101_K18 
#>               NA               NA               NA               NA               NA 
#>    HP1509101_O12     HP1509101_L1    HP1504901_E22    HP1504901_C21    HP1504901_I20 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_M20    HP1504901_D15    HP1504901_O20    HP1504901_E19    HP1504901_K20 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_L12    HP1504901_E16     HP1504901_N9    HP1504901_F14    HP1504901_I19 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_I7    HP1504901_J10    HP1504901_B15     HP1504901_L8     HP1504901_B3 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_A21     HP1504901_P2    HP1504901_L10    HP1504901_O15     HP1504901_J1 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_L2    HP1504901_L11    HP1504901_H23    HP1504901_F15    HP1504901_G23 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_C20     HP1504901_A8    HP1504901_J11    HP1504901_O11     HP1504901_N2 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_C8    HP1504901_G20    HP1504901_B12    HP1504901_H12    HP1504901_J12 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_D12    HP1504901_H15     HP1504901_F2    HP1504901_N11    HP1504901_I23 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_G8    HP1504901_B22    HP1504901_F12    HP1504901_H10    HP1504901_P11 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_K16     HP1504901_N3     HP1504901_O7    HP1504901_P14     HP1504901_J2 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_K9    HP1504901_H19     HP1504901_F8    HP1504901_P21    HP1504901_N18 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_P5    HP1504901_G24    HP1504901_K21     HP1504901_E4     HP1504901_K3 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_M14     HP1504901_B8     HP1504901_H3     HP1504901_M8     HP1504901_E8 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_N13    HP1504901_L20    HP1504901_K12    HP1504901_B19    HP1504901_J16 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_H22     HP1504901_J8    HP1504901_C11     HP1504901_K2     HP1504901_O1 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_B16    HP1504901_L17    HP1504901_O18    HP1504901_F18    HP1504901_C17 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_K10    HP1504901_B11    HP1504901_F17     HP1504901_M2    HP1504901_D19 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_D6    HP1504901_C12    HP1504901_D18    HP1504901_K19     HP1504901_F6 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_P10    HP1504901_D16     HP1504901_B5     HP1504901_M5     HP1504901_C4 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_H14     HP1504901_M3     HP1504901_F1    HP1504901_I10     HP1504901_E5 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_F7     HP1504901_O8    HP1504901_D23    HP1504901_I17    HP1504901_B13 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_C2    HP1504901_K24    HP1504901_B20     HP1504901_P8    HP1504901_O12 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_O14    HP1504901_F13    HP1504901_M12    HP1504901_H17     HP1504901_H4 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_B24     HP1504901_H5     HP1504901_P7    HP1504901_E17     HP1504901_B1 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_F11    HP1504901_F23     HP1504901_G9    HP1504901_O21    HP1504901_E24 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_K11    HP1504901_G12    HP1504901_A16    HP1504901_A14     HP1504901_G7 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_P9     HP1504901_O9     HP1504901_P3     HP1504901_G3    HP1504901_O19 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_C19    HP1504901_M16     HP1504901_C5    HP1504901_C24    HP1504901_O23 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_G5    HP1504901_K15     HP1504901_F5    HP1504901_M19     HP1504901_I1 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_A23    HP1504901_A11     HP1504901_K1    HP1504901_N14    HP1504901_P18 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_C15     HP1504901_L4    HP1504901_P16     HP1504901_E9    HP1504901_C16 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_P19    HP1504901_G21     HP1504901_A5    HP1504901_A15    HP1504901_J24 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_A3     HP1504901_E7    HP1504901_L18    HP1504901_H11    HP1504901_I24 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_L7    HP1504901_D13    HP1504901_E18    HP1504901_H13     HP1504901_H6 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_J13    HP1504901_J17     HP1504901_N1    HP1504901_A13     HP1504901_L6 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_B4     HP1504901_J7    HP1504901_E11     HP1504901_B7     HP1504901_P4 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_J18    HP1504901_K13     HP1504901_M6    HP1504901_A22    HP1504901_D22 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_A7     HP1504901_G4     HP1504901_E6     HP1504901_D9     HP1504901_A4 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_G1    HP1504901_N22     HP1504901_A6    HP1504901_J15    HP1504901_A17 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_K14    HP1504901_N15    HP1504901_C18    HP1504901_J20    HP1504901_J23 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_L16     HP1504901_E1    HP1504901_C13    HP1504901_A12    HP1504901_H20 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_M7    HP1504901_B23     HP1504901_E3    HP1504901_F19     HP1504901_J4 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_H24     HP1504901_H7     HP1504901_O2    HP1504901_O22     HP1504901_C9 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_I15    HP1504901_L15    HP1504901_K22     HP1504901_O5     HP1504901_J9 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_M4    HP1504901_E20    HP1504901_M10     HP1504901_G2     HP1504901_K4 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_N16    HP1504901_G10    HP1504901_F24    HP1504901_O17    HP1504901_A19 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_D5    HP1504901_P23    HP1504901_F22    HP1504901_L24     HP1504901_I9 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_L23     HP1504901_D1    HP1504901_F16     HP1504901_B6    HP1504901_E12 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_E23     HP1504901_N8    HP1504901_I16    HP1504901_K17    HP1504901_N12 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_H8    HP1504901_M24     HP1504901_L1     HP1504901_B9     HP1504901_K7 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_O4    HP1504901_B17    HP1504901_O10    HP1504901_M11    HP1504901_B18 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_O13     HP1504901_F9    HP1504901_A18     HP1504901_H9    HP1504901_F20 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_G14     HP1504901_C7    HP1504901_A24     HP1504901_O6    HP1504901_B14 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_I4     HP1504901_D4    HP1504901_M22    HP1504901_J19    HP1504901_E10 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_D10    HP1504901_L13     HP1504901_A1    HP1504901_L22    HP1504901_O24 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_L19    HP1504901_G13    HP1504901_J22     HP1504901_I5    HP1504901_N20 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_L14    HP1504901_I11     HP1504901_A2    HP1504901_M17    HP1504901_N17 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_L3     HP1504901_I3    HP1504901_J21     HP1504901_A9     HP1504901_P1 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_J14     HP1504901_K8    HP1504901_I21    HP1504901_H21    HP1504901_K23 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_G6     HP1504901_I6    HP1504901_E15     HP1504901_O3    HP1504901_O16 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_E14    HP1504901_G11    HP1504901_F21    HP1504901_N24    HP1504901_P24 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_C3    HP1504901_D17     HP1504901_K6    HP1504901_I14    HP1504901_M15 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_D2    HP1504901_I18    HP1504901_E21    HP1504901_H18    HP1504901_D20 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_D24     HP1504901_J6     HP1504901_I2    HP1504901_D14     HP1504901_C1 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_G16    HP1504901_I12    HP1504901_P20    HP1504901_M18    HP1504901_P15 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_G22    HP1504901_P22     HP1504901_J3    HP1504901_N10    HP1504901_P12 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_M9     HP1504901_F4     HP1504901_D7    HP1504901_M21    HP1504901_E13 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_B10     HP1504901_H1     HP1504901_J5     HP1504901_K5    HP1504901_M13 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_N6    HP1504901_F10    HP1504901_H16    HP1504901_G15    HP1504901_M23 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_H2    HP1504901_G18    HP1504901_N19    HP1504901_P17    HP1504901_L21 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_D11     HP1504901_P6     HP1504901_C6    HP1504901_C10     HP1504901_I8 
#>               NA               NA               NA               NA               NA 
#>     HP1504901_D3     HP1504901_L5    HP1504901_I22    HP1504901_K18     HP1504901_D8 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_G17    HP1504901_B21     HP1504901_N7    HP1504901_C14     HP1504901_M1 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_A10    HP1504901_I13    HP1504901_C23     HP1504901_N4     HP1504901_E2 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_D21    HP1504901_A20    HP1504901_G19     HP1504901_N5    HP1504901_C22 
#>               NA               NA               NA               NA               NA 
#>    HP1504901_N21     HP1504901_B2     HP1504901_L9    HP1504901_N23     HP1504901_F3 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_P14 HP1525301T2D_K15  HP1526901T2D_K9 HP1526901T2D_A18 HP1525301T2D_D19 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_K12 HP1525301T2D_G16 HP1525301T2D_G11  HP1525301T2D_A6  HP1508501T2D_P4 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_K23 HP1525301T2D_P12 HP1525301T2D_N22 HP1525301T2D_P16 HP1525301T2D_O14 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_H14 HP1525301T2D_F24  HP1525301T2D_P1 HP1526901T2D_A20 HP1526901T2D_A10 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_I21 HP1525301T2D_M23  HP1526901T2D_A3  HP1526901T2D_O5 HP1525301T2D_I12 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_P22  HP1525301T2D_H9 HP1526901T2D_P20  HP1525301T2D_B9 HP1525301T2D_A10 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_K16  HP1526901T2D_B6  HP1526901T2D_P9 HP1526901T2D_E11 HP1525301T2D_F22 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_C3  HP1526901T2D_M5 HP1525301T2D_F11 HP1526901T2D_C21 HP1526901T2D_M21 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_H18 HP1525301T2D_J22  HP1525301T2D_D1  HP1526901T2D_D5 HP1525301T2D_J14 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_P6 HP1525301T2D_F15  HP1525301T2D_K9  HP1526901T2D_K6 HP1525301T2D_C16 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_I18 HP1525301T2D_M11  HP1526901T2D_J6 HP1525301T2D_C20 HP1525301T2D_D18 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_I23 HP1526901T2D_L16 HP1526901T2D_J16  HP1526901T2D_F2 HP1525301T2D_K14 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_J7  HP1525301T2D_B1  HP1525301T2D_C4 HP1525301T2D_J21 HP1525301T2D_E19 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_C13  HP1525301T2D_B4 HP1525301T2D_F19 HP1526901T2D_D15  HP1525301T2D_B5 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_G6 HP1526901T2D_C19 HP1526901T2D_E18 HP1525301T2D_I13  HP1525301T2D_N3 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_P7  HP1525301T2D_D7  HP1525301T2D_I6 HP1525301T2D_N23 HP1526901T2D_H23 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_G5 HP1525301T2D_G22  HP1525301T2D_J5 HP1525301T2D_D16 HP1525301T2D_C12 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_K4  HP1525301T2D_F6 HP1525301T2D_D10  HP1525301T2D_H5 HP1526901T2D_F15 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_O22  HP1526901T2D_M8  HP1525301T2D_C6 HP1526901T2D_G21 HP1525301T2D_D11 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_I6 HP1526901T2D_H24  HP1525301T2D_E1 HP1526901T2D_J22 HP1526901T2D_N15 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_G3 HP1525301T2D_E11  HP1525301T2D_C2  HP1526901T2D_A1 HP1525301T2D_D17 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_F3 HP1526901T2D_P21 HP1525301T2D_B11 HP1526901T2D_J24 HP1526901T2D_M15 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_F14 HP1526901T2D_K11 HP1526901T2D_G17  HP1526901T2D_L1  HP1526901T2D_P3 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_L2 HP1525301T2D_M24 HP1526901T2D_M19 HP1526901T2D_A16  HP1525301T2D_N4 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_B4 HP1526901T2D_F21 HP1525301T2D_M16  HP1526901T2D_K3 HP1525301T2D_B24 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_B21 HP1526901T2D_O15 HP1526901T2D_O12 HP1526901T2D_J21  HP1525301T2D_O1 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_E21 HP1525301T2D_O20 HP1525301T2D_E14  HP1525301T2D_O9 HP1525301T2D_B22 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_G7  HP1526901T2D_J5 HP1525301T2D_G13 HP1525301T2D_F23  HP1526901T2D_F4 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_I1  HP1526901T2D_L4 HP1526901T2D_L14 HP1525301T2D_L23 HP1525301T2D_H23 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_I1 HP1526901T2D_F10 HP1525301T2D_B23 HP1526901T2D_J18 HP1526901T2D_I10 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_I4 HP1526901T2D_B24 HP1525301T2D_C24  HP1525301T2D_P8 HP1526901T2D_G24 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_J8 HP1525301T2D_M22  HP1525301T2D_C1  HP1526901T2D_P5 HP1525301T2D_K13 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_P13 HP1526901T2D_G23 HP1525301T2D_A22 HP1526901T2D_P22 HP1525301T2D_A18 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_J2 HP1526901T2D_H20 HP1525301T2D_G14  HP1526901T2D_L7 HP1526901T2D_N12 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_N7  HP1525301T2D_L1  HP1526901T2D_F5 HP1525301T2D_I10 HP1525301T2D_G20 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_E24 HP1526901T2D_K24  HP1525301T2D_M7  HP1526901T2D_E8 HP1526901T2D_P14 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_N4  HP1525301T2D_N2 HP1526901T2D_O24 HP1526901T2D_O14 HP1526901T2D_G12 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_H24 HP1525301T2D_P13 HP1526901T2D_E20 HP1526901T2D_L20 HP1525301T2D_O15 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_H6 HP1525301T2D_C10  HP1526901T2D_B8  HP1526901T2D_C3 HP1526901T2D_N13 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_L19  HP1525301T2D_H7 HP1525301T2D_G15 HP1526901T2D_J23 HP1526901T2D_E23 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_D2 HP1526901T2D_D19  HP1525301T2D_I3 HP1526901T2D_B15 HP1525301T2D_E23 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_N9  HP1525301T2D_I7 HP1526901T2D_B18 HP1526901T2D_O21 HP1526901T2D_G14 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_E7 HP1525301T2D_F10 HP1525301T2D_K21 HP1525301T2D_M21  HP1525301T2D_E3 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_A4 HP1526901T2D_M12  HP1525301T2D_H3  HP1526901T2D_D4 HP1525301T2D_J12 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_G1 HP1526901T2D_M17  HP1525301T2D_N5 HP1525301T2D_A17  HP1526901T2D_C5 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_E12  HP1526901T2D_L5 HP1525301T2D_O18 HP1526901T2D_A23 HP1525301T2D_C13 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_K22 HP1526901T2D_F17  HP1526901T2D_N3 HP1526901T2D_K23  HP1525301T2D_O2 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_K4 HP1525301T2D_I19 HP1526901T2D_P17  HP1526901T2D_O1 HP1525301T2D_L10 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_F2 HP1526901T2D_M20 HP1526901T2D_O17 HP1525301T2D_H19  HP1526901T2D_M4 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_D22 HP1525301T2D_A21 HP1525301T2D_I11 HP1525301T2D_J15 HP1526901T2D_J11 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_P21 HP1525301T2D_M13  HP1526901T2D_A9 HP1526901T2D_E13 HP1525301T2D_P24 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_I5  HP1526901T2D_H7 HP1525301T2D_L15 HP1525301T2D_J23 HP1526901T2D_P15 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_P5 HP1526901T2D_G11 HP1525301T2D_F21  HP1526901T2D_J9 HP1525301T2D_A19 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_P2 HP1526901T2D_A12 HP1526901T2D_K20 HP1526901T2D_B19 HP1525301T2D_J16 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_A8 HP1526901T2D_N22  HP1525301T2D_F7  HP1526901T2D_E9 HP1526901T2D_D20 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_F24 HP1526901T2D_B16  HP1526901T2D_I2  HP1525301T2D_O7  HP1526901T2D_A2 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_A12 HP1526901T2D_L11 HP1526901T2D_B12 HP1526901T2D_H22  HP1526901T2D_J3 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_B6  HP1525301T2D_E5 HP1525301T2D_K11 HP1526901T2D_A17  HP1526901T2D_N7 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_P12  HP1525301T2D_L8  HP1526901T2D_J2 HP1526901T2D_H13 HP1525301T2D_O23 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_D24 HP1526901T2D_D18 HP1526901T2D_B17  HP1526901T2D_G2  HP1525301T2D_A9 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_A11 HP1526901T2D_I20 HP1525301T2D_A20  HP1526901T2D_F1  HP1525301T2D_F5 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_A15 HP1526901T2D_F16 HP1526901T2D_B20 HP1525301T2D_B20  HP1525301T2D_L2 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_H12  HP1525301T2D_G6 HP1525301T2D_B10 HP1526901T2D_G13 HP1526901T2D_N18 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_E2 HP1525301T2D_E24 HP1525301T2D_L12 HP1525301T2D_P17  HP1526901T2D_O9 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_N6 HP1525301T2D_B15 HP1525301T2D_L22 HP1526901T2D_I21 HP1526901T2D_H16 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_I2 HP1525301T2D_H12 HP1525301T2D_K18 HP1526901T2D_K21 HP1525301T2D_L24 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_C17  HP1525301T2D_D3  HP1525301T2D_L7 HP1526901T2D_F13 HP1525301T2D_D22 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_F16  HP1525301T2D_M4 HP1526901T2D_P23 HP1525301T2D_L14  HP1525301T2D_N8 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_N20  HP1526901T2D_D7  HP1526901T2D_F9  HP1526901T2D_B9 HP1525301T2D_F13 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_E15 HP1526901T2D_L24  HP1526901T2D_H4 HP1526901T2D_H17 HP1525301T2D_N11 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_L11 HP1525301T2D_A24 HP1526901T2D_I24 HP1526901T2D_A24  HP1525301T2D_A2 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_G23  HP1525301T2D_E9 HP1526901T2D_E22 HP1526901T2D_L10 HP1526901T2D_A22 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_C14 HP1526901T2D_C14  HP1525301T2D_K6  HP1525301T2D_F1  HP1525301T2D_L4 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_G3 HP1525301T2D_O12 HP1525301T2D_H21  HP1526901T2D_M6 HP1525301T2D_H22 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_M24  HP1525301T2D_G9 HP1526901T2D_O23  HP1526901T2D_L3  HP1525301T2D_M8 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_O18 HP1525301T2D_J18 HP1526901T2D_A15 HP1525301T2D_L20  HP1525301T2D_F4 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_E1  HP1526901T2D_P7 HP1525301T2D_D13 HP1526901T2D_K17 HP1526901T2D_F22 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_D10 HP1526901T2D_P24  HP1525301T2D_I9  HP1525301T2D_M1 HP1526901T2D_J20 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_E20 HP1525301T2D_I22  HP1525301T2D_J4 HP1525301T2D_K24 HP1525301T2D_B16 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_K10  HP1525301T2D_F8 HP1525301T2D_A13  HP1525301T2D_G4 HP1525301T2D_J13 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_G19  HP1526901T2D_K8 HP1526901T2D_L17  HP1525301T2D_A1  HP1526901T2D_O2 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_O13 HP1526901T2D_K16  HP1525301T2D_G2  HP1526901T2D_A7 HP1525301T2D_N13 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_M3  HP1526901T2D_D3 HP1526901T2D_K18 HP1526901T2D_H11  HP1525301T2D_D6 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_O3 HP1526901T2D_D13 HP1525301T2D_N14  HP1526901T2D_J1  HP1525301T2D_J8 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_J9  HP1525301T2D_P2 HP1525301T2D_K12 HP1525301T2D_L21  HP1526901T2D_H9 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_D24 HP1525301T2D_N17  HP1526901T2D_P6 HP1525301T2D_O21 HP1526901T2D_N23 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_B1 HP1526901T2D_K10 HP1526901T2D_M14  HP1526901T2D_N1  HP1526901T2D_I7 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_A19 HP1525301T2D_N18 HP1525301T2D_O17 HP1526901T2D_E12 HP1526901T2D_C15 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_B23 HP1526901T2D_I19 HP1526901T2D_J19 HP1525301T2D_G17  HP1525301T2D_C5 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_C22  HP1525301T2D_L3  HP1526901T2D_D2  HP1526901T2D_O3  HP1526901T2D_P8 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_D5 HP1526901T2D_L15 HP1525301T2D_C23 HP1526901T2D_G16  HP1525301T2D_H4 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_F14  HP1526901T2D_D8 HP1526901T2D_I14 HP1525301T2D_I15  HP1526901T2D_E4 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_E13  HP1526901T2D_M1 HP1525301T2D_D23  HP1525301T2D_B8  HP1526901T2D_A6 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_H10  HP1526901T2D_C9 HP1526901T2D_K13  HP1526901T2D_J4 HP1525301T2D_E15 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_H13  HP1525301T2D_L9 HP1526901T2D_N24 HP1526901T2D_G10 HP1525301T2D_A11 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_K2 HP1526901T2D_J10  HP1526901T2D_B7  HP1526901T2D_B2  HP1526901T2D_H1 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_I13  HP1526901T2D_M9  HP1526901T2D_O7  HP1526901T2D_I3  HP1526901T2D_J7 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_M2 HP1526901T2D_M10 HP1526901T2D_N10 HP1525301T2D_J24  HP1526901T2D_K1 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_I8 HP1526901T2D_C23 HP1526901T2D_H14 HP1525301T2D_P11 HP1526901T2D_L13 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_H11 HP1525301T2D_P18 HP1526901T2D_E17 HP1526901T2D_E21  HP1525301T2D_L6 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_F12 HP1525301T2D_P10 HP1525301T2D_P19 HP1526901T2D_C20 HP1525301T2D_F18 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_A14  HP1525301T2D_C9  HP1525301T2D_O6  HP1525301T2D_M2  HP1525301T2D_L5 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_E2  HP1526901T2D_I5  HP1525301T2D_C8 HP1526901T2D_B11 HP1525301T2D_A16 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_G12 HP1526901T2D_P11  HP1525301T2D_C7 HP1526901T2D_O16  HP1526901T2D_O6 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_J20 HP1526901T2D_M13 HP1526901T2D_L18  HP1526901T2D_E3 HP1526901T2D_G18 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_N16 HP1525301T2D_C15 HP1525301T2D_B13  HP1525301T2D_M5 HP1526901T2D_F12 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_D14 HP1526901T2D_J13 HP1526901T2D_I12 HP1526901T2D_P10 HP1525301T2D_P15 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_G15 HP1525301T2D_N20 HP1525301T2D_P20 HP1526901T2D_C16 HP1525301T2D_L16 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_K5 HP1526901T2D_J14  HP1525301T2D_G5  HP1525301T2D_P4  HP1526901T2D_N5 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_I17 HP1525301T2D_F17  HP1526901T2D_C4  HP1526901T2D_H6 HP1525301T2D_M19 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_B19 HP1526901T2D_N21  HP1525301T2D_M6 HP1525301T2D_L17 HP1526901T2D_C17 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_C12  HP1525301T2D_P9 HP1526901T2D_F19  HP1525301T2D_O8 HP1525301T2D_N10 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_K19 HP1525301T2D_J17  HP1526901T2D_D9 HP1525301T2D_D12 HP1525301T2D_L19 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_F8  HP1526901T2D_L8 HP1526901T2D_P19 HP1526901T2D_M11  HP1525301T2D_N1 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_B21 HP1525301T2D_J11 HP1525301T2D_D20 HP1526901T2D_O20 HP1525301T2D_H16 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_J15 HP1526901T2D_E14 HP1526901T2D_C11 HP1526901T2D_H21 HP1525301T2D_M15 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_A5 HP1526901T2D_D23  HP1526901T2D_C7 HP1525301T2D_C18 HP1526901T2D_L23 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_M10  HP1526901T2D_N2 HP1525301T2D_C19 HP1526901T2D_O10 HP1526901T2D_H19 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_C6  HP1526901T2D_I9 HP1526901T2D_E19 HP1526901T2D_B22 HP1526901T2D_L21 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_K8 HP1526901T2D_I11 HP1525301T2D_M18 HP1526901T2D_E10  HP1525301T2D_H8 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_L12 HP1526901T2D_D11  HP1525301T2D_B7  HP1525301T2D_K2  HP1525301T2D_O4 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_H10  HP1525301T2D_M9  HP1526901T2D_D1  HP1525301T2D_K7 HP1525301T2D_D21 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_L22  HP1526901T2D_P1 HP1525301T2D_F20  HP1526901T2D_E6  HP1525301T2D_K5 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_M22 HP1525301T2D_N15 HP1525301T2D_B14 HP1525301T2D_B18 HP1526901T2D_J12 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_D4 HP1526901T2D_M23 HP1525301T2D_K19  HP1525301T2D_G1 HP1525301T2D_K20 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_F3 HP1526901T2D_F20 HP1526901T2D_N14 HP1525301T2D_G10 HP1525301T2D_M17 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_G24  HP1525301T2D_H2 HP1525301T2D_H15  HP1525301T2D_A7 HP1526901T2D_A21 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_H1  HP1525301T2D_J3 HP1526901T2D_F23 HP1525301T2D_J19 HP1526901T2D_G19 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_G18  HP1526901T2D_L9 HP1526901T2D_G22 HP1526901T2D_P16 HP1525301T2D_H18 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_C24  HP1526901T2D_L6  HP1526901T2D_I4 HP1525301T2D_O16 HP1526901T2D_G20 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_E16  HP1526901T2D_B5  HP1526901T2D_E7  HP1526901T2D_O4 HP1526901T2D_P18 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_I24 HP1525301T2D_O24  HP1525301T2D_F9 HP1526901T2D_D21  HP1525301T2D_E6 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_C10 HP1526901T2D_D14  HP1526901T2D_C1 HP1526901T2D_D12  HP1526901T2D_E5 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_M20  HP1525301T2D_P3 HP1525301T2D_I20 HP1526901T2D_F11  HP1526901T2D_G4 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_P4 HP1526901T2D_B14 HP1525301T2D_H17 HP1525301T2D_C21  HP1526901T2D_C2 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_L13 HP1525301T2D_K17 HP1526901T2D_K14  HP1526901T2D_G9 HP1525301T2D_B17 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_I17  HP1525301T2D_A3 HP1525301T2D_N21  HP1525301T2D_D8  HP1526901T2D_D6 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_N19 HP1526901T2D_I22  HP1526901T2D_F6  HP1526901T2D_O8 HP1526901T2D_B13 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_H3  HP1525301T2D_O5 HP1526901T2D_M18 HP1525301T2D_M12 HP1525301T2D_A23 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_J17 HP1526901T2D_E16 HP1525301T2D_N12 HP1525301T2D_C11  HP1525301T2D_B2 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_D16 HP1526901T2D_M16  HP1525301T2D_D9  HP1525301T2D_G8  HP1525301T2D_I8 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_O22  HP1525301T2D_K1 HP1525301T2D_E17 HP1525301T2D_E22 HP1525301T2D_K22 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_D15  HP1526901T2D_H5 HP1525301T2D_H20  HP1525301T2D_N9 HP1525301T2D_G21 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_M14 HP1526901T2D_N17  HP1526901T2D_A5 HP1525301T2D_O13 HP1526901T2D_F18 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_O19 HP1526901T2D_D17 HP1525301T2D_I14  HP1525301T2D_E4 HP1525301T2D_C22 
#>               NA               NA               NA               NA               NA 
#>  HP1525301T2D_J6 HP1525301T2D_E10  HP1525301T2D_A4 HP1525301T2D_B12  HP1525301T2D_B3 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_K15  HP1525301T2D_J1  HP1525301T2D_N6 HP1526901T2D_A14 HP1526901T2D_A13 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_N11 HP1526901T2D_I15 HP1526901T2D_B10  HP1526901T2D_K7  HP1525301T2D_G7 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_H8 HP1525301T2D_I16 HP1525301T2D_E18 HP1526901T2D_N19  HP1526901T2D_B3 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_G8 HP1525301T2D_O11  HP1525301T2D_E8  HP1526901T2D_M3 HP1525301T2D_O19 
#>               NA               NA               NA               NA               NA 
#> HP1526901T2D_H15 HP1526901T2D_I18 HP1525301T2D_P23 HP1526901T2D_C18 HP1525301T2D_L18 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_N24  HP1526901T2D_M7 HP1526901T2D_N16  HP1526901T2D_C8 HP1525301T2D_O10 
#>               NA               NA               NA               NA               NA 
#>  HP1526901T2D_H2 HP1526901T2D_I16  HP1526901T2D_F7 HP1526901T2D_I23  HP1525301T2D_K3 
#>               NA               NA               NA               NA               NA 
#> HP1525301T2D_J10  HP1526901T2D_N8 HP1526901T2D_O11  HP1526901T2D_A8 
#>               NA               NA               NA               NA

Top rows heatmap

Heatmaps of the top rows:

top_rows_heatmap(res_rh)

plot of chunk top-rows-heatmap

Top rows on each node:

top_rows_overlap(res_rh, method = "upset")

plot of chunk top-rows-overlap

UMAP plot

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 = 543),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 543),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-1

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 581),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 581),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-2

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 608),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 608),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-3

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 623),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 623),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-4

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 672),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 672),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-5

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 755),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 755),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-6

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 899),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 899),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-7

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1037),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1037),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-8

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1150),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1150),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-9

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1332),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1332),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-10

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1513),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1513),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-11

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1619),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1619),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-12

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1732),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1732),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-13

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1854),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1854),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-14

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1857),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 1857),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-15

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2643),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2643),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-16

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2828),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 2828),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-17

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 3093),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 3093),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-18

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 3208),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 3208),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-19

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 3292),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 3292),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-20

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 3402),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 3402),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-21

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 3750),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 3750),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-22

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 4137),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 4137),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-23

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 4952),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 4952),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-24

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 6027),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 6027),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-25

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 7097),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 7097),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-26

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 7550),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 7550),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-27

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 8594),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 8594),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-28

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 10671),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 10671),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-29

par(mfrow = c(1, 2))
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 10998),
    method = "UMAP", top_value_method = "SD", top_n = 1400, scale_rows = FALSE)
dimension_reduction(res_rh, merge_node = merge_node_param(min_n_signatures = 10998),
    method = "UMAP", top_value_method = "ATC", top_n = 1400, scale_rows = TRUE)

plot of chunk tab-dimension-reduction-by-depth-30

Signature heatmap

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 = 543))

plot of chunk tab-get-signatures-from-hierarchical-partition-1

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 581))

plot of chunk tab-get-signatures-from-hierarchical-partition-2

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 608))

plot of chunk tab-get-signatures-from-hierarchical-partition-3

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 623))

plot of chunk tab-get-signatures-from-hierarchical-partition-4

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 672))

plot of chunk tab-get-signatures-from-hierarchical-partition-5

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 755))

plot of chunk tab-get-signatures-from-hierarchical-partition-6

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 899))

plot of chunk tab-get-signatures-from-hierarchical-partition-7

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1037))

plot of chunk tab-get-signatures-from-hierarchical-partition-8

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1150))

plot of chunk tab-get-signatures-from-hierarchical-partition-9

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1332))

plot of chunk tab-get-signatures-from-hierarchical-partition-10

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1513))

plot of chunk tab-get-signatures-from-hierarchical-partition-11

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1619))

plot of chunk tab-get-signatures-from-hierarchical-partition-12

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1732))

plot of chunk tab-get-signatures-from-hierarchical-partition-13

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1854))

plot of chunk tab-get-signatures-from-hierarchical-partition-14

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 1857))

plot of chunk tab-get-signatures-from-hierarchical-partition-15

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 2643))

plot of chunk tab-get-signatures-from-hierarchical-partition-16

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 2828))

plot of chunk tab-get-signatures-from-hierarchical-partition-17

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 3093))

plot of chunk tab-get-signatures-from-hierarchical-partition-18

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 3208))

plot of chunk tab-get-signatures-from-hierarchical-partition-19

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 3292))

plot of chunk tab-get-signatures-from-hierarchical-partition-20

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 3402))

plot of chunk tab-get-signatures-from-hierarchical-partition-21

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 3750))

plot of chunk tab-get-signatures-from-hierarchical-partition-22

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 4137))

plot of chunk tab-get-signatures-from-hierarchical-partition-23

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 4952))

plot of chunk tab-get-signatures-from-hierarchical-partition-24

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 6027))

plot of chunk tab-get-signatures-from-hierarchical-partition-25

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 7097))

plot of chunk tab-get-signatures-from-hierarchical-partition-26

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 7550))

plot of chunk tab-get-signatures-from-hierarchical-partition-27

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 8594))

plot of chunk tab-get-signatures-from-hierarchical-partition-28

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 10671))

plot of chunk tab-get-signatures-from-hierarchical-partition-29

get_signatures(res_rh, merge_node = merge_node_param(min_n_signatures = 10998))
#> Error in names(x) <- value: 'names' attribute [1] must be the same length as the vector [0]

Compare signatures from different nodes:

compare_signatures(res_rh, verbose = FALSE)

plot of chunk unnamed-chunk-24

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 to known annotations

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 = 543))
#>       cell.type   disease age
#> class         0 1.63e-254 NaN
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 581))
#>       cell.type   disease age
#> class         0 5.15e-254 NaN
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 608))
#>       cell.type   disease age
#> class         0 1.12e-248 NaN
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 623))
#>       cell.type   disease age
#> class         0 2.34e-249 NaN
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 672))
#>       cell.type   disease age
#> class         0 4.32e-246 NaN
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 755))
#>       cell.type   disease age
#> class         0 6.02e-248 NaN
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 899))
#>       cell.type   disease age
#> class         0 4.04e-235 NaN
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1037))
#>       cell.type   disease age
#> class         0 8.38e-221 NaN
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1150))
#>       cell.type   disease age
#> class         0 1.56e-220 NaN
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1332))
#>       cell.type   disease age
#> class         0 1.56e-220 NaN
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1513))
#>       cell.type   disease age
#> class         0 2.04e-216 NaN
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1619))
#>       cell.type   disease age
#> class         0 3.02e-215 NaN
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1732))
#>       cell.type   disease age
#> class         0 1.85e-212 NaN
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1854))
#>       cell.type   disease age
#> class         0 1.85e-212 NaN
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 1857))
#>       cell.type   disease age
#> class         0 1.85e-212 NaN
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 2643))
#>       cell.type   disease age
#> class         0 5.58e-214 NaN
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 2828))
#>       cell.type   disease age
#> class         0 3.79e-158 NaN
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 3093))
#>       cell.type   disease age
#> class         0 1.41e-141 NaN
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 3208))
#>       cell.type   disease age
#> class         0 1.41e-141 NaN
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 3292))
#>       cell.type   disease age
#> class         0 4.22e-140 NaN
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 3402))
#>       cell.type   disease age
#> class         0 4.22e-140 NaN
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 3750))
#>       cell.type   disease       age
#> class         0 1.68e-132 2.01e-197
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 4137))
#>       cell.type   disease      age
#> class         0 8.27e-115 1.4e-169
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 4952))
#>       cell.type   disease       age
#> class         0 2.08e-114 5.84e-169
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 6027))
#>       cell.type   disease      age
#> class         0 9.22e-115 4.04e-94
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 7097))
#>       cell.type   disease      age
#> class         0 5.24e-105 9.55e-76
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 7550))
#>       cell.type   disease       age
#> class         0 1.92e-107 7.03e-106
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 8594))
#>       cell.type   disease       age
#> class         0 6.05e-104 1.84e-130
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 10671))
#>       cell.type  disease      age
#> class         0 2.76e-64 9.17e-92
test_to_known_factors(res_rh, merge_node = merge_node_param(min_n_signatures = 10998))
#>       cell.type disease age
#> class        NA      NA  NA

Results for each node


Node0

Child nodes: Node01 , Node02 .

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 12668 rows and 500 columns, randomly sampled from 3514 columns.
#>   Top rows (1115) 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)

plot of chunk node-0-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-0-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 1.000           0.999       1.000         0.4831 0.517   0.517
#> 3 3 0.924           0.978       0.979         0.1545 0.919   0.843
#> 4 4 1.000           0.992       0.997         0.0737 0.964   0.917

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.

show/hide code output

get_classes(res, k = 2)
#>                  class     p
#> HP1502401_N13        1 0.000
#> HP1502401_D14        1 0.000
#> HP1502401_F14        1 0.000
#> HP1502401_J13        1 0.000
#> HP1502401_B13        1 0.249
#> HP1502401_H13        1 0.751
#> HP1502401_J14        2 0.000
#> HP1502401_B14        2 0.000
#> HP1502401_A14        2 0.000
#> HP1502401_C14        2 1.000
#> HP1502401_G14        2 1.000
#> HP1502401_E14        2 0.000
#> HP1502401_L14        2 0.000
#> HP1502401_M14        2 0.502
#> HP1502401_K14        2 0.000
#> HP1502401_I14        2 0.751
#> HP1502401_F13        2 0.502
#> HP1502401_L13        2 0.751
#> HP1502401_D13        1 1.000
#> HP1502401_H14        2 0.502
#> HP1504101T2D_I3      1 0.000
#> HP1504101T2D_D16     1 0.249
#> HP1504101T2D_D22     1 0.000
#> HP1502401_F17        2 0.000
#> HP1504101T2D_B4      2 0.000
#> HP1504101T2D_M6      2 0.000
#> HP1504101T2D_F15     2 0.751
#> HP1504101T2D_H7      2 0.249
#> HP1502401_H23        2 0.000
#> HP1504101T2D_F8      1 0.000
#> HP1502401_L21        2 0.000
#> HP1502401_B19        1 0.000
#> HP1504101T2D_B2      1 0.000
#> HP1504101T2D_F10     2 1.000
#> HP1504101T2D_B10     2 0.000
#> HP1504101T2D_L6      1 0.000
#> HP1502401_G18        2 0.502
#> HP1502401_K22        2 0.000
#> HP1502401_I22        2 0.000
#> HP1504101T2D_M18     2 0.747
#> HP1502401_J22        2 0.000
#> HP1502401_F4         1 1.000
#> HP1504101T2D_O12     2 1.000
#> HP1502401_M15        2 0.000
#> HP1504101T2D_G16     2 0.000
#> HP1502401_J5         1 0.000
#> HP1504101T2D_L23     2 0.000
#> HP1502401_G24        2 0.000
#> HP1502401_G23        2 0.000
#> HP1504101T2D_H11     1 0.000
#> HP1504101T2D_A24     2 0.249
#> HP1504101T2D_N17     2 0.000
#> HP1502401_N8         2 0.000
#> HP1504101T2D_G1      2 0.747
#> HP1504101T2D_A15     2 0.498
#> HP1504101T2D_M19     2 0.249
#> HP1502401_O16        2 0.000
#> HP1504101T2D_E16     2 0.751
#> HP1502401_A12        2 0.000
#> HP1502401_D18        2 0.000
#> HP1504101T2D_K2      2 0.249
#> HP1504101T2D_G13     1 0.253
#> HP1502401_I11        1 0.253
#> HP1502401_A11        1 0.000
#> HP1502401_G16        1 0.000
#> HP1502401_K19        2 0.000
#> HP1502401_D5         2 0.751
#> HP1502401_D1         1 0.000
#> HP1502401_H22        2 0.000
#> HP1504101T2D_J15     2 0.000
#> HP1504101T2D_N7      2 0.751
#> HP1504101T2D_O16     2 1.000
#> HP1502401_L6         1 0.000
#> HP1502401_M5         2 0.249
#> HP1504101T2D_M4      2 0.502
#> HP1504101T2D_L22     1 0.000
#> HP1504101T2D_I20     2 1.000
#> HP1502401_K17        2 0.000
#> HP1504101T2D_B22     2 0.747
#> HP1504101T2D_G4      2 0.000
#> HP1502401_H15        2 0.000
#> HP1502401_K4         1 0.000
#> HP1502401_B3         1 0.000
#> HP1502401_H8         2 0.249
#> HP1502401_N17        2 0.000
#> HP1504101T2D_C13     1 0.000
#> HP1504101T2D_L13     2 0.000
#> HP1504101T2D_G15     1 0.000
#> HP1504101T2D_K24     2 1.000
#> HP1504101T2D_B24     2 0.249
#> HP1502401_B4         1 0.000
#> HP1504101T2D_H14     2 1.000
#> HP1502401_C11        1 0.000
#> HP1502401_A7         2 0.000
#> HP1504101T2D_P8      1 0.000
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#> HP1502401_O2         2 0.751
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#> HP1502401_N15        2 0.000
#> HP1504101T2D_L14     2 1.000
#> HP1504101T2D_D2      2 0.498
#> HP1502401_N2         2 0.502
#> HP1502401_H7         2 0.498
#> HP1504101T2D_K5      1 0.000
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#> HP1504101T2D_L2      2 0.751
#> HP1502401_E5         2 0.000
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#> HP1504101T2D_I24     2 1.000
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#> HP1502401_N22        1 1.000
#> HP1504101T2D_J18     2 1.000
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#> HP1502401_J1         2 0.498
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#> HP1502401_I15        2 0.000
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#> HP1504101T2D_I5      2 1.000
#> HP1504101T2D_C1      2 0.000
#> HP1504101T2D_P14     2 1.000
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#> HP1504101T2D_I7      2 0.498
#> HP1504101T2D_H5      2 0.000
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#> HP1504101T2D_F22     2 0.502
#> HP1504101T2D_J2      2 1.000
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#> HP1502401_A18        2 0.249
#> HP1504101T2D_A19     2 1.000
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#> HP1504101T2D_J11     2 1.000
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#> HP1502401_H2         2 0.249
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#> HP1502401_N1         2 0.000
#> HP1504101T2D_N19     2 0.751
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#> HP1502401_E7         2 0.502
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#> HP1504101T2D_D7      2 0.751
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#> HP1502401_G1         1 1.000
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#> HP1504101T2D_A4      2 0.751
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#> HP1504101T2D_A5      2 1.000
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#> HP1502401_H4         2 0.751
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#> HP1502401_F22        2 0.000
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#> HP1502401_B17        2 0.751
#> HP1504101T2D_P2      2 1.000
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#> HP1504101T2D_N10     2 0.000
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#> HP1502401_B24        2 0.000
#> HP1502401_C6         2 0.747
#> HP1504101T2D_G9      2 0.000
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#> HP1502401_M24        2 0.249
#> HP1504101T2D_E10     2 0.000
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#> HP1504101T2D_G24     2 0.751
#> HP1504101T2D_F5      1 0.249
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#> HP1504101T2D_I6      2 0.249
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#> HP1502401_J6         2 1.000
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#> HP1504101T2D_K4      2 0.498
#> HP1502401_I6         2 0.000
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#> HP1504101T2D_F2      2 0.249
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#> HP1502401_G12        2 0.249
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#> HP1504101T2D_N20     2 0.000
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#> HP1502401_D11        1 1.000
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#> HP1504101T2D_D21     2 0.000
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#> HP1502401_M9         1 0.751
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#> HP1502401_A3         1 0.751
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#> HP1502401_M3         2 0.751
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#> HP1502401_D2         2 1.000
#> HP1504101T2D_N22     2 0.249
#> HP1502401_O17        2 0.253
#> HP1504101T2D_O5      1 0.000
#> HP1504101T2D_E22     2 0.498
#> HP1504101T2D_E8      2 0.000
#> HP1502401_M6         2 0.000
#> HP1504101T2D_L1      2 0.502
#> HP1504101T2D_C20     2 1.000
#> HP1504101T2D_H17     2 0.502
#> HP1504101T2D_L4      2 0.498
#> HP1502401_F8         1 0.000
#> HP1504101T2D_P7      2 0.000
#> HP1502401_B9         1 0.000
#> HP1504101T2D_J14     2 0.498
#> HP1502401_M17        1 0.747
#> HP1504101T2D_O10     2 0.502
#> HP1504101T2D_D20     1 0.000
#> HP1502401_H12        2 0.000
#> HP1504101T2D_K3      1 0.000
#> HP1504101T2D_D4      1 0.000
#> HP1504101T2D_E21     2 1.000
#> HP1504101T2D_K20     2 1.000
#> HP1504101T2D_I22     2 0.000
#> HP1502401_F9         2 0.253
#> HP1504101T2D_M13     1 0.000
#> HP1504101T2D_H4      2 0.000
#> HP1502401_F16        2 0.000
#> HP1502401_M20        2 1.000
#> HP1504101T2D_K17     2 1.000
#> HP1504101T2D_L10     2 0.498
#> HP1504101T2D_I2      2 0.000
#> HP1504101T2D_K21     1 0.000
#> HP1504101T2D_J3      2 0.253
#> HP1502401_E23        2 0.000
#> HP1502401_A24        2 0.000
#> HP1504101T2D_F9      1 0.000
#> HP1502401_M11        2 0.249
#> HP1504101T2D_I11     1 0.249
#> HP1502401_I8         2 0.000
#> HP1504101T2D_H21     2 1.000
#> HP1504101T2D_A21     1 0.000
#> HP1502401_F23        2 1.000
#> HP1504101T2D_O3      2 0.253
#> HP1504101T2D_N2      2 0.000
#> HP1504101T2D_J20     2 1.000
#> HP1504101T2D_C6      1 0.751
#> HP1504101T2D_L3      2 0.747
#> HP1504101T2D_P11     2 0.000
#> HP1502401_E24        2 0.249
#> HP1504101T2D_J8      1 0.000
#> HP1504101T2D_G21     2 1.000
#> HP1502401_A5         1 0.000
#> HP1504101T2D_F3      2 0.000
#> HP1504101T2D_J1      2 0.249
#> HP1502401_N14        1 0.000
#> HP1502401_M21        2 0.249
#> HP1504101T2D_C3      1 0.000
#> HP1504101T2D_F1      2 0.751
#> HP1504101T2D_P4      1 0.000
#> HP1502401_I12        2 0.249
#> HP1504101T2D_P5      2 0.249
#> HP1502401_K21        2 0.498
#> HP1504101T2D_N8      2 1.000
#> HP1502401_I19        1 1.000
#> HP1502401_C20        2 0.000
#> HP1504101T2D_G23     2 0.000
#> HP1502401_H16        2 0.000
#> HP1502401_J24        2 0.000
#> HP1502401_C17        1 0.000
#> HP1504101T2D_E12     1 0.249
#> HP1504101T2D_A2      1 0.000
#> HP1504101T2D_K11     1 0.000
#> HP1504101T2D_D15     2 0.000
#> HP1504101T2D_E2      1 0.000
#> HP1504101T2D_D23     2 0.000
#> HP1504101T2D_N6      2 0.249
#> HP1504101T2D_N23     1 0.000
#> HP1502401_L20        2 1.000
#> HP1504101T2D_A16     1 0.000
#> HP1502401_E18        1 0.000
#> HP1504101T2D_O17     1 0.249
#> HP1502401_N20        2 0.502
#> HP1502401_E11        2 0.249
#> HP1502401_C24        1 0.000
#> HP1504101T2D_H1      2 0.000
#> HP1502401_K11        2 0.000
#> HP1502401_M16        2 0.000
#> HP1502401_E2         2 0.502
#> HP1504101T2D_D12     2 1.000
#> HP1504101T2D_H22     2 0.751
#> HP1504101T2D_M12     1 0.000
#> HP1502401_B10        2 0.253
#> HP1502401_F20        2 0.253
#> HP1504101T2D_D3      1 0.000
#> HP1504101T2D_B13     2 0.000
#> HP1504101T2D_F19     2 1.000
#> HP1504101T2D_F13     2 0.000
#> HP1502401_B16        2 0.000
#> HP1502401_C1         2 0.000
#> HP1502401_C21        2 0.000
#> HP1504101T2D_F21     1 0.000
#> HP1504101T2D_J9      2 0.000
#> HP1502401_I21        2 0.502
#> HP1504101T2D_K15     1 0.000
#> HP1504101T2D_H24     2 0.253
#> HP1502401_I17        1 0.000
#> HP1502401_C7         2 0.000
#> HP1504101T2D_F24     1 0.498
#> HP1504101T2D_P20     1 0.249
#> HP1504101T2D_B14     1 0.000
#> HP1502401_H19        2 0.000
#> HP1502401_F6         1 0.000
#> HP1502401_L1         2 0.498
#> HP1502401_F1         1 0.000
#> HP1502401_J2         2 0.249
#> HP1502401_C3         1 0.000
#> HP1504101T2D_E20     2 0.000
#> HP1504101T2D_H3      1 0.000
#> HP1502401_I24        2 1.000
#> HP1504101T2D_P12     2 0.502
#> HP1504101T2D_C16     2 0.498
#> HP1502401_N21        2 0.000
#> HP1502401_A10        2 0.000
#> HP1502401_M22        2 0.000
#> HP1502401_A17        2 0.000
#> HP1504101T2D_O2      1 0.000
#> HP1504101T2D_A8      2 0.751
#> HP1502401_J12        2 0.000
#> HP1504101T2D_A14     1 0.253
#> HP1504101T2D_I12     1 0.751
#> HP1504101T2D_H15     2 0.502
#> HP1504101T2D_J22     2 1.000
#> HP1502401_F21        2 0.000
#> HP1502401_H1         2 0.000
#> HP1504101T2D_O11     2 0.000
#> HP1504101T2D_M23     2 0.751
#> HP1502401_K7         1 0.000
#> HP1504101T2D_J5      2 0.249
#> HP1502401_I23        2 0.000
#> HP1504101T2D_G8      2 0.498
#> HP1504101T2D_K14     1 0.498
#> HP1502401_O3         2 0.751
#> HP1502401_F10        2 0.000
#> HP1502401_H18        2 0.000
#> HP1502401_E3         2 0.000
#> HP1504101T2D_J24     2 0.751
#> HP1502401_J9         1 0.000
#> HP1504101T2D_D5      2 0.000
#> HP1504101T2D_D11     2 0.000
#> HP1504101T2D_F4      1 0.000
#> HP1504101T2D_O23     2 0.498
#> HP1502401_N3         2 0.000
#> HP1504101T2D_L18     2 0.498
#> HP1504101T2D_F20     2 0.249
#> HP1502401_N16        2 0.253
#> HP1504101T2D_K18     2 0.498
#> HP1504101T2D_P18     2 0.751
#> HP1502401_E9         2 0.000
#> HP1504101T2D_M3      2 0.000
#> HP1504101T2D_G11     1 0.000
#> HP1504101T2D_L19     2 0.502
#> HP1504101T2D_G18     1 0.000
#> HP1504101T2D_N5      2 0.000
#> HP1502401_N19        2 0.000
#> HP1502401_B8         2 0.249
#> HP1502401_E20        2 1.000
#> HP1504101T2D_O1      1 0.000
#> HP1504101T2D_A23     2 0.751
#> HP1504101T2D_D6      2 0.249
#> HP1502401_K20        2 0.502
#> HP1502401_D15        1 0.000
#> HP1504101T2D_N16     2 0.253
#> HP1502401_B23        2 0.000
#> HP1504101T2D_O24     2 1.000
#> HP1502401_H9         1 0.000
#> HP1504101T2D_A18     2 0.000
#> HP1504101T2D_F16     2 0.498
#> HP1502401_I10        1 0.502
#> AZ_A1                1 0.000
#> AZ_A2                2 0.000
#> AZ_A3                1 0.498
#> AZ_B6                1 0.000
#> AZ_B9                2 0.000
#> AZ_B4                1 1.000
#> AZ_A6                2 0.000
#> AZ_C11               2 0.000
#> AZ_B10               2 0.000
#> AZ_A4                1 0.000
#> AZ_C10               2 0.000
#> AZ_A5                1 1.000
#> AZ_C12               1 0.000
#> AZ_B8                2 0.751
#> AZ_B1                2 0.000
#> AZ_A12               2 0.000
#> AZ_B7                1 0.751
#> AZ_C1                2 0.000
#> AZ_A9                1 1.000
#> AZ_A8                2 0.000
#> AZ_A11               2 0.751
#> AZ_C2                2 1.000
#> AZ_B11               2 1.000
#> AZ_B12               2 0.000
#> AZ_B2                2 0.000
#> AZ_B3                2 1.000
#> AZ_A7                2 0.000
#> AZ_A10               2 0.000
#> AZ_C3                2 0.000
#> AZ_B5                2 0.751
#> AZ_E12               2 0.000
#> AZ_G12               1 0.000
#> AZ_F10               1 0.000
#> AZ_H4                1 1.000
#> AZ_D3                2 0.498
#> AZ_E4                2 0.000
#> AZ_G6                2 0.249
#> AZ_H5                2 0.000
#> AZ_G4                2 0.000
#> AZ_E10               1 0.000
#> AZ_G10               2 0.000
#> AZ_D6                2 0.498
#> AZ_H1                2 0.000
#> AZ_G3                2 0.000
#> AZ_H11               2 0.000
#> AZ_D9                2 0.000
#> AZ_D5                2 0.000
#> AZ_H8                1 0.000
#> AZ_G11               1 0.000
#> AZ_F3                1 0.751
#> AZ_G5                2 0.000
#> AZ_H2                2 0.253
#> AZ_E11               1 0.000
#> AZ_E2                2 0.249
#> AZ_H10               2 0.253
#> AZ_F6                2 1.000
#> AZ_G7                1 0.000
#> AZ_F5                2 0.502
#> AZ_G9                1 0.000
#> AZ_D8                2 0.498
#> AZ_E3                2 0.000
#> AZ_D10               1 0.502
#> AZ_E7                2 0.502
#> AZ_E1                1 0.000
#> AZ_G2                2 0.000
#> AZ_H6                2 0.000
#> AZ_F9                2 0.249
#> AZ_C8                2 0.000
#> AZ_C7                1 0.253
#> AZ_H12               2 0.000
#> AZ_H7                1 0.000
#> AZ_D1                1 0.000
#> AZ_E5                2 0.000
#> AZ_D12               2 0.000
#> AZ_F4                2 0.000
#> AZ_F7                2 0.502
#> AZ_G8                1 0.000
#> AZ_H3                1 0.498
#> AZ_F12               1 0.000
#> AZ_C4                2 0.000
#> AZ_C5                2 0.253
#> AZ_D7                2 0.000
#> AZ_D4                2 0.751
#> AZ_F2                2 0.000
#> AZ_D11               1 0.000
#> AZ_E8                2 0.502
#> AZ_F1                2 0.751
#> AZ_F8                2 0.249
#> AZ_C9                2 1.000
#> AZ_G1                2 0.000
#> AZ_F11               1 1.000
#> AZ_C6                1 0.000
#> AZ_E9                2 0.498
#> AZ_H9                2 0.000
#> AZ_D2                2 0.000
#> AZ_E6                1 0.000
#> HP1508501T2D_E3      1 0.502
#> HP1508501T2D_C1      1 0.000
#> HP1508501T2D_O2      1 0.000
#> HP1508501T2D_E2      1 0.253
#> HP1508501T2D_M2      1 0.000
#> HP1508501T2D_C3      1 0.000
#> HP1508501T2D_M1      2 0.502
#> HP1508501T2D_A2      1 0.000
#> HP1508501T2D_K2      2 0.249
#> HP1508501T2D_A1      1 0.000
#> HP1508501T2D_E1      2 1.000
#> HP1508501T2D_A3      2 1.000
#> HP1508501T2D_I2      2 1.000
#> HP1508501T2D_O1      2 1.000
#> HP1508501T2D_G2      2 0.751
#> HP1508501T2D_I1      2 0.751
#> HP1508501T2D_C2      2 1.000
#> HP1508501T2D_K1      2 0.253
#> HP1508501T2D_G3      2 1.000
#> HP1508501T2D_G1      2 0.498
#> HP1508501T2D_D23     1 0.000
#> HP1508501T2D_C20     2 1.000
#> HP1508501T2D_M9      2 0.747
#> HP1508501T2D_L13     2 1.000
#> HP1508501T2D_K13     1 0.000
#> HP1508501T2D_O4      2 0.249
#> HP1508501T2D_N1      2 1.000
#> HP1508501T2D_P7      2 1.000
#> HP1508501T2D_N14     1 0.000
#> HP1508501T2D_B15     2 1.000
#> HP1508501T2D_D2      2 0.000
#> HP1508501T2D_D20     1 0.502
#> HP1508501T2D_I5      1 0.751
#> HP1508501T2D_H11     2 0.747
#> HP1508501T2D_E24     2 0.747
#> HP1508501T2D_B18     2 1.000
#> HP1508501T2D_G15     2 1.000
#> HP1508501T2D_M20     2 0.498
#> HP1508501T2D_C6      1 0.249
#> HP1508501T2D_B23     2 1.000
#> HP1508501T2D_K11     1 0.000
#> HP1508501T2D_A8      2 0.751
#> HP1508501T2D_J21     2 1.000
#> HP1508501T2D_A13     2 0.751
#> HP1508501T2D_O3      2 0.502
#> HP1508501T2D_F3      2 1.000
#> HP1508501T2D_M17     2 1.000
#> HP1508501T2D_I15     2 1.000
#> HP1508501T2D_E6      2 0.498
#> HP1508501T2D_E14     2 0.747
#> HP1508501T2D_G16     1 0.000
#> HP1508501T2D_M19     2 0.000
#> HP1508501T2D_D17     2 1.000
#> HP1508501T2D_L18     2 0.751
#> HP1508501T2D_A23     2 0.249
#> HP1508501T2D_M3      2 1.000
#> HP1508501T2D_L20     2 0.000
#> HP1508501T2D_L8      1 0.249
#> HP1508501T2D_F17     2 0.747
#> HP1508501T2D_L19     1 0.000
#> HP1508501T2D_A10     2 1.000
#> HP1508501T2D_H24     1 0.000
#> HP1508501T2D_D7      1 0.000
#> HP1508501T2D_P14     2 1.000
#> HP1508501T2D_O21     1 0.000
#> HP1508501T2D_I24     2 1.000
#> HP1508501T2D_L12     1 0.000
#> HP1508501T2D_H22     2 0.751
#> HP1508501T2D_I20     2 1.000
#> HP1508501T2D_F4      2 1.000
#> HP1508501T2D_F12     2 1.000
#> HP1508501T2D_P10     1 0.000
#> HP1508501T2D_N9      2 0.000
#> HP1508501T2D_H5      2 1.000
#> HP1508501T2D_A19     2 1.000
#> HP1508501T2D_B9      1 0.000
#> HP1508501T2D_H2      2 0.751
#> HP1508501T2D_J23     2 0.751
#> HP1508501T2D_A20     1 0.000
#> HP1508501T2D_P24     1 0.000
#> HP1508501T2D_G7      1 0.000
#> HP1508501T2D_B17     2 1.000
#> HP1508501T2D_A6      1 0.000
#> HP1508501T2D_D5      2 1.000
#> HP1508501T2D_H8      1 0.000
#> HP1508501T2D_K8      1 0.000
#> HP1508501T2D_I3      2 1.000
#> HP1508501T2D_I8      2 1.000
#> HP1508501T2D_L6      2 0.498
#> HP1508501T2D_B5      2 0.000
#> HP1508501T2D_C14     2 0.498
#> HP1508501T2D_J11     2 1.000
#> HP1508501T2D_F16     2 1.000
#> HP1508501T2D_L7      2 0.747
#> HP1508501T2D_O16     1 0.000
#> HP1508501T2D_L14     2 1.000
#> HP1508501T2D_N7      2 1.000
#> HP1508501T2D_M15     2 0.751
#> HP1508501T2D_O24     1 0.000
#> HP1508501T2D_K22     2 1.000
#> HP1508501T2D_H17     2 1.000
#> HP1508501T2D_G10     2 1.000
#> HP1508501T2D_M22     2 1.000
#> HP1508501T2D_M24     1 0.000
#> HP1508501T2D_N13     2 1.000
#> HP1508501T2D_F14     2 0.000
#> HP1508501T2D_D6      2 0.000
#> HP1508501T2D_G9      1 0.502
#> HP1508501T2D_E12     2 1.000
#> HP1508501T2D_J10     1 0.000
#> HP1508501T2D_C7      1 0.498
#> HP1508501T2D_P3      2 1.000
#> HP1508501T2D_H20     1 0.000
#> HP1508501T2D_H4      2 1.000
#> HP1508501T2D_E18     2 1.000
#> HP1508501T2D_G11     2 1.000
#> HP1508501T2D_I6      1 0.249
#> HP1508501T2D_P11     2 1.000
#> HP1508501T2D_L16     2 0.751
#> HP1508501T2D_N3      1 0.000
#> HP1508501T2D_P9      2 1.000
#> HP1508501T2D_F8      2 1.000
#> HP1508501T2D_O14     2 0.249
#> HP1508501T2D_D1      2 0.000
#> HP1508501T2D_A22     1 0.000
#> HP1508501T2D_L10     2 1.000
#> HP1508501T2D_F13     1 0.000
#> HP1508501T2D_N24     2 1.000
#> HP1508501T2D_O7      2 0.502
#> HP1508501T2D_P17     1 0.000
#> HP1508501T2D_C9      2 0.751
#> HP1508501T2D_K21     2 1.000
#> HP1508501T2D_O15     1 0.000
#> HP1508501T2D_F22     1 0.751
#> HP1508501T2D_H1      1 0.000
#> HP1508501T2D_H6      2 1.000
#> HP1508501T2D_E15     2 0.502
#> HP1508501T2D_J9      2 1.000
#> HP1508501T2D_N19     1 0.747
#> HP1508501T2D_B11     2 0.498
#> HP1508501T2D_B19     1 1.000
#> HP1508501T2D_E10     2 1.000
#> HP1508501T2D_I18     2 1.000
#> HP1508501T2D_M11     1 0.249
#> HP1508501T2D_B21     2 1.000
#> HP1508501T2D_N17     2 0.751
#> HP1508501T2D_G12     2 0.751
#> HP1508501T2D_C13     2 0.249
#> HP1508501T2D_L3      1 0.000
#> HP1508501T2D_E22     2 1.000
#> HP1508501T2D_A24     2 1.000
#> HP1508501T2D_K16     2 0.751
#> HP1508501T2D_P5      1 0.253
#> HP1508501T2D_N20     2 0.000
#> HP1508501T2D_M4      2 1.000
#> HP1508501T2D_N2      2 1.000
#> HP1508501T2D_K18     2 0.249
#> HP1508501T2D_B8      2 0.751
#> HP1508501T2D_N22     2 0.498
#> HP1508501T2D_I16     2 1.000
#> HP1508501T2D_C24     2 1.000
#> HP1508501T2D_H13     2 1.000
#> HP1508501T2D_M7      2 0.751
#> HP1508501T2D_A16     1 0.000
#> HP1508501T2D_L21     2 0.498
#> HP1508501T2D_G19     2 1.000
#> HP1508501T2D_F1      2 0.000
#> HP1508501T2D_P15     1 0.000
#> HP1508501T2D_E7      2 0.253
#> HP1508501T2D_I11     2 1.000
#> HP1508501T2D_K7      2 1.000
#> HP1508501T2D_O9      2 1.000
#> HP1508501T2D_H12     2 0.249
#> HP1508501T2D_K4      2 1.000
#> HP1508501T2D_I17     2 1.000
#> HP1508501T2D_P18     1 0.000
#> HP1508501T2D_O13     2 0.751
#> HP1508501T2D_H18     2 1.000
#> HP1508501T2D_M16     2 0.000
#> HP1508501T2D_O18     1 0.000
#> HP1508501T2D_L4      1 0.000
#> HP1508501T2D_P21     1 0.000
#> HP1508501T2D_H3      2 1.000
#> HP1508501T2D_C10     2 1.000
#> HP1508501T2D_F10     1 0.000
#> HP1508501T2D_L11     2 0.249
#> HP1508501T2D_B20     2 0.000
#> HP1508501T2D_B4      2 0.502
#> HP1508501T2D_J17     2 1.000
#> HP1508501T2D_C23     2 1.000
#> HP1508501T2D_K17     2 0.751
#> HP1508501T2D_G14     2 0.751
#> HP1508501T2D_D3      2 1.000
#> HP1508501T2D_L22     1 0.000
#> HP1508501T2D_K20     2 0.502
#> HP1508501T2D_L1      1 0.000
#> HP1508501T2D_D16     2 0.498
#> HP1508501T2D_G24     2 1.000
#> HP1508501T2D_B10     2 1.000
#> HP1508501T2D_J13     2 1.000
#> HP1508501T2D_P8      2 1.000
#> HP1508501T2D_N18     2 1.000
#> HP1508501T2D_G5      1 0.000
#> HP1508501T2D_M18     2 1.000
#> HP1508501T2D_B2      1 0.000
#> HP1508501T2D_P22     1 0.000
#> HP1508501T2D_A7      1 0.751
#> HP1508501T2D_C22     1 0.000
#> HP1508501T2D_I22     2 0.000
#> HP1508501T2D_O10     1 0.498
#> HP1508501T2D_P23     1 0.000
#> HP1508501T2D_G20     2 0.502
#> HP1508501T2D_K12     2 1.000
#> HP1508501T2D_J20     2 1.000
#> HP1508501T2D_K5      1 0.000
#> HP1508501T2D_K6      2 0.751
#> HP1508501T2D_P12     1 0.253
#> HP1508501T2D_J4      2 1.000
#> HP1508501T2D_M14     2 1.000
#> HP1508501T2D_B1      1 0.000
#> HP1508501T2D_F21     2 0.751
#> HP1508501T2D_C19     2 0.000
#> HP1508501T2D_E8      2 1.000
#> HP1508501T2D_G8      1 0.000
#> HP1508501T2D_F19     1 0.253
#> HP1508501T2D_I23     2 0.751
#> HP1508501T2D_M8      2 1.000
#> HP1508501T2D_A5      1 0.000
#> HP1508501T2D_E17     2 0.502
#> HP1508501T2D_B22     2 0.498
#> HP1508501T2D_F7      2 1.000
#> HP1508501T2D_E19     2 1.000
#> HP1508501T2D_J7      1 0.000
#> HP1508501T2D_H16     2 1.000
#> HP1508501T2D_J12     2 1.000
#> HP1508501T2D_H9      1 0.249
#> HP1508501T2D_O22     1 0.000
#> HP1508501T2D_F9      2 0.000
#> HP1508501T2D_G17     2 1.000
#> HP1508501T2D_F15     2 0.502
#> HP1508501T2D_C21     1 0.498
#> HP1508501T2D_C15     2 1.000
#> HP1508501T2D_N4      2 1.000
#> HP1508501T2D_I10     2 1.000
#> HP1508501T2D_I14     2 0.747
#> HP1508501T2D_N15     2 0.502
#> HP1508501T2D_L23     2 0.000
#> HP1508501T2D_J3      2 0.747
#> HP1508501T2D_B24     2 0.000
#> HP1508501T2D_E4      2 0.751
#> HP1508501T2D_G21     1 0.751
#> HP1508501T2D_H23     2 1.000
#> HP1508501T2D_L2      2 0.751
#> HP1508501T2D_D9      2 1.000
#> HP1508501T2D_D21     2 1.000
#> HP1508501T2D_L15     2 1.000
#> HP1508501T2D_G18     2 1.000
#> HP1508501T2D_N16     1 0.000
#> HP1508501T2D_O5      1 0.000
#> HP1508501T2D_E23     2 1.000
#> HP1508501T2D_D14     2 1.000
#> HP1508501T2D_B6      1 0.000
#> HP1508501T2D_O8      2 0.751
#> HP1508501T2D_D24     2 1.000
#> HP1508501T2D_C12     2 0.751
#> HP1508501T2D_K15     2 0.751
#> HP1508501T2D_J22     2 0.253
#> HP1508501T2D_F18     2 0.751
#> HP1508501T2D_N23     2 0.498
#> HP1508501T2D_A17     2 1.000
#> HP1508501T2D_L24     2 1.000
#> HP1508501T2D_C11     2 1.000
#> HP1508501T2D_A9      1 0.000
#> HP1508501T2D_I9      1 0.000
#> HP1508501T2D_P2      2 1.000
#> HP1508501T2D_C8      2 1.000
#> HP1508501T2D_D13     2 1.000
#> HP1508501T2D_O20     1 0.000
#> HP1508501T2D_D12     1 0.000
#> HP1508501T2D_F5      1 1.000
#> HP1508501T2D_A4      1 0.000
#> HP1508501T2D_L17     2 1.000
#> HP1508501T2D_D15     2 1.000
#> HP1508501T2D_C5      1 0.000
#> HP1508501T2D_B7      1 0.000
#> HP1508501T2D_B14     2 1.000
#> HP1508501T2D_F11     2 1.000
#> HP1508501T2D_C16     2 0.249
#> HP1508501T2D_F24     1 0.000
#> HP1508501T2D_C18     2 1.000
#> HP1508501T2D_O17     1 0.000
#> HP1508501T2D_O12     2 0.502
#> HP1508501T2D_J14     2 1.000
#> HP1508501T2D_G6      2 0.498
#> HP1508501T2D_L5      2 1.000
#> HP1508501T2D_M23     2 0.000
#> HP1508501T2D_K10     1 0.000
#> HP1508501T2D_J5      2 1.000
#> HP1508501T2D_N10     2 1.000
#> HP1508501T2D_K23     2 0.751
#> HP1508501T2D_P1      2 1.000
#> HP1508501T2D_F6      1 0.000
#> HP1508501T2D_N11     2 0.751
#> HP1508501T2D_F23     1 0.751
#> HP1508501T2D_K24     2 0.000
#> HP1508501T2D_D11     1 0.498
#> HP1508501T2D_M12     2 1.000
#> HP1508501T2D_I4      2 0.751
#> HP1508501T2D_K19     2 1.000
#> HP1508501T2D_N6      2 1.000
#> HP1508501T2D_I19     2 1.000
#> HP1508501T2D_J6      2 1.000
#> HP1508501T2D_B12     2 1.000
#> HP1508501T2D_B13     1 0.000
#> HP1508501T2D_K14     2 1.000
#> HP1508501T2D_N5      1 1.000
#> HP1508501T2D_D4      1 0.000
#> HP1508501T2D_A21     1 0.000
#> HP1508501T2D_J16     2 1.000
#> HP1508501T2D_H10     2 0.000
#> HP1508501T2D_M13     1 0.000
#> HP1508501T2D_M5      2 0.502
#> HP1508501T2D_H21     2 1.000
#> HP1508501T2D_D18     2 0.751
#> HP1508501T2D_G13     2 1.000
#> HP1508501T2D_N21     2 1.000
#> HP1508501T2D_F2      2 0.747
#> HP1508501T2D_E20     2 1.000
#> HP1508501T2D_J2      2 1.000
#> HP1508501T2D_J8      2 1.000
#> HP1508501T2D_O19     1 0.000
#> HP1508501T2D_P6      2 0.747
#> HP1508501T2D_P19     1 0.000
#> HP1508501T2D_C4      2 1.000
#> HP1508501T2D_O6      1 0.249
#> HP1508501T2D_E5      1 0.000
#> HP1508501T2D_H15     2 0.249
#> HP1508501T2D_G23     2 0.751
#> HP1508501T2D_A14     2 1.000
#> HP1508501T2D_I7      2 0.751
#> HP1508501T2D_A12     2 1.000
#> HP1508501T2D_O11     2 0.751
#> HP1508501T2D_B3      2 1.000
#> HP1508501T2D_A15     2 0.498
#> HP1508501T2D_I12     2 0.751
#> HP1508501T2D_J1      2 1.000
#> HP1508501T2D_M10     2 1.000
#> HP1508501T2D_A11     2 0.751
#> HP1508501T2D_H14     2 0.000
#> HP1508501T2D_D19     1 0.000
#> HP1508501T2D_K9      2 0.249
#> HP1508501T2D_E21     1 0.000
#> HP1508501T2D_J24     2 0.502
#> HP1508501T2D_N12     1 0.000
#> HP1508501T2D_H7      1 0.000
#> HP1508501T2D_J18     2 0.498
#> HP1508501T2D_E11     2 1.000
#> HP1508501T2D_F20     2 1.000
#> HP1508501T2D_G4      2 1.000
#> HP1508501T2D_J19     1 1.000
#> HP1508501T2D_I13     2 0.751
#> HP1508501T2D_D8      2 1.000
#> HP1508501T2D_L9      2 0.502
#> HP1508501T2D_O23     1 0.000
#> HP1508501T2D_M6      1 0.747
#> HP1508501T2D_A18     1 0.000
#> HP1508501T2D_E9      2 1.000
#> HP1508501T2D_C17     1 1.000
#> HP1508501T2D_D22     2 0.249
#> HP1508501T2D_E16     1 0.249
#> HP1508501T2D_D10     2 1.000
#> HP1508501T2D_B16     2 0.747
#> HP1508501T2D_G22     2 1.000
#> HP1508501T2D_E13     2 1.000
#> HP1508501T2D_I21     2 0.502
#> HP1508501T2D_H19     1 0.502
#> HP1508501T2D_P20     1 0.000
#> HP1508501T2D_M21     1 0.000
#> HP1508501T2D_P16     1 0.000
#> HP1508501T2D_K3      2 1.000
#> HP1508501T2D_N8      2 0.751
#> HP1508501T2D_J15     2 0.253
#> HP1506401_E1         1 0.000
#> HP1506401_A3         1 0.000
#> HP1506401_A2         1 0.000
#> HP1506401_I2         2 0.498
#> HP1506401_O1         1 0.000
#> HP1506401_E2         1 0.000
#> HP1506401_C2         1 0.000
#> HP1506401_M2         1 0.000
#> HP1506401_G3         1 0.751
#> HP1506401_A1         1 0.000
#> HP1506401_C1         1 0.000
#> HP1506401_K1         2 0.751
#> HP1506401_I1         2 1.000
#> HP1506401_G2         2 0.249
#> HP1506401_C3         1 0.000
#> HP1506401_K2         2 1.000
#> HP1506401_M1         2 1.000
#> HP1506401_E3         1 0.000
#> HP1506401_G1         2 1.000
#> HP1506401_O2         2 0.249
#> HP1506401_M9         1 0.000
#> HP1506401_E10        1 0.000
#> HP1506401_D14        2 0.751
#> HP1506401_A9         2 0.502
#> HP1506401_K10        1 0.000
#> HP1506401_N6         1 0.000
#> HP1506401_B22        2 1.000
#> HP1506401_N10        2 1.000
#> HP1506401_D15        2 1.000
#> HP1506401_N7         1 0.253
#> HP1506401_D21        1 0.502
#> HP1506401_J9         2 1.000
#> HP1506401_F7         1 0.502
#> HP1506401_E7         1 0.000
#> HP1506401_K12        2 1.000
#> HP1506401_N1         2 0.502
#> HP1506401_C18        1 0.253
#> HP1506401_G14        2 1.000
#> HP1506401_O16        2 1.000
#> HP1506401_D3         2 1.000
#> HP1506401_E23        2 1.000
#> HP1506401_G21        2 0.502
#> HP1506401_B17        2 1.000
#> HP1506401_N9         2 1.000
#> HP1506401_J5         2 0.253
#> HP1506401_C9         2 0.502
#> HP1506401_J19        1 0.000
#> HP1506401_C14        1 0.000
#> HP1506401_L12        1 0.000
#> HP1506401_C21        1 0.253
#> HP1506401_B7         1 0.000
#> HP1506401_L19        1 0.249
#> HP1506401_M16        2 0.249
#> HP1506401_H15        2 1.000
#> HP1506401_A18        1 0.000
#> HP1506401_C19        1 0.000
#> HP1506401_P8         1 0.000
#> HP1506401_C12        1 0.498
#> HP1506401_H16        2 1.000
#> HP1506401_A19        1 0.000
#> HP1506401_C24        2 1.000
#> HP1506401_E6         2 0.751
#> HP1506401_F6         1 0.000
#> HP1506401_N21        1 0.253
#> HP1506401_O19        1 0.000
#> HP1506401_I14        2 0.747
#> HP1506401_M15        1 0.000
#> HP1506401_N18        1 0.249
#> HP1506401_J2         2 1.000
#> HP1506401_N12        1 0.000
#> HP1506401_M13        1 0.000
#> HP1506401_K13        1 0.000
#> HP1506401_F13        2 1.000
#> HP1506401_I5         1 0.000
#> HP1506401_B1         2 1.000
#> HP1506401_A13        1 1.000
#> HP1506401_H4         2 1.000
#> HP1506401_I15        2 1.000
#> HP1506401_O4         2 0.751
#> HP1506401_K5         1 0.000
#> HP1506401_M3         1 0.000
#> HP1506401_L7         2 0.751
#> HP1506401_O5         1 0.249
#> HP1506401_J13        1 0.000
#> HP1506401_J18        1 0.000
#> HP1506401_A8         1 0.000
#> HP1506401_D24        2 1.000
#> HP1506401_L21        2 0.751
#> HP1506401_J24        2 1.000
#> HP1506401_E22        1 0.000
#> HP1506401_G8         2 1.000
#> HP1506401_F12        2 1.000
#> HP1506401_J6         2 1.000
#> HP1506401_H12        2 1.000
#> HP1506401_O13        1 0.000
#> HP1506401_N8         1 0.000
#> HP1506401_N5         2 1.000
#> HP1506401_I24        2 0.000
#> HP1506401_E20        1 0.502
#> HP1506401_F24        2 1.000
#> HP1506401_F8         2 1.000
#> HP1506401_N2         1 0.000
#> HP1506401_F16        2 1.000
#> HP1506401_F21        1 0.249
#> HP1506401_M18        2 1.000
#> HP1506401_I13        2 1.000
#> HP1506401_J8         2 0.498
#> HP1506401_G7         1 0.000
#> HP1506401_K17        2 1.000
#> HP1506401_O24        2 1.000
#> HP1506401_C10        1 0.000
#> HP1506401_L18        2 0.751
#> HP1506401_M22        1 0.000
#> HP1506401_H18        2 1.000
#> HP1506401_F2         2 0.751
#> HP1506401_A5         2 0.747
#> HP1506401_N20        2 1.000
#> HP1506401_M20        1 0.000
#> HP1506401_M4         2 1.000
#> HP1506401_J3         2 1.000
#> HP1506401_O9         1 0.000
#> HP1506401_K18        1 0.502
#> HP1506401_N16        2 0.249
#> HP1506401_M5         1 0.000
#> HP1506401_L22        1 0.249
#> HP1506401_M23        1 0.000
#> HP1506401_A10        1 0.000
#> HP1506401_D8         2 0.751
#> HP1506401_H7         2 1.000
#> HP1506401_M21        2 1.000
#> HP1506401_E15        2 1.000
#> HP1506401_P11        2 0.000
#> HP1506401_L10        2 0.502
#> HP1506401_I7         1 0.000
#> HP1506401_N24        2 1.000
#> HP1506401_P5         2 0.751
#> HP1506401_B12        1 0.000
#> HP1506401_D6         1 0.000
#> HP1506401_O20        1 0.000
#> HP1506401_E12        2 1.000
#> HP1506401_B4         2 1.000
#> HP1506401_P24        1 0.000
#> HP1506401_D10        1 0.751
#> HP1506401_L20        2 1.000
#> HP1506401_P20        2 1.000
#> HP1506401_C17        2 1.000
#> HP1506401_F1         1 0.000
#> HP1506401_M19        2 1.000
#> HP1506401_D5         1 0.000
#> HP1506401_J7         2 1.000
#> HP1506401_J23        2 1.000
#> HP1506401_D2         2 1.000
#> HP1506401_D16        1 0.000
#> HP1506401_D23        2 0.751
#> HP1506401_G18        2 1.000
#> HP1506401_J17        2 1.000
#> HP1506401_B2         1 0.000
#> HP1506401_B5         2 1.000
#> HP1506401_K6         2 1.000
#> HP1506401_E17        2 1.000
#> HP1506401_N4         2 1.000
#> HP1506401_G19        2 0.751
#> HP1506401_O17        1 0.000
#> HP1506401_O21        2 1.000
#> HP1506401_A22        1 0.000
#> HP1506401_H14        2 0.751
#> HP1506401_L9         2 0.751
#> HP1506401_B21        1 0.000
#> HP1506401_K23        2 0.747
#> HP1506401_F15        1 0.000
#> HP1506401_H20        1 0.000
#> HP1506401_L4         2 1.000
#> HP1506401_E18        2 1.000
#> HP1506401_K24        1 0.000
#> HP1506401_L13        2 1.000
#> HP1506401_G4         2 1.000
#> HP1506401_I17        2 1.000
#> HP1506401_H6         2 0.502
#> HP1506401_O23        2 1.000
#> HP1506401_H11        2 0.747
#> HP1506401_H8         1 0.000
#> HP1506401_F10        2 0.751
#> HP1506401_O15        1 0.000
#> HP1506401_I4         2 1.000
#> HP1506401_I23        2 1.000
#> HP1506401_F18        2 1.000
#> HP1506401_D17        2 1.000
#> HP1506401_O10        2 1.000
#> HP1506401_J10        1 0.000
#> HP1506401_P22        2 0.249
#> HP1506401_J4         2 1.000
#> HP1506401_D12        2 1.000
#> HP1506401_O8         2 0.000
#> HP1506401_C15        1 0.000
#> HP1506401_B14        2 1.000
#> HP1506401_D11        1 0.000
#> HP1506401_E5         1 0.000
#> HP1506401_P17        1 0.249
#> HP1506401_C4         2 1.000
#> HP1506401_I20        1 0.000
#> HP1506401_B16        2 1.000
#> HP1506401_I21        2 1.000
#> HP1506401_I6         2 1.000
#> HP1506401_F14        2 0.747
#> HP1506401_P19        1 0.253
#> HP1506401_O14        1 0.502
#> HP1506401_H21        1 0.000
#> HP1506401_K22        1 0.000
#> HP1506401_F19        2 0.747
#> HP1506401_N19        1 0.249
#> HP1506401_I9         1 0.000
#> HP1506401_G9         1 0.249
#> HP1506401_K15        1 0.000
#> HP1506401_O6         2 0.747
#> HP1506401_A20        1 0.502
#> HP1506401_A21        2 1.000
#> HP1506401_L14        2 1.000
#> HP1506401_C20        1 0.000
#> HP1506401_P18        1 0.000
#> HP1506401_H17        1 0.249
#> HP1506401_L1         2 0.000
#> HP1506401_C13        2 1.000
#> HP1506401_A15        1 0.000
#> HP1506401_P7         1 0.000
#> HP1506401_O7         2 1.000
#> HP1506401_G20        1 0.000
#> HP1506401_C11        1 0.000
#> HP1506401_A4         2 0.498
#> HP1506401_D9         2 1.000
#> HP1506401_P1         2 0.498
#> HP1506401_O3         2 1.000
#> HP1506401_L17        2 1.000
#> HP1506401_A16        1 0.000
#> HP1506401_H13        2 1.000
#> HP1506401_K14        2 1.000
#> HP1506401_K8         1 0.000
#> HP1506401_L15        1 0.000
#> HP1506401_O11        2 1.000
#> HP1506401_J20        2 1.000
#> HP1506401_A23        1 0.000
#> HP1506401_I11        2 1.000
#> HP1506401_M17        1 0.000
#> HP1506401_C5         2 0.751
#> HP1506401_L5         1 0.498
#> HP1506401_G17        1 0.000
#> HP1506401_P15        1 0.000
#> HP1506401_P12        2 1.000
#> HP1506401_J14        2 0.751
#> HP1506401_N15        2 0.751
#> HP1506401_E16        2 1.000
#> HP1506401_P21        2 0.502
#> HP1506401_F11        2 0.498
#> HP1506401_O18        2 1.000
#> HP1506401_H2         2 0.000
#> HP1506401_K19        2 0.751
#> HP1506401_D4         1 0.000
#> HP1506401_B10        1 0.000
#> HP1506401_G15        2 1.000
#> HP1506401_F22        2 1.000
#> HP1506401_F5         2 1.000
#> HP1506401_H5         1 0.000
#> HP1506401_P6         1 0.000
#> HP1506401_C16        2 0.502
#> HP1506401_K4         2 0.000
#> HP1506401_L6         1 0.000
#> HP1506401_L3         2 1.000
#> HP1506401_H10        1 0.000
#> HP1506401_N11        1 0.502
#> HP1506401_F23        2 1.000
#> HP1506401_B9         1 0.000
#> HP1506401_K20        1 0.000
#> HP1506401_P3         2 0.747
#> HP1506401_I8         2 1.000
#> HP1506401_C6         1 0.000
#> HP1506401_L24        1 0.000
#> HP1506401_A24        2 1.000
#> HP1506401_A7         2 1.000
#> HP1506401_G5         2 1.000
#> HP1506401_K21        2 1.000
#> HP1506401_G11        2 1.000
#> HP1506401_P9         2 0.000
#> HP1506401_B15        2 0.498
#> HP1506401_K16        2 0.502
#> HP1506401_M8         2 0.498
#> HP1506401_H24        1 0.000
#> HP1506401_A6         2 1.000
#> HP1506401_N13        1 0.000
#> HP1506401_H23        2 1.000
#> HP1506401_I18        2 0.751
#> HP1506401_I16        1 0.000
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#> HP1506401_G23        2 0.751
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#> HP1504901_J13        1 1.000
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#> HP1526901T2D_A3      2 0.000
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#> HP1526901T2D_P17     2 0.000
#> HP1526901T2D_O1      2 0.000
#> HP1525301T2D_L10     1 0.000
#> HP1525301T2D_F2      2 0.000
#> HP1526901T2D_M20     2 0.000
#> HP1526901T2D_O17     2 0.000
#> HP1525301T2D_H19     2 0.000
#> HP1526901T2D_M4      2 0.000
#> HP1526901T2D_D22     2 0.000
#> HP1525301T2D_A21     1 0.000
#> HP1525301T2D_I11     2 0.000
#> HP1525301T2D_J15     2 0.000
#> HP1526901T2D_J11     2 0.253
#> HP1525301T2D_P21     2 0.000
#> HP1525301T2D_M13     2 0.249
#> HP1526901T2D_A9      2 0.000
#> HP1526901T2D_E13     1 0.000
#> HP1525301T2D_P24     2 0.000
#> HP1525301T2D_I5      2 0.000
#> HP1526901T2D_H7      1 0.000
#> HP1525301T2D_L15     2 0.000
#> HP1525301T2D_J23     2 0.000
#> HP1526901T2D_P15     1 0.000
#> HP1525301T2D_P5      2 0.000
#> HP1526901T2D_G11     2 0.000
#> HP1525301T2D_F21     2 0.000
#> HP1526901T2D_J9      1 0.000
#> HP1525301T2D_A19     2 0.000
#> HP1526901T2D_P2      2 0.498
#> HP1526901T2D_A12     2 0.751
#> HP1526901T2D_K20     2 0.000
#> HP1526901T2D_B19     1 0.000
#> HP1525301T2D_J16     2 0.253
#> HP1525301T2D_A8      1 0.000
#> HP1526901T2D_N22     1 0.000
#> HP1525301T2D_F7      2 0.000
#> HP1526901T2D_E9      2 0.000
#> HP1526901T2D_D20     1 0.000
#> HP1526901T2D_F24     2 0.000
#> HP1526901T2D_B16     1 0.000
#> HP1526901T2D_I2      1 0.000
#> HP1525301T2D_O7      2 0.000
#> HP1526901T2D_A2      2 0.000
#> HP1525301T2D_A12     2 0.000
#> HP1526901T2D_L11     2 0.000
#> HP1526901T2D_B12     2 0.249
#> HP1526901T2D_H22     2 0.502
#> HP1526901T2D_J3      2 0.000
#> HP1525301T2D_B6      2 0.000
#> HP1525301T2D_E5      2 0.253
#> HP1525301T2D_K11     2 0.000
#> HP1526901T2D_A17     2 0.249
#> HP1526901T2D_N7      2 0.000
#> HP1526901T2D_P12     2 0.000
#> HP1525301T2D_L8      2 0.253
#> HP1526901T2D_J2      2 0.000
#> HP1526901T2D_H13     1 0.000
#> HP1525301T2D_O23     2 0.253
#> HP1525301T2D_D24     1 0.000
#> HP1526901T2D_D18     2 0.000
#> HP1526901T2D_B17     2 0.000
#> HP1526901T2D_G2      2 0.000
#> HP1525301T2D_A9      2 0.000
#> HP1526901T2D_A11     2 0.000
#> HP1526901T2D_I20     2 0.000
#> HP1525301T2D_A20     1 0.000
#> HP1526901T2D_F1      2 0.000
#> HP1525301T2D_F5      2 0.253
#> HP1525301T2D_A15     2 0.000
#> HP1526901T2D_F16     2 0.000
#> HP1526901T2D_B20     2 0.000
#> HP1525301T2D_B20     1 0.000
#> HP1525301T2D_L2      2 0.000
#> HP1526901T2D_H12     2 0.498
#> HP1525301T2D_G6      1 0.000
#> HP1525301T2D_B10     2 0.000
#> HP1526901T2D_G13     2 0.502
#> HP1526901T2D_N18     2 0.000
#> HP1525301T2D_E2      2 0.000
#> HP1525301T2D_E24     2 0.249
#> HP1525301T2D_L12     1 0.000
#> HP1525301T2D_P17     2 0.000
#> HP1526901T2D_O9      2 0.000
#> HP1526901T2D_N6      2 0.249
#> HP1525301T2D_B15     2 0.000
#> HP1525301T2D_L22     2 0.000
#> HP1526901T2D_I21     2 0.751
#> HP1526901T2D_H16     2 0.498
#> HP1525301T2D_I2      2 0.000
#> HP1525301T2D_H12     2 0.751
#> HP1525301T2D_K18     2 0.000
#> HP1526901T2D_K21     2 0.000
#> HP1525301T2D_L24     2 0.249
#> HP1525301T2D_C17     2 0.000
#> HP1525301T2D_D3      2 0.000
#> HP1525301T2D_L7      1 0.000
#> HP1526901T2D_F13     1 0.000
#> HP1525301T2D_D22     2 0.000
#> HP1525301T2D_F16     2 0.000
#> HP1525301T2D_M4      1 0.253
#> HP1526901T2D_P23     2 0.000
#> HP1525301T2D_L14     2 0.000
#> HP1525301T2D_N8      2 0.249
#> HP1526901T2D_N20     2 0.000
#> HP1526901T2D_D7      2 0.000
#> HP1526901T2D_F9      2 0.000
#> HP1526901T2D_B9      2 0.000
#> HP1525301T2D_F13     1 1.000
#> HP1526901T2D_E15     2 0.249
#> HP1526901T2D_L24     2 0.000
#> HP1526901T2D_H4      2 0.000
#> HP1526901T2D_H17     2 0.249
#> HP1525301T2D_N11     2 0.000
#> HP1525301T2D_L11     1 0.000
#> HP1525301T2D_A24     1 0.000
#> HP1526901T2D_I24     2 0.000
#> HP1526901T2D_A24     2 0.000
#> HP1525301T2D_A2      1 0.000
#> HP1525301T2D_G23     2 0.249
#> HP1525301T2D_E9      1 0.000
#> HP1526901T2D_E22     2 0.000
#> HP1526901T2D_L10     1 0.000
#> HP1526901T2D_A22     2 0.000
#> HP1525301T2D_C14     2 0.000
#> HP1526901T2D_C14     2 0.000
#> HP1525301T2D_K6      2 0.000
#> HP1525301T2D_F1      1 0.000
#> HP1525301T2D_L4      2 0.000
#> HP1526901T2D_G3      1 0.000
#> HP1525301T2D_O12     1 0.000
#> HP1525301T2D_H21     1 0.249
#> HP1526901T2D_M6      1 0.000
#> HP1525301T2D_H22     1 0.000
#> HP1526901T2D_M24     2 0.498
#> HP1525301T2D_G9      2 0.000
#> HP1526901T2D_O23     2 0.000
#> HP1526901T2D_L3      2 0.502
#> HP1525301T2D_M8      2 0.000
#> HP1526901T2D_O18     1 0.000
#> HP1525301T2D_J18     2 0.000
#> HP1526901T2D_A15     2 0.498
#> HP1525301T2D_L20     2 0.000
#> HP1525301T2D_F4      2 0.000
#> HP1526901T2D_E1      2 0.000
#> HP1526901T2D_P7      2 0.000
#> HP1525301T2D_D13     1 0.000
#> HP1526901T2D_K17     2 0.249
#> HP1526901T2D_F22     2 0.000
#> HP1526901T2D_D10     2 0.000
#> HP1526901T2D_P24     1 0.000
#> HP1525301T2D_I9      1 0.000
#> HP1525301T2D_M1      1 0.000
#> HP1526901T2D_J20     2 0.000
#> HP1525301T2D_E20     1 0.000
#> HP1525301T2D_I22     2 0.000
#> HP1525301T2D_J4      2 0.000
#> HP1525301T2D_K24     1 0.000
#> HP1525301T2D_B16     1 0.502
#> HP1525301T2D_K10     2 0.253
#> HP1525301T2D_F8      2 0.000
#> HP1525301T2D_A13     2 0.000
#> HP1525301T2D_G4      2 0.249
#> HP1525301T2D_J13     2 0.000
#> HP1525301T2D_G19     2 0.000
#> HP1526901T2D_K8      1 0.000
#> HP1526901T2D_L17     2 0.000
#> HP1525301T2D_A1      2 0.000
#> HP1526901T2D_O2      2 0.502
#> HP1526901T2D_O13     2 0.000
#> HP1526901T2D_K16     1 0.000
#> HP1525301T2D_G2      1 0.000
#> HP1526901T2D_A7      2 0.253
#> HP1525301T2D_N13     2 0.000
#> HP1525301T2D_M3      1 0.000
#> HP1526901T2D_D3      2 0.000
#> HP1526901T2D_K18     2 0.000
#> HP1526901T2D_H11     1 0.000
#> HP1525301T2D_D6      2 0.000
#> HP1525301T2D_O3      2 0.000
#> HP1526901T2D_D13     1 0.000
#> HP1525301T2D_N14     2 0.000
#> HP1526901T2D_J1      2 0.000
#> HP1525301T2D_J8      2 0.000
#> HP1525301T2D_J9      2 0.000
#> HP1525301T2D_P2      2 0.000
#> HP1525301T2D_K12     2 0.000
#> HP1525301T2D_L21     1 0.000
#> HP1526901T2D_H9      2 0.000
#> HP1526901T2D_D24     1 1.000
#> HP1525301T2D_N17     1 0.000
#> HP1526901T2D_P6      1 0.000
#> HP1525301T2D_O21     1 0.000
#> HP1526901T2D_N23     2 0.751
#> HP1526901T2D_B1      2 0.000
#> HP1526901T2D_K10     2 0.000
#> HP1526901T2D_M14     2 0.000
#> HP1526901T2D_N1      2 0.502
#> HP1526901T2D_I7      2 0.498
#> HP1526901T2D_A19     2 0.747
#> HP1525301T2D_N18     2 0.000
#> HP1525301T2D_O17     2 0.000
#> HP1526901T2D_E12     1 0.000
#> HP1526901T2D_C15     2 0.000
#> HP1526901T2D_B23     2 0.000
#> HP1526901T2D_I19     2 0.000
#> HP1526901T2D_J19     2 0.249
#> HP1525301T2D_G17     2 0.000
#> HP1525301T2D_C5      2 0.249
#> HP1526901T2D_C22     2 0.000
#> HP1525301T2D_L3      1 0.249
#> HP1526901T2D_D2      2 0.000
#> HP1526901T2D_O3      2 0.000
#> HP1526901T2D_P8      2 0.000
#> HP1525301T2D_D5      1 1.000
#> HP1526901T2D_L15     2 0.000
#> HP1525301T2D_C23     2 0.000
#> HP1526901T2D_G16     2 0.249
#> HP1525301T2D_H4      1 0.000
#> HP1525301T2D_F14     1 0.000
#> HP1526901T2D_D8      2 0.000
#> HP1526901T2D_I14     2 0.000
#> HP1525301T2D_I15     2 0.000
#> HP1526901T2D_E4      1 1.000
#> HP1525301T2D_E13     2 0.000
#> HP1526901T2D_M1      2 0.498
#> HP1525301T2D_D23     1 1.000
#> HP1525301T2D_B8      2 0.000
#> HP1526901T2D_A6      2 0.249
#> HP1525301T2D_H10     2 0.000
#> HP1526901T2D_C9      1 0.000
#> HP1526901T2D_K13     1 0.253
#> HP1526901T2D_J4      2 0.000
#> HP1525301T2D_E15     2 0.502
#> HP1525301T2D_H13     1 0.000
#> HP1525301T2D_L9      2 0.000
#> HP1526901T2D_N24     1 0.000
#> HP1526901T2D_G10     2 0.249
#> HP1525301T2D_A11     2 0.000
#> HP1526901T2D_K2      2 0.000
#> HP1526901T2D_J10     1 0.000
#> HP1526901T2D_B7      2 0.000
#> HP1526901T2D_B2      1 0.000
#> HP1526901T2D_H1      1 0.000
#> HP1526901T2D_I13     2 0.000
#> HP1526901T2D_M9      1 0.000
#> HP1526901T2D_O7      2 0.000
#> HP1526901T2D_I3      2 0.000
#> HP1526901T2D_J7      1 0.000
#> HP1526901T2D_M2      2 0.000
#> HP1526901T2D_M10     1 0.000
#> HP1526901T2D_N10     2 0.249
#> HP1525301T2D_J24     1 0.000
#> HP1526901T2D_K1      2 0.000
#> HP1526901T2D_I8      2 0.747
#> HP1526901T2D_C23     2 0.000
#> HP1526901T2D_H14     2 0.249
#> HP1525301T2D_P11     2 0.000
#> HP1526901T2D_L13     2 0.000
#> HP1525301T2D_H11     2 0.000
#> HP1525301T2D_P18     2 0.000
#> HP1526901T2D_E17     1 1.000
#> HP1526901T2D_E21     2 0.000
#> HP1525301T2D_L6      2 0.000
#> HP1525301T2D_F12     2 0.000
#> HP1525301T2D_P10     1 0.000
#> HP1525301T2D_P19     2 0.000
#> HP1526901T2D_C20     2 0.000
#> HP1525301T2D_F18     1 0.000
#> HP1525301T2D_A14     2 0.000
#> HP1525301T2D_C9      2 0.000
#> HP1525301T2D_O6      2 0.000
#> HP1525301T2D_M2      2 0.502
#> HP1525301T2D_L5      2 0.000
#> HP1526901T2D_E2      2 0.253
#> HP1526901T2D_I5      2 0.000
#> HP1525301T2D_C8      2 0.000
#> HP1526901T2D_B11     2 0.498
#> HP1525301T2D_A16     2 0.000
#> HP1525301T2D_G12     1 0.000
#> HP1526901T2D_P11     2 0.000
#> HP1525301T2D_C7      2 0.000
#> HP1526901T2D_O16     1 0.000
#> HP1526901T2D_O6      2 0.498
#> HP1525301T2D_J20     2 0.000
#> HP1526901T2D_M13     2 1.000
#> HP1526901T2D_L18     1 0.000
#> HP1526901T2D_E3      2 0.000
#> HP1526901T2D_G18     2 0.249
#> HP1525301T2D_N16     2 0.000
#> HP1525301T2D_C15     2 0.000
#> HP1525301T2D_B13     2 0.000
#> HP1525301T2D_M5      2 0.000
#> HP1526901T2D_F12     2 0.249
#> HP1525301T2D_D14     2 0.000
#> HP1526901T2D_J13     2 0.747
#> HP1526901T2D_I12     2 0.000
#> HP1526901T2D_P10     2 0.000
#> HP1525301T2D_P15     2 0.000
#> HP1526901T2D_G15     1 0.000
#> HP1525301T2D_N20     2 0.000
#> HP1525301T2D_P20     2 0.000
#> HP1526901T2D_C16     2 0.000
#> HP1525301T2D_L16     2 0.000
#> HP1526901T2D_K5      1 0.000
#> HP1526901T2D_J14     2 0.498
#> HP1525301T2D_G5      2 0.000
#> HP1525301T2D_P4      2 0.000
#> HP1526901T2D_N5      1 0.000
#> HP1525301T2D_I17     2 0.000
#> HP1525301T2D_F17     1 0.000
#> HP1526901T2D_C4      2 0.000
#> HP1526901T2D_H6      2 0.249
#> HP1525301T2D_M19     1 1.000
#> HP1525301T2D_B19     1 0.000
#> HP1526901T2D_N21     2 0.000
#> HP1525301T2D_M6      2 0.000
#> HP1525301T2D_L17     2 0.249
#> HP1526901T2D_C17     2 0.000
#> HP1526901T2D_C12     1 0.751
#> HP1525301T2D_P9      2 0.000
#> HP1526901T2D_F19     2 0.249
#> HP1525301T2D_O8      1 0.751
#> HP1525301T2D_N10     2 0.000
#> HP1526901T2D_K19     2 0.000
#> HP1525301T2D_J17     2 0.000
#> HP1526901T2D_D9      2 0.249
#> HP1525301T2D_D12     2 0.000
#> HP1525301T2D_L19     1 0.000
#> HP1526901T2D_F8      2 0.000
#> HP1526901T2D_L8      1 0.000
#> HP1526901T2D_P19     2 0.000
#> HP1526901T2D_M11     1 0.000
#> HP1525301T2D_N1      2 0.253
#> HP1525301T2D_B21     2 0.000
#> HP1525301T2D_J11     1 0.000
#> HP1525301T2D_D20     1 0.249
#> HP1526901T2D_O20     1 0.000
#> HP1525301T2D_H16     2 0.000
#> HP1526901T2D_J15     1 0.000
#> HP1526901T2D_E14     2 0.000
#> HP1526901T2D_C11     2 0.000
#> HP1526901T2D_H21     2 0.253
#> HP1525301T2D_M15     2 0.000
#> HP1525301T2D_A5      2 0.000
#> HP1526901T2D_D23     1 0.000
#> HP1526901T2D_C7      1 1.000
#> HP1525301T2D_C18     1 0.000
#> HP1526901T2D_L23     2 1.000
#> HP1525301T2D_M10     2 0.249
#> HP1526901T2D_N2      2 0.000
#> HP1525301T2D_C19     2 0.000
#> HP1526901T2D_O10     2 0.498
#> HP1526901T2D_H19     2 0.498
#> HP1526901T2D_C6      2 0.000
#> HP1526901T2D_I9      2 0.253
#> HP1526901T2D_E19     2 0.000
#> HP1526901T2D_B22     1 0.000
#> HP1526901T2D_L21     2 0.751
#> HP1525301T2D_K8      2 0.000
#> HP1526901T2D_I11     2 0.000
#> HP1525301T2D_M18     1 0.000
#> HP1526901T2D_E10     2 0.249
#> HP1525301T2D_H8      2 0.249
#> HP1526901T2D_L12     2 0.498
#> HP1526901T2D_D11     1 0.000
#> HP1525301T2D_B7      2 0.000
#> HP1525301T2D_K2      2 0.000
#> HP1525301T2D_O4      1 0.249
#> HP1526901T2D_H10     2 0.751
#> HP1525301T2D_M9      2 0.000
#> HP1526901T2D_D1      2 0.249
#> HP1525301T2D_K7      2 0.253
#> HP1525301T2D_D21     2 0.253
#> HP1526901T2D_L22     1 0.000
#> HP1526901T2D_P1      2 0.498
#> HP1525301T2D_F20     1 1.000
#> HP1526901T2D_E6      2 0.000
#> HP1525301T2D_K5      2 0.000
#> HP1526901T2D_M22     2 0.000
#> HP1525301T2D_N15     1 0.249
#> HP1525301T2D_B14     2 0.000
#> HP1525301T2D_B18     2 0.253
#> HP1526901T2D_J12     2 0.000
#> HP1525301T2D_D4      2 0.000
#> HP1526901T2D_M23     2 0.000
#> HP1525301T2D_K19     2 0.000
#> HP1525301T2D_G1      2 0.000
#> HP1525301T2D_K20     1 0.000
#> HP1525301T2D_F3      2 0.000
#> HP1526901T2D_F20     2 0.000
#> HP1526901T2D_N14     2 0.000
#> HP1525301T2D_G10     2 0.000
#> HP1525301T2D_M17     2 0.000
#> HP1525301T2D_G24     1 0.249
#> HP1525301T2D_H2      2 0.000
#> HP1525301T2D_H15     1 0.000
#> HP1525301T2D_A7      2 0.000
#> HP1526901T2D_A21     2 0.000
#> HP1525301T2D_H1      2 0.000
#> HP1525301T2D_J3      1 0.000
#> HP1526901T2D_F23     2 0.000
#> HP1525301T2D_J19     2 0.000
#> HP1526901T2D_G19     2 0.000
#> HP1525301T2D_G18     2 0.000
#> HP1526901T2D_L9      1 0.000
#> HP1526901T2D_G22     2 0.502
#> HP1526901T2D_P16     1 0.000
#> HP1525301T2D_H18     2 0.000
#> HP1526901T2D_C24     2 0.000
#> HP1526901T2D_L6      2 0.000
#> HP1526901T2D_I4      2 0.000
#> HP1525301T2D_O16     2 0.000
#> HP1526901T2D_G20     1 0.000
#> HP1525301T2D_E16     2 0.747
#> HP1526901T2D_B5      2 0.000
#> HP1526901T2D_E7      1 0.000
#> HP1526901T2D_O4      2 0.000
#> HP1526901T2D_P18     2 0.000
#> HP1525301T2D_I24     2 0.000
#> HP1525301T2D_O24     2 0.000
#> HP1525301T2D_F9      1 0.000
#> HP1526901T2D_D21     2 0.000
#> HP1525301T2D_E6      1 0.000
#> HP1526901T2D_C10     2 0.000
#> HP1526901T2D_D14     2 0.502
#> HP1526901T2D_C1      2 0.000
#> HP1526901T2D_D12     2 0.000
#> HP1526901T2D_E5      2 0.000
#> HP1525301T2D_M20     2 0.249
#> HP1525301T2D_P3      1 0.000
#> HP1525301T2D_I20     1 0.000
#> HP1526901T2D_F11     1 0.000
#> HP1526901T2D_G4      2 0.000
#> HP1526901T2D_P4      2 0.000
#> HP1526901T2D_B14     2 0.498
#> HP1525301T2D_H17     2 0.000
#> HP1525301T2D_C21     2 0.000
#> HP1526901T2D_C2      2 0.000
#> HP1525301T2D_L13     2 0.000
#> HP1525301T2D_K17     2 0.000
#> HP1526901T2D_K14     2 0.751
#> HP1526901T2D_G9      2 0.249
#> HP1525301T2D_B17     1 1.000
#> HP1526901T2D_I17     2 0.000
#> HP1525301T2D_A3      2 1.000
#> HP1525301T2D_N21     2 0.000
#> HP1525301T2D_D8      2 0.000
#> HP1526901T2D_D6      1 0.000
#> HP1525301T2D_N19     1 0.000
#> HP1526901T2D_I22     2 0.000
#> HP1526901T2D_F6      1 0.000
#> HP1526901T2D_O8      2 0.249
#> HP1526901T2D_B13     2 1.000
#> HP1526901T2D_H3      2 1.000
#> HP1525301T2D_O5      2 0.000
#> HP1526901T2D_M18     2 0.502
#> HP1525301T2D_M12     2 0.000
#> HP1525301T2D_A23     1 0.000
#> HP1526901T2D_J17     2 0.000
#> HP1526901T2D_E16     2 0.000
#> HP1525301T2D_N12     2 0.000
#> HP1525301T2D_C11     2 0.249
#> HP1525301T2D_B2      1 0.000
#> HP1526901T2D_D16     2 0.000
#> HP1526901T2D_M16     2 0.000
#> HP1525301T2D_D9      2 0.000
#> HP1525301T2D_G8      2 0.000
#> HP1525301T2D_I8      2 0.000
#> HP1525301T2D_O22     2 0.000
#> HP1525301T2D_K1      2 0.000
#> HP1525301T2D_E17     2 0.000
#> HP1525301T2D_E22     2 0.000
#> HP1525301T2D_K22     2 0.000
#> HP1525301T2D_D15     2 0.000
#> HP1526901T2D_H5      2 0.000
#> HP1525301T2D_H20     2 0.249
#> HP1525301T2D_N9      2 0.000
#> HP1525301T2D_G21     2 0.000
#> HP1525301T2D_M14     2 0.000
#> HP1526901T2D_N17     1 0.000
#> HP1526901T2D_A5      2 0.000
#> HP1525301T2D_O13     2 0.000
#> HP1526901T2D_F18     2 0.000
#> HP1526901T2D_O19     2 0.000
#> HP1526901T2D_D17     2 0.000
#> HP1525301T2D_I14     1 0.000
#> HP1525301T2D_E4      1 1.000
#> HP1525301T2D_C22     2 0.000
#> HP1525301T2D_J6      1 0.000
#> HP1525301T2D_E10     1 0.000
#> HP1525301T2D_A4      1 1.000
#> HP1525301T2D_B12     2 0.000
#> HP1525301T2D_B3      2 0.000
#> HP1526901T2D_K15     2 0.498
#> HP1525301T2D_J1      2 0.000
#> HP1525301T2D_N6      2 0.000
#> HP1526901T2D_A14     2 0.000
#> HP1526901T2D_A13     2 0.000
#> HP1526901T2D_N11     2 0.000
#> HP1526901T2D_I15     2 0.000
#> HP1526901T2D_B10     2 0.249
#> HP1526901T2D_K7      2 0.751
#> HP1525301T2D_G7      1 0.000
#> HP1526901T2D_H8      2 0.000
#> HP1525301T2D_I16     2 0.249
#> HP1525301T2D_E18     1 0.000
#> HP1526901T2D_N19     2 0.249
#> HP1526901T2D_B3      2 0.000
#> HP1526901T2D_G8      2 0.249
#> HP1525301T2D_O11     2 0.000
#> HP1525301T2D_E8      2 0.000
#> HP1526901T2D_M3      2 0.000
#> HP1525301T2D_O19     1 0.000
#> HP1526901T2D_H15     1 0.000
#> HP1526901T2D_I18     2 0.000
#> HP1525301T2D_P23     2 0.000
#> HP1526901T2D_C18     1 0.000
#> HP1525301T2D_L18     1 0.000
#> HP1525301T2D_N24     2 0.000
#> HP1526901T2D_M7      2 0.747
#> HP1526901T2D_N16     2 0.000
#> HP1526901T2D_C8      2 0.000
#> HP1525301T2D_O10     1 0.747
#> HP1526901T2D_H2      2 0.249
#> HP1526901T2D_I16     2 0.502
#> HP1526901T2D_F7      2 0.000
#> HP1526901T2D_I23     1 0.000
#> HP1525301T2D_K3      2 0.249
#> HP1525301T2D_J10     2 0.000
#> HP1526901T2D_N8      2 0.000
#> HP1526901T2D_O11     1 0.000
#> HP1526901T2D_A8      2 0.000

show/hide code output

get_classes(res, k = 3)
#>                  class     p
#> HP1502401_N13        1 0.000
#> HP1502401_D14        1 0.000
#> HP1502401_F14        1 0.000
#> HP1502401_J13        1 0.000
#> HP1502401_B13        1 0.249
#> HP1502401_H13        1 0.249
#> HP1502401_J14        3 1.000
#> HP1502401_B14        3 1.000
#> HP1502401_A14        2 1.000
#> HP1502401_C14        2 0.747
#> HP1502401_G14        2 1.000
#> HP1502401_E14        2 1.000
#> HP1502401_L14        2 1.000
#> HP1502401_M14        2 1.000
#> HP1502401_K14        2 1.000
#> HP1502401_I14        2 0.498
#> HP1502401_F13        3 0.751
#> HP1502401_L13        2 1.000
#> HP1502401_D13        3 0.000
#> HP1502401_H14        3 1.000
#> HP1504101T2D_I3      1 0.000
#> HP1504101T2D_D16     1 0.498
#> HP1504101T2D_D22     1 0.000
#> HP1502401_F17        3 0.000
#> HP1504101T2D_B4      2 1.000
#> HP1504101T2D_M6      2 1.000
#> HP1504101T2D_F15     2 1.000
#> HP1504101T2D_H7      2 1.000
#> HP1502401_H23        2 1.000
#> HP1504101T2D_F8      1 0.253
#> HP1502401_L21        2 1.000
#> HP1502401_B19        1 0.000
#> HP1504101T2D_B2      1 0.000
#> HP1504101T2D_F10     2 1.000
#> HP1504101T2D_B10     2 1.000
#> HP1504101T2D_L6      1 0.000
#> HP1502401_G18        2 0.751
#> HP1502401_K22        2 1.000
#> HP1502401_I22        3 0.249
#> HP1504101T2D_M18     2 1.000
#> HP1502401_J22        2 1.000
#> HP1502401_F4         1 1.000
#> HP1504101T2D_O12     2 1.000
#> HP1502401_M15        2 1.000
#> HP1504101T2D_G16     2 0.502
#> HP1502401_J5         1 0.000
#> HP1504101T2D_L23     2 1.000
#> HP1502401_G24        2 1.000
#> HP1502401_G23        2 1.000
#> HP1504101T2D_H11     1 0.249
#> HP1504101T2D_A24     2 1.000
#> HP1504101T2D_N17     2 1.000
#> HP1502401_N8         2 1.000
#> HP1504101T2D_G1      2 0.747
#> HP1504101T2D_A15     2 1.000
#> HP1504101T2D_M19     2 0.751
#> HP1502401_O16        2 1.000
#> HP1504101T2D_E16     2 1.000
#> HP1502401_A12        2 1.000
#> HP1502401_D18        2 1.000
#> HP1504101T2D_K2      2 1.000
#> HP1504101T2D_G13     1 0.249
#> HP1502401_I11        1 0.000
#> HP1502401_A11        1 0.000
#> HP1502401_G16        1 0.000
#> HP1502401_K19        3 0.000
#> HP1502401_D5         2 1.000
#> HP1502401_D1         1 0.000
#> HP1502401_H22        2 1.000
#> HP1504101T2D_J15     2 1.000
#> HP1504101T2D_N7      2 1.000
#> HP1504101T2D_O16     2 1.000
#> HP1502401_L6         1 0.000
#> HP1502401_M5         2 1.000
#> HP1504101T2D_M4      2 0.751
#> HP1504101T2D_L22     1 0.000
#> HP1504101T2D_I20     2 1.000
#> HP1502401_K17        3 0.000
#> HP1504101T2D_B22     2 0.249
#> HP1504101T2D_G4      2 0.502
#> HP1502401_H15        2 1.000
#> HP1502401_K4         1 0.498
#> HP1502401_B3         1 0.000
#> HP1502401_H8         2 0.751
#> HP1502401_N17        2 1.000
#> HP1504101T2D_C13     1 0.000
#> HP1504101T2D_L13     3 0.000
#> HP1504101T2D_G15     1 0.000
#> HP1504101T2D_K24     2 1.000
#> HP1504101T2D_B24     3 1.000
#> HP1502401_B4         1 0.000
#> HP1504101T2D_H14     2 1.000
#> HP1502401_C11        1 0.000
#> HP1502401_A7         2 1.000
#> HP1504101T2D_P8      1 0.751
#> HP1504101T2D_I1      2 1.000
#> HP1502401_N24        1 0.000
#> HP1502401_O2         2 1.000
#> HP1502401_H17        1 0.000
#> HP1504101T2D_C24     1 0.000
#> HP1502401_J21        2 1.000
#> HP1504101T2D_J13     2 1.000
#> HP1504101T2D_E5      1 0.000
#> HP1502401_J8         2 1.000
#> HP1502401_N15        2 1.000
#> HP1504101T2D_L14     2 0.000
#> HP1504101T2D_D2      2 1.000
#> HP1502401_N2         2 1.000
#> HP1502401_H7         3 0.000
#> HP1504101T2D_K5      1 0.000
#> HP1504101T2D_O13     2 1.000
#> HP1504101T2D_L2      2 1.000
#> HP1502401_E5         2 0.249
#> HP1504101T2D_N11     1 1.000
#> HP1502401_O1         2 1.000
#> HP1502401_K18        1 0.747
#> HP1502401_B7         2 1.000
#> HP1504101T2D_I24     2 1.000
#> HP1502401_N5         1 0.000
#> HP1502401_N22        1 1.000
#> HP1504101T2D_J18     2 0.000
#> HP1502401_L3         2 1.000
#> HP1504101T2D_K16     1 0.000
#> HP1502401_J1         2 1.000
#> HP1504101T2D_I4      1 0.000
#> HP1504101T2D_E17     1 0.000
#> HP1502401_H3         2 1.000
#> HP1504101T2D_B6      2 1.000
#> HP1502401_I15        2 1.000
#> HP1504101T2D_P6      1 0.000
#> HP1504101T2D_B8      2 0.747
#> HP1504101T2D_M11     1 0.000
#> HP1502401_D17        3 0.000
#> HP1504101T2D_M15     2 0.249
#> HP1502401_I4         2 1.000
#> HP1504101T2D_O21     1 0.000
#> HP1502401_J23        2 1.000
#> HP1502401_L19        1 0.751
#> HP1504101T2D_O7      1 0.000
#> HP1504101T2D_A11     1 0.000
#> HP1502401_O14        2 0.502
#> HP1504101T2D_N15     2 0.751
#> HP1502401_M18        1 0.000
#> HP1502401_C19        1 0.000
#> HP1502401_L5         2 1.000
#> HP1504101T2D_F7      2 1.000
#> HP1504101T2D_I5      2 0.249
#> HP1504101T2D_C1      2 0.751
#> HP1504101T2D_P14     2 1.000
#> HP1504101T2D_G5      1 0.000
#> HP1504101T2D_A20     2 0.747
#> HP1502401_H11        2 1.000
#> HP1504101T2D_K19     2 0.498
#> HP1502401_O5         1 0.000
#> HP1502401_K15        3 0.000
#> HP1504101T2D_C17     2 0.751
#> HP1502401_G10        3 0.502
#> HP1504101T2D_J19     1 0.000
#> HP1502401_L2         2 1.000
#> HP1504101T2D_D8      2 1.000
#> HP1504101T2D_B15     1 0.502
#> HP1502401_L23        2 1.000
#> HP1502401_E4         1 0.000
#> HP1502401_F19        2 1.000
#> HP1502401_L17        3 0.000
#> HP1502401_O22        2 1.000
#> HP1502401_F7         1 0.000
#> HP1504101T2D_K1      1 0.000
#> HP1504101T2D_I7      3 0.498
#> HP1504101T2D_H5      2 1.000
#> HP1502401_L16        2 1.000
#> HP1504101T2D_F22     2 1.000
#> HP1504101T2D_J2      2 1.000
#> HP1504101T2D_E1      2 0.000
#> HP1502401_A18        2 1.000
#> HP1504101T2D_A19     2 0.751
#> HP1504101T2D_G2      2 0.249
#> HP1504101T2D_J11     2 0.249
#> HP1504101T2D_K22     2 0.498
#> HP1502401_L12        2 1.000
#> HP1502401_A21        1 0.747
#> HP1504101T2D_E19     3 1.000
#> HP1502401_D23        1 0.000
#> HP1502401_E22        3 0.000
#> HP1502401_H2         2 1.000
#> HP1504101T2D_G17     2 0.502
#> HP1502401_N1         2 1.000
#> HP1504101T2D_N19     2 0.253
#> HP1504101T2D_I17     2 1.000
#> HP1502401_E7         2 0.000
#> HP1504101T2D_E11     2 0.751
#> HP1502401_H21        2 1.000
#> HP1502401_A9         1 0.000
#> HP1504101T2D_E18     2 1.000
#> HP1504101T2D_D7      2 1.000
#> HP1504101T2D_I13     1 0.000
#> HP1502401_B18        2 0.253
#> HP1502401_K9         2 1.000
#> HP1502401_G15        1 0.000
#> HP1502401_E16        2 1.000
#> HP1504101T2D_L21     2 1.000
#> HP1504101T2D_M17     1 1.000
#> HP1502401_D21        1 0.000
#> HP1504101T2D_N12     2 1.000
#> HP1502401_M4         2 1.000
#> HP1504101T2D_B16     2 1.000
#> HP1504101T2D_E23     2 1.000
#> HP1502401_G21        1 0.249
#> HP1502401_D7         3 0.000
#> HP1502401_G1         1 1.000
#> HP1504101T2D_L15     2 1.000
#> HP1504101T2D_D17     2 1.000
#> HP1504101T2D_A4      2 1.000
#> HP1502401_O21        2 1.000
#> HP1502401_M10        3 0.751
#> HP1504101T2D_C23     1 0.249
#> HP1504101T2D_H9      2 0.502
#> HP1504101T2D_A5      2 1.000
#> HP1504101T2D_K23     2 1.000
#> HP1502401_I7         3 0.000
#> HP1502401_C18        2 1.000
#> HP1502401_N6         1 0.000
#> HP1504101T2D_O19     1 0.249
#> HP1502401_O6         3 0.000
#> HP1502401_A8         1 0.000
#> HP1504101T2D_F6      1 0.000
#> HP1502401_L8         1 0.000
#> HP1502401_K24        2 0.751
#> HP1502401_J11        3 0.000
#> HP1502401_H4         2 1.000
#> HP1502401_L11        2 1.000
#> HP1502401_K3         3 0.000
#> HP1502401_C8         2 0.751
#> HP1504101T2D_B19     1 0.000
#> HP1504101T2D_I18     2 1.000
#> HP1502401_F22        3 1.000
#> HP1502401_I16        3 0.000
#> HP1502401_B17        2 1.000
#> HP1504101T2D_P2      2 0.502
#> HP1502401_N18        2 1.000
#> HP1504101T2D_N10     2 1.000
#> HP1504101T2D_I14     2 0.000
#> HP1504101T2D_F17     2 1.000
#> HP1502401_B24        3 1.000
#> HP1502401_C6         2 1.000
#> HP1504101T2D_G9      2 0.502
#> HP1502401_N12        2 1.000
#> HP1502401_M24        2 1.000
#> HP1504101T2D_E10     3 0.253
#> HP1504101T2D_P9      2 1.000
#> HP1504101T2D_G24     2 1.000
#> HP1504101T2D_F5      1 1.000
#> HP1504101T2D_D10     1 0.000
#> HP1502401_N4         2 1.000
#> HP1504101T2D_C2      1 0.000
#> HP1504101T2D_P16     1 0.000
#> HP1504101T2D_N14     1 0.000
#> HP1502401_E21        2 1.000
#> HP1502401_H6         2 1.000
#> HP1504101T2D_I6      2 0.751
#> HP1502401_E8         1 0.000
#> HP1502401_H10        1 0.249
#> HP1502401_J6         2 1.000
#> HP1502401_M7         2 1.000
#> HP1504101T2D_M21     2 1.000
#> HP1504101T2D_F11     2 1.000
#> HP1504101T2D_D19     2 0.751
#> HP1502401_O24        3 1.000
#> HP1502401_O12        1 0.751
#> HP1504101T2D_E24     2 1.000
#> HP1504101T2D_K4      2 1.000
#> HP1502401_I6         2 1.000
#> HP1504101T2D_N9      2 1.000
#> HP1502401_I3         1 0.000
#> HP1502401_C16        2 1.000
#> HP1504101T2D_M7      2 1.000
#> HP1502401_B20        3 0.498
#> HP1502401_K23        3 0.000
#> HP1502401_F18        2 1.000
#> HP1504101T2D_O4      2 1.000
#> HP1504101T2D_C19     1 0.498
#> HP1504101T2D_E4      2 1.000
#> HP1504101T2D_M14     1 0.000
#> HP1502401_A1         1 0.000
#> HP1502401_G4         2 1.000
#> HP1504101T2D_I16     2 1.000
#> HP1504101T2D_D1      1 0.747
#> HP1504101T2D_O6      2 1.000
#> HP1504101T2D_D18     2 1.000
#> HP1504101T2D_F2      2 1.000
#> HP1504101T2D_G6      1 0.249
#> HP1502401_D8         2 1.000
#> HP1504101T2D_E6      2 1.000
#> HP1504101T2D_B1      1 0.000
#> HP1504101T2D_I15     2 1.000
#> HP1504101T2D_P3      2 0.747
#> HP1502401_C2         1 0.000
#> HP1504101T2D_I10     2 0.000
#> HP1502401_B21        2 1.000
#> HP1502401_O19        1 0.249
#> HP1502401_C15        1 0.000
#> HP1504101T2D_E13     1 0.253
#> HP1502401_G19        1 0.000
#> HP1502401_D19        1 0.253
#> HP1502401_D3         2 1.000
#> HP1502401_B6         1 0.000
#> HP1502401_O18        2 1.000
#> HP1504101T2D_E14     2 0.751
#> HP1504101T2D_I9      1 0.000
#> HP1504101T2D_C18     2 1.000
#> HP1502401_G6         3 0.000
#> HP1504101T2D_B11     2 0.502
#> HP1504101T2D_C4      2 1.000
#> HP1504101T2D_C15     2 0.751
#> HP1504101T2D_K13     1 0.000
#> HP1502401_F12        2 1.000
#> HP1504101T2D_B20     1 1.000
#> HP1504101T2D_C22     2 1.000
#> HP1502401_C10        2 1.000
#> HP1502401_L7         2 1.000
#> HP1502401_F11        1 1.000
#> HP1502401_B22        3 0.000
#> HP1502401_M8         2 1.000
#> HP1502401_I2         2 1.000
#> HP1502401_G11        2 1.000
#> HP1502401_E19        2 1.000
#> HP1504101T2D_P24     2 1.000
#> HP1502401_A16        1 0.000
#> HP1502401_J10        2 1.000
#> HP1502401_L18        3 0.000
#> HP1504101T2D_D13     2 1.000
#> HP1502401_I9         3 1.000
#> HP1502401_D6         2 1.000
#> HP1504101T2D_F12     2 0.751
#> HP1504101T2D_C14     2 1.000
#> HP1504101T2D_J6      1 0.000
#> HP1504101T2D_H20     2 1.000
#> HP1504101T2D_E9      2 0.751
#> HP1504101T2D_N4      1 0.000
#> HP1502401_A4         2 1.000
#> HP1504101T2D_G12     2 1.000
#> HP1502401_K5         2 0.751
#> HP1502401_G12        3 0.000
#> HP1504101T2D_N13     2 0.747
#> HP1502401_D12        2 1.000
#> HP1502401_C4         2 0.249
#> HP1502401_K1         3 0.000
#> HP1504101T2D_P19     1 0.751
#> HP1502401_M2         2 1.000
#> HP1502401_J20        2 1.000
#> HP1502401_N23        2 1.000
#> HP1504101T2D_L8      2 1.000
#> HP1504101T2D_D14     1 0.000
#> HP1504101T2D_L9      1 0.000
#> HP1504101T2D_L7      2 1.000
#> HP1502401_O23        2 1.000
#> HP1502401_D22        2 1.000
#> HP1502401_B5         2 0.751
#> HP1504101T2D_H18     2 1.000
#> HP1502401_D4         2 0.249
#> HP1504101T2D_F18     2 0.249
#> HP1502401_E6         2 1.000
#> HP1502401_J18        2 1.000
#> HP1504101T2D_A10     2 0.747
#> HP1502401_J3         1 0.502
#> HP1504101T2D_P15     1 0.000
#> HP1502401_I5         1 0.502
#> HP1502401_E1         1 0.000
#> HP1502401_M1         2 1.000
#> HP1504101T2D_M20     1 0.000
#> HP1504101T2D_L17     1 0.751
#> HP1502401_B15        2 1.000
#> HP1502401_J4         2 1.000
#> HP1504101T2D_K6      1 0.000
#> HP1504101T2D_A7      1 0.000
#> HP1502401_A15        3 1.000
#> HP1504101T2D_H12     1 0.502
#> HP1504101T2D_H8      1 0.000
#> HP1502401_C23        1 0.000
#> HP1504101T2D_B17     2 1.000
#> HP1502401_K10        2 1.000
#> HP1502401_D10        2 1.000
#> HP1504101T2D_N20     2 1.000
#> HP1504101T2D_M24     2 1.000
#> HP1504101T2D_B3      3 0.000
#> HP1502401_D11        1 1.000
#> HP1502401_G2         1 0.498
#> HP1502401_A22        2 1.000
#> HP1504101T2D_N3      1 0.000
#> HP1502401_G20        2 1.000
#> HP1504101T2D_G7      1 0.000
#> HP1504101T2D_C12     2 0.498
#> HP1504101T2D_G22     2 1.000
#> HP1504101T2D_I19     3 0.000
#> HP1504101T2D_P17     2 0.249
#> HP1504101T2D_C9      2 1.000
#> HP1502401_D20        2 1.000
#> HP1504101T2D_P23     1 0.502
#> HP1502401_G7         2 1.000
#> HP1502401_H5         3 1.000
#> HP1504101T2D_B9      1 0.249
#> HP1502401_D16        2 1.000
#> HP1504101T2D_G14     2 1.000
#> HP1502401_A23        1 0.000
#> HP1504101T2D_G10     2 1.000
#> HP1504101T2D_M1      2 1.000
#> HP1504101T2D_J23     1 0.000
#> HP1502401_O15        1 0.000
#> HP1502401_N7         3 1.000
#> HP1504101T2D_A13     2 0.751
#> HP1502401_M19        2 1.000
#> HP1504101T2D_C11     2 0.747
#> HP1502401_F3         1 0.000
#> HP1502401_G17        1 0.000
#> HP1504101T2D_K12     2 1.000
#> HP1502401_J15        2 1.000
#> HP1504101T2D_D21     2 1.000
#> HP1504101T2D_G19     2 0.751
#> HP1502401_K6         2 1.000
#> HP1502401_E15        1 0.000
#> HP1504101T2D_M16     1 0.000
#> HP1502401_O9         1 0.751
#> HP1502401_K2         2 1.000
#> HP1504101T2D_B18     2 1.000
#> HP1504101T2D_M2      2 1.000
#> HP1502401_A19        1 0.000
#> HP1502401_O8         3 0.000
#> HP1504101T2D_L12     1 0.000
#> HP1504101T2D_M9      2 1.000
#> HP1504101T2D_J21     1 0.000
#> HP1502401_K16        2 0.751
#> HP1502401_E17        2 1.000
#> HP1502401_M23        2 1.000
#> HP1504101T2D_O14     2 0.751
#> HP1502401_N11        1 0.253
#> HP1502401_K8         1 0.498
#> HP1504101T2D_P22     2 1.000
#> HP1502401_J19        2 1.000
#> HP1502401_G3         3 0.000
#> HP1504101T2D_H6      2 1.000
#> HP1502401_I18        3 0.502
#> HP1504101T2D_P1      1 0.000
#> HP1502401_J7         3 0.000
#> HP1504101T2D_F23     1 0.000
#> HP1502401_L10        2 1.000
#> HP1504101T2D_M10     2 0.498
#> HP1502401_M12        3 1.000
#> HP1502401_I1         2 1.000
#> HP1502401_N9         3 0.249
#> HP1502401_F15        2 1.000
#> HP1504101T2D_A17     3 0.498
#> HP1504101T2D_L11     2 1.000
#> HP1504101T2D_E3      3 0.000
#> HP1502401_L22        2 0.751
#> HP1502401_O10        2 1.000
#> HP1502401_G8         2 1.000
#> HP1504101T2D_O15     1 0.000
#> HP1504101T2D_C5      1 0.000
#> HP1502401_M9         1 1.000
#> HP1504101T2D_O22     2 1.000
#> HP1504101T2D_E7      2 1.000
#> HP1504101T2D_M5      2 1.000
#> HP1504101T2D_K9      1 0.000
#> HP1502401_O11        1 0.000
#> HP1502401_A3         1 0.253
#> HP1504101T2D_O8      1 0.000
#> HP1502401_F5         1 0.000
#> HP1502401_K12        3 0.000
#> HP1504101T2D_K10     2 1.000
#> HP1504101T2D_B21     2 0.747
#> HP1504101T2D_C10     2 1.000
#> HP1502401_F2         1 0.000
#> HP1504101T2D_L16     1 0.000
#> HP1502401_D24        2 1.000
#> HP1504101T2D_N21     2 1.000
#> HP1502401_G22        2 1.000
#> HP1502401_I20        1 0.000
#> HP1502401_B1         3 1.000
#> HP1502401_B11        3 0.000
#> HP1502401_C12        2 0.747
#> HP1504101T2D_J7      2 0.747
#> HP1504101T2D_G3      2 0.000
#> HP1504101T2D_P10     1 0.000
#> HP1502401_B12        1 0.000
#> HP1504101T2D_H10     1 0.000
#> HP1504101T2D_B23     1 0.000
#> HP1504101T2D_A6      2 1.000
#> HP1504101T2D_I8      2 1.000
#> HP1504101T2D_J10     1 0.000
#> HP1504101T2D_J16     2 0.000
#> HP1504101T2D_C21     2 0.747
#> HP1502401_O4         2 1.000
#> HP1502401_F24        3 1.000
#> HP1504101T2D_M8      2 1.000
#> HP1504101T2D_J12     1 0.000
#> HP1502401_C9         1 0.000
#> HP1504101T2D_A1      1 0.000
#> HP1504101T2D_I21     1 0.000
#> HP1504101T2D_K8      2 0.000
#> HP1504101T2D_O18     1 0.000
#> HP1504101T2D_D24     2 1.000
#> HP1502401_B2         1 0.000
#> HP1504101T2D_H16     1 0.000
#> HP1504101T2D_L20     1 0.000
#> HP1502401_L15        2 1.000
#> HP1504101T2D_P21     2 1.000
#> HP1502401_L9         1 0.000
#> HP1502401_D9         1 0.000
#> HP1504101T2D_H19     1 0.000
#> HP1502401_A20        1 0.751
#> HP1502401_J16        3 0.751
#> HP1504101T2D_C7      1 0.000
#> HP1502401_J17        2 1.000
#> HP1502401_M3         2 1.000
#> HP1504101T2D_A9      1 0.000
#> HP1504101T2D_A12     2 1.000
#> HP1504101T2D_H13     1 0.498
#> HP1502401_E10        2 1.000
#> HP1504101T2D_A22     1 1.000
#> HP1504101T2D_O9      2 0.498
#> HP1504101T2D_F14     2 1.000
#> HP1504101T2D_J4      1 0.000
#> HP1504101T2D_J17     1 0.000
#> HP1504101T2D_N1      2 1.000
#> HP1504101T2D_K7      1 0.000
#> HP1504101T2D_C8      1 0.000
#> HP1504101T2D_H23     2 1.000
#> HP1502401_N10        2 0.498
#> HP1502401_G5         2 1.000
#> HP1502401_H20        2 1.000
#> HP1504101T2D_A3      1 0.000
#> HP1504101T2D_I23     2 0.751
#> HP1502401_O20        2 1.000
#> HP1504101T2D_D9      2 1.000
#> HP1504101T2D_B5      2 1.000
#> HP1504101T2D_G20     1 0.502
#> HP1504101T2D_L5      3 1.000
#> HP1504101T2D_M22     1 0.751
#> HP1502401_H24        2 0.751
#> HP1502401_G9         1 0.000
#> HP1502401_A6         2 1.000
#> HP1504101T2D_O20     2 1.000
#> HP1504101T2D_E15     2 1.000
#> HP1502401_O7         2 1.000
#> HP1502401_C22        1 0.000
#> HP1504101T2D_B7      2 0.000
#> HP1502401_E12        1 0.498
#> HP1502401_L4         3 0.249
#> HP1502401_C5         2 1.000
#> HP1504101T2D_L24     2 1.000
#> HP1504101T2D_B12     2 0.751
#> HP1504101T2D_N24     2 0.502
#> HP1502401_L24        1 0.000
#> HP1504101T2D_N18     1 0.000
#> HP1504101T2D_H2      2 1.000
#> HP1502401_A2         2 1.000
#> HP1502401_D2         2 1.000
#> HP1504101T2D_N22     2 1.000
#> HP1502401_O17        3 0.000
#> HP1504101T2D_O5      1 0.751
#> HP1504101T2D_E22     2 1.000
#> HP1504101T2D_E8      2 1.000
#> HP1502401_M6         3 1.000
#> HP1504101T2D_L1      2 1.000
#> HP1504101T2D_C20     2 1.000
#> HP1504101T2D_H17     2 1.000
#> HP1504101T2D_L4      2 0.751
#> HP1502401_F8         1 0.000
#> HP1504101T2D_P7      2 1.000
#> HP1502401_B9         1 0.000
#> HP1504101T2D_J14     3 0.000
#> HP1502401_M17        3 0.000
#> HP1504101T2D_O10     2 1.000
#> HP1504101T2D_D20     1 0.498
#> HP1502401_H12        2 1.000
#> HP1504101T2D_K3      1 0.000
#> HP1504101T2D_D4      1 0.000
#> HP1504101T2D_E21     2 0.253
#> HP1504101T2D_K20     2 0.249
#> HP1504101T2D_I22     2 1.000
#> HP1502401_F9         3 1.000
#> HP1504101T2D_M13     1 0.000
#> HP1504101T2D_H4      2 1.000
#> HP1502401_F16        3 0.000
#> HP1502401_M20        2 1.000
#> HP1504101T2D_K17     2 0.249
#> HP1504101T2D_L10     2 1.000
#> HP1504101T2D_I2      3 0.249
#> HP1504101T2D_K21     1 0.000
#> HP1504101T2D_J3      2 0.249
#> HP1502401_E23        2 1.000
#> HP1502401_A24        2 1.000
#> HP1504101T2D_F9      1 0.000
#> HP1502401_M11        2 1.000
#> HP1504101T2D_I11     1 0.000
#> HP1502401_I8         2 0.498
#> HP1504101T2D_H21     2 1.000
#> HP1504101T2D_A21     1 0.000
#> HP1502401_F23        2 1.000
#> HP1504101T2D_O3      2 1.000
#> HP1504101T2D_N2      2 0.253
#> HP1504101T2D_J20     2 0.751
#> HP1504101T2D_C6      1 0.249
#> HP1504101T2D_L3      2 1.000
#> HP1504101T2D_P11     2 1.000
#> HP1502401_E24        2 1.000
#> HP1504101T2D_J8      1 0.000
#> HP1504101T2D_G21     2 1.000
#> HP1502401_A5         1 0.498
#> HP1504101T2D_F3      2 0.249
#> HP1504101T2D_J1      2 0.751
#> HP1502401_N14        1 0.000
#> HP1502401_M21        2 1.000
#> HP1504101T2D_C3      1 0.000
#> HP1504101T2D_F1      2 0.747
#> HP1504101T2D_P4      1 0.000
#> HP1502401_I12        2 1.000
#> HP1504101T2D_P5      2 1.000
#> HP1502401_K21        2 1.000
#> HP1504101T2D_N8      2 0.751
#> HP1502401_I19        1 1.000
#> HP1502401_C20        2 1.000
#> HP1504101T2D_G23     2 1.000
#> HP1502401_H16        2 1.000
#> HP1502401_J24        2 1.000
#> HP1502401_C17        1 0.000
#> HP1504101T2D_E12     1 0.000
#> HP1504101T2D_A2      1 0.000
#> HP1504101T2D_K11     1 0.000
#> HP1504101T2D_D15     2 1.000
#> HP1504101T2D_E2      1 0.000
#> HP1504101T2D_D23     2 1.000
#> HP1504101T2D_N6      2 1.000
#> HP1504101T2D_N23     1 0.000
#> HP1502401_L20        2 1.000
#> HP1504101T2D_A16     1 0.000
#> HP1502401_E18        1 0.000
#> HP1504101T2D_O17     1 0.249
#> HP1502401_N20        2 1.000
#> HP1502401_E11        2 1.000
#> HP1502401_C24        1 0.000
#> HP1504101T2D_H1      2 1.000
#> HP1502401_K11        3 0.000
#> HP1502401_M16        2 1.000
#> HP1502401_E2         2 1.000
#> HP1504101T2D_D12     2 1.000
#> HP1504101T2D_H22     2 0.747
#> HP1504101T2D_M12     1 0.000
#> HP1502401_B10        3 1.000
#> HP1502401_F20        2 1.000
#> HP1504101T2D_D3      1 0.000
#> HP1504101T2D_B13     2 0.751
#> HP1504101T2D_F19     2 1.000
#> HP1504101T2D_F13     2 1.000
#> HP1502401_B16        2 1.000
#> HP1502401_C1         2 0.000
#> HP1502401_C21        2 1.000
#> HP1504101T2D_F21     1 0.000
#> HP1504101T2D_J9      2 0.747
#> HP1502401_I21        2 0.000
#> HP1504101T2D_K15     1 0.000
#> HP1504101T2D_H24     2 1.000
#> HP1502401_I17        1 0.000
#> HP1502401_C7         2 1.000
#> HP1504101T2D_F24     1 0.253
#> HP1504101T2D_P20     1 0.502
#> HP1504101T2D_B14     1 1.000
#> HP1502401_H19        2 1.000
#> HP1502401_F6         1 0.000
#> HP1502401_L1         2 1.000
#> HP1502401_F1         1 0.000
#> HP1502401_J2         2 0.249
#> HP1502401_C3         1 0.000
#> HP1504101T2D_E20     2 1.000
#> HP1504101T2D_H3      1 0.000
#> HP1502401_I24        2 1.000
#> HP1504101T2D_P12     2 1.000
#> HP1504101T2D_C16     2 1.000
#> HP1502401_N21        3 1.000
#> HP1502401_A10        2 1.000
#> HP1502401_M22        2 0.498
#> HP1502401_A17        2 1.000
#> HP1504101T2D_O2      1 0.000
#> HP1504101T2D_A8      2 1.000
#> HP1502401_J12        3 1.000
#> HP1504101T2D_A14     1 0.249
#> HP1504101T2D_I12     1 1.000
#> HP1504101T2D_H15     2 0.249
#> HP1504101T2D_J22     2 1.000
#> HP1502401_F21        2 1.000
#> HP1502401_H1         2 1.000
#> HP1504101T2D_O11     2 1.000
#> HP1504101T2D_M23     2 1.000
#> HP1502401_K7         1 0.498
#> HP1504101T2D_J5      2 0.000
#> HP1502401_I23        2 1.000
#> HP1504101T2D_G8      2 1.000
#> HP1504101T2D_K14     1 0.000
#> HP1502401_O3         3 0.498
#> HP1502401_F10        2 1.000
#> HP1502401_H18        2 1.000
#> HP1502401_E3         2 1.000
#> HP1504101T2D_J24     2 1.000
#> HP1502401_J9         1 0.498
#> HP1504101T2D_D5      2 0.751
#> HP1504101T2D_D11     2 0.000
#> HP1504101T2D_F4      1 0.000
#> HP1504101T2D_O23     2 0.498
#> HP1502401_N3         2 1.000
#> HP1504101T2D_L18     2 1.000
#> HP1504101T2D_F20     2 1.000
#> HP1502401_N16        2 0.751
#> HP1504101T2D_K18     2 0.747
#> HP1504101T2D_P18     2 1.000
#> HP1502401_E9         2 1.000
#> HP1504101T2D_M3      3 1.000
#> HP1504101T2D_G11     1 0.249
#> HP1504101T2D_L19     2 1.000
#> HP1504101T2D_G18     1 0.000
#> HP1504101T2D_N5      2 1.000
#> HP1502401_N19        2 1.000
#> HP1502401_B8         2 1.000
#> HP1502401_E20        2 1.000
#> HP1504101T2D_O1      1 0.000
#> HP1504101T2D_A23     2 0.747
#> HP1504101T2D_D6      2 1.000
#> HP1502401_K20        2 1.000
#> HP1502401_D15        1 0.000
#> HP1504101T2D_N16     2 1.000
#> HP1502401_B23        2 1.000
#> HP1504101T2D_O24     2 1.000
#> HP1502401_H9         1 0.000
#> HP1504101T2D_A18     2 1.000
#> HP1504101T2D_F16     2 1.000
#> HP1502401_I10        1 1.000
#> AZ_A1                1 0.000
#> AZ_A2                3 0.751
#> AZ_A3                1 0.249
#> AZ_B6                1 0.249
#> AZ_B9                2 1.000
#> AZ_B4                1 1.000
#> AZ_A6                2 1.000
#> AZ_C11               2 1.000
#> AZ_B10               3 1.000
#> AZ_A4                1 0.498
#> AZ_C10               2 1.000
#> AZ_A5                1 1.000
#> AZ_C12               1 0.000
#> AZ_B8                2 1.000
#> AZ_B1                2 1.000
#> AZ_A12               3 0.000
#> AZ_B7                1 0.751
#> AZ_C1                2 1.000
#> AZ_A9                1 1.000
#> AZ_A8                3 1.000
#> AZ_A11               2 1.000
#> AZ_C2                2 1.000
#> AZ_B11               2 1.000
#> AZ_B12               2 1.000
#> AZ_B2                2 1.000
#> AZ_B3                2 1.000
#> AZ_A7                2 1.000
#> AZ_A10               2 1.000
#> AZ_C3                2 1.000
#> AZ_B5                2 1.000
#> AZ_E12               2 1.000
#> AZ_G12               1 0.751
#> AZ_F10               1 0.000
#> AZ_H4                1 1.000
#> AZ_D3                2 1.000
#> AZ_E4                2 1.000
#> AZ_G6                2 1.000
#> AZ_H5                3 0.000
#> AZ_G4                3 0.000
#> AZ_E10               1 0.000
#> AZ_G10               3 0.000
#> AZ_D6                2 1.000
#> AZ_H1                3 0.000
#> AZ_G3                3 0.000
#> AZ_H11               3 1.000
#> AZ_D9                3 0.000
#> AZ_D5                3 0.000
#> AZ_H8                1 0.000
#> AZ_G11               1 0.000
#> AZ_F3                1 1.000
#> AZ_G5                2 1.000
#> AZ_H2                3 0.000
#> AZ_E11               1 0.000
#> AZ_E2                2 1.000
#> AZ_H10               2 1.000
#> AZ_F6                2 0.751
#> AZ_G7                1 0.000
#> AZ_F5                2 0.751
#> AZ_G9                1 0.000
#> AZ_D8                2 1.000
#> AZ_E3                3 1.000
#> AZ_D10               1 0.502
#> AZ_E7                2 1.000
#> AZ_E1                1 0.000
#> AZ_G2                3 0.000
#> AZ_H6                3 0.000
#> AZ_F9                3 0.747
#> AZ_C8                2 1.000
#> AZ_C7                1 0.747
#> AZ_H12               3 0.000
#> AZ_H7                1 1.000
#> AZ_D1                1 0.000
#> AZ_E5                2 1.000
#> AZ_D12               3 0.751
#> AZ_F4                2 1.000
#> AZ_F7                2 1.000
#> AZ_G8                1 0.000
#> AZ_H3                1 0.747
#> AZ_F12               1 0.000
#> AZ_C4                2 1.000
#> AZ_C5                2 1.000
#> AZ_D7                2 1.000
#> AZ_D4                2 1.000
#> AZ_F2                2 1.000
#> AZ_D11               1 1.000
#> AZ_E8                2 1.000
#> AZ_F1                2 1.000
#> AZ_F8                2 1.000
#> AZ_C9                2 1.000
#> AZ_G1                2 1.000
#> AZ_F11               1 1.000
#> AZ_C6                1 0.000
#> AZ_E9                2 1.000
#> AZ_H9                3 0.000
#> AZ_D2                3 0.000
#> AZ_E6                1 0.000
#> HP1508501T2D_E3      1 0.000
#> HP1508501T2D_C1      1 0.000
#> HP1508501T2D_O2      1 0.000
#> HP1508501T2D_E2      1 0.249
#> HP1508501T2D_M2      1 0.000
#> HP1508501T2D_C3      1 0.000
#> HP1508501T2D_M1      3 1.000
#> HP1508501T2D_A2      1 0.000
#> HP1508501T2D_K2      2 0.000
#> HP1508501T2D_A1      1 0.000
#> HP1508501T2D_E1      2 0.000
#> HP1508501T2D_A3      2 0.000
#> HP1508501T2D_I2      3 1.000
#> HP1508501T2D_O1      2 0.000
#> HP1508501T2D_G2      2 0.000
#> HP1508501T2D_I1      2 0.000
#> HP1508501T2D_C2      2 0.000
#> HP1508501T2D_K1      3 1.000
#> HP1508501T2D_G3      2 0.000
#> HP1508501T2D_G1      2 0.000
#> HP1508501T2D_D23     1 0.000
#> HP1508501T2D_C20     3 1.000
#> HP1508501T2D_M9      3 1.000
#> HP1508501T2D_L13     2 0.000
#> HP1508501T2D_K13     1 0.000
#> HP1508501T2D_O4      3 1.000
#> HP1508501T2D_N1      2 0.000
#> HP1508501T2D_P7      2 0.000
#> HP1508501T2D_N14     1 0.000
#> HP1508501T2D_B15     2 0.000
#> HP1508501T2D_D2      2 0.000
#> HP1508501T2D_D20     1 0.000
#> HP1508501T2D_I5      1 0.000
#> HP1508501T2D_H11     2 0.502
#> HP1508501T2D_E24     3 1.000
#> HP1508501T2D_B18     2 0.000
#> HP1508501T2D_G15     2 0.000
#> HP1508501T2D_M20     2 0.000
#> HP1508501T2D_C6      1 0.000
#> HP1508501T2D_B23     2 0.000
#> HP1508501T2D_K11     1 0.000
#> HP1508501T2D_A8      2 0.000
#> HP1508501T2D_J21     2 0.000
#> HP1508501T2D_A13     2 0.000
#> HP1508501T2D_O3      2 0.000
#> HP1508501T2D_F3      2 0.000
#> HP1508501T2D_M17     2 0.000
#> HP1508501T2D_I15     2 0.000
#> HP1508501T2D_E6      3 1.000
#> HP1508501T2D_E14     3 1.000
#> HP1508501T2D_G16     1 0.000
#> HP1508501T2D_M19     2 0.000
#> HP1508501T2D_D17     2 0.000
#> HP1508501T2D_L18     2 0.000
#> HP1508501T2D_A23     3 1.000
#> HP1508501T2D_M3      2 0.000
#> HP1508501T2D_L20     3 0.253
#> HP1508501T2D_L8      1 0.000
#> HP1508501T2D_F17     2 0.000
#> HP1508501T2D_L19     1 0.000
#> HP1508501T2D_A10     3 1.000
#> HP1508501T2D_H24     1 0.000
#> HP1508501T2D_D7      1 0.000
#> HP1508501T2D_P14     2 0.000
#> HP1508501T2D_O21     1 0.000
#> HP1508501T2D_I24     2 0.000
#> HP1508501T2D_L12     1 0.000
#> HP1508501T2D_H22     3 0.502
#> HP1508501T2D_I20     3 1.000
#> HP1508501T2D_F4      2 0.000
#> HP1508501T2D_F12     2 0.498
#> HP1508501T2D_P10     1 0.000
#> HP1508501T2D_N9      3 1.000
#> HP1508501T2D_H5      2 0.000
#> HP1508501T2D_A19     2 0.000
#> HP1508501T2D_B9      1 0.000
#> HP1508501T2D_H2      2 0.498
#> HP1508501T2D_J23     3 1.000
#> HP1508501T2D_A20     1 0.000
#> HP1508501T2D_P24     1 0.000
#> HP1508501T2D_G7      1 0.000
#> HP1508501T2D_B17     2 0.000
#> HP1508501T2D_A6      1 0.249
#> HP1508501T2D_D5      2 0.000
#> HP1508501T2D_H8      1 0.000
#> HP1508501T2D_K8      1 0.000
#> HP1508501T2D_I3      2 0.000
#> HP1508501T2D_I8      2 0.000
#> HP1508501T2D_L6      2 0.000
#> HP1508501T2D_B5      3 0.502
#> HP1508501T2D_C14     3 1.000
#> HP1508501T2D_J11     2 0.000
#> HP1508501T2D_F16     2 0.000
#> HP1508501T2D_L7      2 1.000
#> HP1508501T2D_O16     1 0.000
#> HP1508501T2D_L14     2 0.000
#> HP1508501T2D_N7      2 0.000
#> HP1508501T2D_M15     2 0.000
#> HP1508501T2D_O24     1 0.000
#> HP1508501T2D_K22     2 0.000
#> HP1508501T2D_H17     2 0.000
#> HP1508501T2D_G10     2 0.000
#> HP1508501T2D_M22     2 0.000
#> HP1508501T2D_M24     1 0.000
#> HP1508501T2D_N13     2 0.000
#> HP1508501T2D_F14     2 0.000
#> HP1508501T2D_D6      3 0.751
#> HP1508501T2D_G9      1 0.000
#> HP1508501T2D_E12     2 0.000
#> HP1508501T2D_J10     1 0.000
#> HP1508501T2D_C7      1 0.000
#> HP1508501T2D_P3      2 0.000
#> HP1508501T2D_H20     1 0.000
#> HP1508501T2D_H4      2 0.000
#> HP1508501T2D_E18     2 0.000
#> HP1508501T2D_G11     2 0.000
#> HP1508501T2D_I6      1 0.000
#> HP1508501T2D_P11     3 1.000
#> HP1508501T2D_L16     2 0.000
#> HP1508501T2D_N3      1 0.000
#> HP1508501T2D_P9      3 1.000
#> HP1508501T2D_F8      2 0.000
#> HP1508501T2D_O14     3 0.751
#> HP1508501T2D_D1      2 1.000
#> HP1508501T2D_A22     1 0.000
#> HP1508501T2D_L10     2 0.000
#> HP1508501T2D_F13     1 0.000
#> HP1508501T2D_N24     2 0.000
#> HP1508501T2D_O7      2 0.000
#> HP1508501T2D_P17     1 0.000
#> HP1508501T2D_C9      2 0.000
#> HP1508501T2D_K21     3 1.000
#> HP1508501T2D_O15     1 0.000
#> HP1508501T2D_F22     1 1.000
#> HP1508501T2D_H1      1 0.000
#> HP1508501T2D_H6      2 0.249
#> HP1508501T2D_E15     2 0.000
#> HP1508501T2D_J9      3 1.000
#> HP1508501T2D_N19     1 0.000
#> HP1508501T2D_B11     3 1.000
#> HP1508501T2D_B19     1 0.000
#> HP1508501T2D_E10     2 1.000
#> HP1508501T2D_I18     2 0.249
#> HP1508501T2D_M11     1 0.000
#> HP1508501T2D_B21     2 0.249
#> HP1508501T2D_N17     2 0.000
#> HP1508501T2D_G12     2 0.000
#> HP1508501T2D_C13     2 0.000
#> HP1508501T2D_L3      1 0.000
#> HP1508501T2D_E22     2 0.253
#> HP1508501T2D_A24     2 0.000
#> HP1508501T2D_K16     3 1.000
#> HP1508501T2D_P5      1 0.000
#> HP1508501T2D_N20     3 0.751
#> HP1508501T2D_M4      3 1.000
#> HP1508501T2D_N2      2 0.000
#> HP1508501T2D_K18     2 0.751
#> HP1508501T2D_B8      2 0.000
#> HP1508501T2D_N22     2 1.000
#> HP1508501T2D_I16     2 0.000
#> HP1508501T2D_C24     2 0.000
#> HP1508501T2D_H13     2 0.000
#> HP1508501T2D_M7      2 0.000
#> HP1508501T2D_A16     3 1.000
#> HP1508501T2D_L21     2 0.000
#> HP1508501T2D_G19     2 0.000
#> HP1508501T2D_F1      3 0.000
#> HP1508501T2D_P15     1 0.000
#> HP1508501T2D_E7      2 0.000
#> HP1508501T2D_I11     2 0.000
#> HP1508501T2D_K7      2 0.000
#> HP1508501T2D_O9      2 0.000
#> HP1508501T2D_H12     2 0.249
#> HP1508501T2D_K4      2 0.000
#> HP1508501T2D_I17     2 0.000
#> HP1508501T2D_P18     1 0.000
#> HP1508501T2D_O13     2 0.000
#> HP1508501T2D_H18     2 0.000
#> HP1508501T2D_M16     3 0.502
#> HP1508501T2D_O18     1 0.000
#> HP1508501T2D_L4      1 0.000
#> HP1508501T2D_P21     1 0.000
#> HP1508501T2D_H3      2 0.000
#> HP1508501T2D_C10     2 0.000
#> HP1508501T2D_F10     1 0.000
#> HP1508501T2D_L11     3 1.000
#> HP1508501T2D_B20     3 1.000
#> HP1508501T2D_B4      3 1.000
#> HP1508501T2D_J17     2 0.000
#> HP1508501T2D_C23     2 0.000
#> HP1508501T2D_K17     2 0.000
#> HP1508501T2D_G14     2 0.000
#> HP1508501T2D_D3      2 0.000
#> HP1508501T2D_L22     1 0.000
#> HP1508501T2D_K20     3 0.751
#> HP1508501T2D_L1      1 0.000
#> HP1508501T2D_D16     2 0.000
#> HP1508501T2D_G24     2 0.000
#> HP1508501T2D_B10     3 1.000
#> HP1508501T2D_J13     2 0.000
#> HP1508501T2D_P8      2 0.000
#> HP1508501T2D_N18     2 0.498
#> HP1508501T2D_G5      1 0.000
#> HP1508501T2D_M18     2 0.000
#> HP1508501T2D_B2      1 0.000
#> HP1508501T2D_P22     1 0.000
#> HP1508501T2D_A7      1 0.000
#> HP1508501T2D_C22     1 0.000
#> HP1508501T2D_I22     2 1.000
#> HP1508501T2D_O10     1 0.000
#> HP1508501T2D_P23     1 0.000
#> HP1508501T2D_G20     2 0.000
#> HP1508501T2D_K12     3 1.000
#> HP1508501T2D_J20     2 0.000
#> HP1508501T2D_K5      1 0.000
#> HP1508501T2D_K6      3 1.000
#> HP1508501T2D_P12     1 0.000
#> HP1508501T2D_J4      2 0.000
#> HP1508501T2D_M14     3 1.000
#> HP1508501T2D_B1      1 0.000
#> HP1508501T2D_F21     2 0.000
#> HP1508501T2D_C19     2 0.000
#> HP1508501T2D_E8      2 0.000
#> HP1508501T2D_G8      1 0.000
#> HP1508501T2D_F19     1 0.000
#> HP1508501T2D_I23     3 0.747
#> HP1508501T2D_M8      3 1.000
#> HP1508501T2D_A5      1 0.000
#> HP1508501T2D_E17     2 0.000
#> HP1508501T2D_B22     3 0.751
#> HP1508501T2D_F7      2 0.000
#> HP1508501T2D_E19     2 0.000
#> HP1508501T2D_J7      1 0.000
#> HP1508501T2D_H16     2 0.000
#> HP1508501T2D_J12     2 0.000
#> HP1508501T2D_H9      1 0.000
#> HP1508501T2D_O22     1 0.000
#> HP1508501T2D_F9      3 1.000
#> HP1508501T2D_G17     2 0.000
#> HP1508501T2D_F15     2 0.751
#> HP1508501T2D_C21     1 0.000
#> HP1508501T2D_C15     3 1.000
#> HP1508501T2D_N4      2 0.000
#> HP1508501T2D_I10     2 0.000
#> HP1508501T2D_I14     3 1.000
#> HP1508501T2D_N15     2 0.000
#> HP1508501T2D_L23     3 1.000
#> HP1508501T2D_J3      2 0.000
#> HP1508501T2D_B24     2 0.502
#> HP1508501T2D_E4      2 0.000
#> HP1508501T2D_G21     3 1.000
#> HP1508501T2D_H23     3 1.000
#> HP1508501T2D_L2      2 0.000
#> HP1508501T2D_D9      2 0.000
#> HP1508501T2D_D21     2 0.498
#> HP1508501T2D_L15     2 0.000
#> HP1508501T2D_G18     2 0.000
#> HP1508501T2D_N16     1 0.000
#> HP1508501T2D_O5      1 0.000
#> HP1508501T2D_E23     2 0.249
#> HP1508501T2D_D14     2 0.000
#> HP1508501T2D_B6      1 0.000
#> HP1508501T2D_O8      2 0.000
#> HP1508501T2D_D24     2 0.000
#> HP1508501T2D_C12     2 0.000
#> HP1508501T2D_K15     2 0.000
#> HP1508501T2D_J22     2 0.249
#> HP1508501T2D_F18     2 0.000
#> HP1508501T2D_N23     2 0.000
#> HP1508501T2D_A17     2 0.000
#> HP1508501T2D_L24     2 0.000
#> HP1508501T2D_C11     2 0.000
#> HP1508501T2D_A9      1 0.000
#> HP1508501T2D_I9      1 0.000
#> HP1508501T2D_P2      2 0.000
#> HP1508501T2D_C8      2 0.000
#> HP1508501T2D_D13     3 1.000
#> HP1508501T2D_O20     1 0.000
#> HP1508501T2D_D12     1 0.000
#> HP1508501T2D_F5      1 0.249
#> HP1508501T2D_A4      1 0.000
#> HP1508501T2D_L17     2 0.000
#> HP1508501T2D_D15     2 0.000
#> HP1508501T2D_C5      1 0.000
#> HP1508501T2D_B7      1 0.000
#> HP1508501T2D_B14     2 0.000
#> HP1508501T2D_F11     2 0.249
#> HP1508501T2D_C16     3 1.000
#> HP1508501T2D_F24     1 0.000
#> HP1508501T2D_C18     2 0.000
#> HP1508501T2D_O17     1 0.000
#> HP1508501T2D_O12     2 0.000
#> HP1508501T2D_J14     2 0.000
#> HP1508501T2D_G6      3 1.000
#> HP1508501T2D_L5      2 0.000
#> HP1508501T2D_M23     2 1.000
#> HP1508501T2D_K10     1 0.000
#> HP1508501T2D_J5      3 1.000
#> HP1508501T2D_N10     2 0.000
#> HP1508501T2D_K23     2 0.000
#> HP1508501T2D_P1      2 0.000
#> HP1508501T2D_F6      1 0.000
#> HP1508501T2D_N11     2 0.000
#> HP1508501T2D_F23     1 0.000
#> HP1508501T2D_K24     3 0.747
#> HP1508501T2D_D11     3 0.751
#> HP1508501T2D_M12     2 0.000
#> HP1508501T2D_I4      2 0.000
#> HP1508501T2D_K19     2 0.000
#> HP1508501T2D_N6      2 0.000
#> HP1508501T2D_I19     2 0.000
#> HP1508501T2D_J6      2 0.000
#> HP1508501T2D_B12     2 0.000
#> HP1508501T2D_B13     1 0.000
#> HP1508501T2D_K14     2 0.000
#> HP1508501T2D_N5      1 0.751
#> HP1508501T2D_D4      1 0.000
#> HP1508501T2D_A21     1 0.000
#> HP1508501T2D_J16     2 0.000
#> HP1508501T2D_H10     2 0.000
#> HP1508501T2D_M13     1 0.000
#> HP1508501T2D_M5      3 0.000
#> HP1508501T2D_H21     2 0.498
#> HP1508501T2D_D18     2 0.000
#> HP1508501T2D_G13     2 0.000
#> HP1508501T2D_N21     2 0.000
#> HP1508501T2D_F2      2 0.000
#> HP1508501T2D_E20     2 0.000
#> HP1508501T2D_J2      3 1.000
#> HP1508501T2D_J8      2 0.000
#> HP1508501T2D_O19     1 0.000
#> HP1508501T2D_P6      3 1.000
#> HP1508501T2D_P19     1 0.000
#> HP1508501T2D_C4      2 0.502
#> HP1508501T2D_O6      1 0.000
#> HP1508501T2D_E5      1 0.000
#> HP1508501T2D_H15     3 0.498
#> HP1508501T2D_G23     2 0.000
#> HP1508501T2D_A14     2 0.000
#> HP1508501T2D_I7      2 1.000
#> HP1508501T2D_A12     2 0.000
#> HP1508501T2D_O11     2 0.000
#> HP1508501T2D_B3      2 0.000
#> HP1508501T2D_A15     2 0.000
#> HP1508501T2D_I12     2 0.000
#> HP1508501T2D_J1      2 0.249
#> HP1508501T2D_M10     2 0.000
#> HP1508501T2D_A11     2 0.000
#> HP1508501T2D_H14     3 1.000
#> HP1508501T2D_D19     1 0.000
#> HP1508501T2D_K9      3 1.000
#> HP1508501T2D_E21     1 0.000
#> HP1508501T2D_J24     2 0.498
#> HP1508501T2D_N12     1 0.000
#> HP1508501T2D_H7      1 0.000
#> HP1508501T2D_J18     2 0.000
#> HP1508501T2D_E11     2 0.000
#> HP1508501T2D_F20     2 0.000
#> HP1508501T2D_G4      2 0.000
#> HP1508501T2D_J19     1 0.747
#> HP1508501T2D_I13     2 0.000
#> HP1508501T2D_D8      2 0.000
#> HP1508501T2D_L9      2 0.000
#> HP1508501T2D_O23     1 0.000
#> HP1508501T2D_M6      1 0.000
#> HP1508501T2D_A18     1 0.000
#> HP1508501T2D_E9      2 0.000
#> HP1508501T2D_C17     3 1.000
#> HP1508501T2D_D22     3 0.253
#> HP1508501T2D_E16     1 1.000
#> HP1508501T2D_D10     2 0.000
#> HP1508501T2D_B16     2 0.000
#> HP1508501T2D_G22     2 0.000
#> HP1508501T2D_E13     2 0.000
#> HP1508501T2D_I21     3 1.000
#> HP1508501T2D_H19     1 0.000
#> HP1508501T2D_P20     1 0.000
#> HP1508501T2D_M21     1 0.000
#> HP1508501T2D_P16     1 0.000
#> HP1508501T2D_K3      2 0.000
#> HP1508501T2D_N8      2 0.000
#> HP1508501T2D_J15     2 0.000
#> HP1506401_E1         1 0.000
#> HP1506401_A3         1 0.000
#> HP1506401_A2         1 0.000
#> HP1506401_I2         3 1.000
#> HP1506401_O1         1 0.000
#> HP1506401_E2         1 0.000
#> HP1506401_C2         1 0.000
#> HP1506401_M2         1 0.000
#> HP1506401_G3         3 1.000
#> HP1506401_A1         1 0.000
#> HP1506401_C1         1 0.000
#> HP1506401_K1         3 1.000
#> HP1506401_I1         3 1.000
#> HP1506401_G2         2 0.498
#> HP1506401_C3         1 0.000
#> HP1506401_K2         2 0.000
#> HP1506401_M1         2 0.000
#> HP1506401_E3         1 0.498
#> HP1506401_G1         2 0.000
#> HP1506401_O2         2 0.000
#> HP1506401_M9         1 0.000
#> HP1506401_E10        1 0.000
#> HP1506401_D14        3 1.000
#> HP1506401_A9         3 1.000
#> HP1506401_K10        1 0.000
#> HP1506401_N6         1 0.000
#> HP1506401_B22        3 1.000
#> HP1506401_N10        2 0.000
#> HP1506401_D15        2 0.000
#> HP1506401_N7         1 0.000
#> HP1506401_D21        1 0.000
#> HP1506401_J9         2 0.000
#> HP1506401_F7         1 0.000
#> HP1506401_E7         1 0.000
#> HP1506401_K12        3 1.000
#> HP1506401_N1         3 1.000
#> HP1506401_C18        1 0.000
#> HP1506401_G14        2 0.000
#> HP1506401_O16        2 0.000
#> HP1506401_D3         2 0.000
#> HP1506401_E23        2 0.000
#> HP1506401_G21        2 0.000
#> HP1506401_B17        2 0.000
#> HP1506401_N9         2 0.000
#> HP1506401_J5         3 1.000
#> HP1506401_C9         3 1.000
#> HP1506401_J19        1 0.000
#> HP1506401_C14        1 0.000
#> HP1506401_L12        1 0.000
#> HP1506401_C21        1 0.000
#> HP1506401_B7         1 0.000
#> HP1506401_L19        1 0.000
#> HP1506401_M16        2 0.000
#> HP1506401_H15        2 0.000
#> HP1506401_A18        1 0.000
#> HP1506401_C19        1 0.000
#> HP1506401_P8         1 0.000
#> HP1506401_C12        1 0.000
#> HP1506401_H16        2 0.000
#> HP1506401_A19        1 0.000
#> HP1506401_C24        2 1.000
#> HP1506401_E6         3 1.000
#> HP1506401_F6         1 0.000
#> HP1506401_N21        1 0.000
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#> HP1526901T2D_K6      2 0.000
#> HP1525301T2D_C16     3 0.502
#> HP1525301T2D_I18     2 0.000
#> HP1525301T2D_M11     2 0.000
#> HP1526901T2D_J6      3 0.000
#> HP1525301T2D_C20     1 0.000
#> HP1525301T2D_D18     1 0.000
#> HP1525301T2D_I23     2 0.747
#> HP1526901T2D_L16     2 0.000
#> HP1526901T2D_J16     1 0.751
#> HP1526901T2D_F2      2 0.000
#> HP1525301T2D_K14     2 0.000
#> HP1525301T2D_J7      2 0.000
#> HP1525301T2D_B1      2 0.000
#> HP1525301T2D_C4      3 1.000
#> HP1525301T2D_J21     2 0.000
#> HP1525301T2D_E19     3 1.000
#> HP1526901T2D_C13     2 1.000
#> HP1525301T2D_B4      3 0.253
#> HP1525301T2D_F19     3 1.000
#> HP1526901T2D_D15     1 0.000
#> HP1525301T2D_B5      3 1.000
#> HP1526901T2D_G6      1 0.000
#> HP1526901T2D_C19     2 0.000
#> HP1526901T2D_E18     2 0.000
#> HP1525301T2D_I13     1 0.000
#> HP1525301T2D_N3      2 0.751
#> HP1525301T2D_P7      1 0.000
#> HP1525301T2D_D7      1 1.000
#> HP1525301T2D_I6      3 0.000
#> HP1525301T2D_N23     2 0.000
#> HP1526901T2D_H23     2 0.000
#> HP1526901T2D_G5      1 0.000
#> HP1525301T2D_G22     2 0.000
#> HP1525301T2D_J5      2 0.000
#> HP1525301T2D_D16     1 0.000
#> HP1525301T2D_C12     1 0.000
#> HP1525301T2D_K4      1 0.000
#> HP1525301T2D_F6      1 0.000
#> HP1525301T2D_D10     2 0.000
#> HP1525301T2D_H5      1 0.000
#> HP1526901T2D_F15     2 0.000
#> HP1526901T2D_O22     2 0.000
#> HP1526901T2D_M8      2 0.000
#> HP1525301T2D_C6      2 0.000
#> HP1526901T2D_G21     2 0.000
#> HP1525301T2D_D11     3 1.000
#> HP1526901T2D_I6      2 0.000
#> HP1526901T2D_H24     2 1.000
#> HP1525301T2D_E1      3 1.000
#> HP1526901T2D_J22     2 0.000
#> HP1526901T2D_N15     2 0.000
#> HP1525301T2D_G3      2 0.000
#> HP1525301T2D_E11     2 0.498
#> HP1525301T2D_C2      3 1.000
#> HP1526901T2D_A1      2 0.751
#> HP1525301T2D_D17     1 0.249
#> HP1526901T2D_F3      2 0.000
#> HP1526901T2D_P21     2 0.498
#> HP1525301T2D_B11     2 0.000
#> HP1526901T2D_J24     2 0.751
#> HP1526901T2D_M15     2 0.000
#> HP1526901T2D_F14     1 0.000
#> HP1526901T2D_K11     2 0.253
#> HP1526901T2D_G17     2 0.502
#> HP1526901T2D_L1      2 0.000
#> HP1526901T2D_P3      1 0.000
#> HP1526901T2D_L2      2 0.000
#> HP1525301T2D_M24     1 0.000
#> HP1526901T2D_M19     2 0.000
#> HP1526901T2D_A16     2 1.000
#> HP1525301T2D_N4      3 1.000
#> HP1526901T2D_B4      2 0.249
#> HP1526901T2D_F21     2 1.000
#> HP1525301T2D_M16     2 0.747
#> HP1526901T2D_K3      2 0.253
#> HP1525301T2D_B24     2 0.249
#> HP1526901T2D_B21     1 0.751
#> HP1526901T2D_O15     2 0.502
#> HP1526901T2D_O12     2 0.249
#> HP1526901T2D_J21     2 0.498
#> HP1525301T2D_O1      3 1.000
#> HP1525301T2D_E21     1 0.249
#> HP1525301T2D_O20     2 0.000
#> HP1525301T2D_E14     1 0.000
#> HP1525301T2D_O9      2 0.249
#> HP1525301T2D_B22     1 0.000
#> HP1526901T2D_G7      2 0.000
#> HP1526901T2D_J5      2 1.000
#> HP1525301T2D_G13     2 0.000
#> HP1525301T2D_F23     2 0.249
#> HP1526901T2D_F4      3 1.000
#> HP1526901T2D_I1      2 0.000
#> HP1526901T2D_L4      2 1.000
#> HP1526901T2D_L14     2 0.000
#> HP1525301T2D_L23     2 0.000
#> HP1525301T2D_H23     2 0.000
#> HP1525301T2D_I1      2 0.249
#> HP1526901T2D_F10     2 0.000
#> HP1525301T2D_B23     3 0.498
#> HP1526901T2D_J18     2 0.000
#> HP1526901T2D_I10     2 0.249
#> HP1525301T2D_I4      3 1.000
#> HP1526901T2D_B24     2 0.000
#> HP1525301T2D_C24     2 0.000
#> HP1525301T2D_P8      3 0.498
#> HP1526901T2D_G24     2 0.000
#> HP1526901T2D_J8      2 0.000
#> HP1525301T2D_M22     3 0.000
#> HP1525301T2D_C1      3 0.751
#> HP1526901T2D_P5      1 0.000
#> HP1525301T2D_K13     1 0.000
#> HP1526901T2D_P13     2 0.000
#> HP1526901T2D_G23     2 0.000
#> HP1525301T2D_A22     1 0.000
#> HP1526901T2D_P22     2 0.502
#> HP1525301T2D_A18     1 0.000
#> HP1525301T2D_J2      3 1.000
#> HP1526901T2D_H20     2 0.000
#> HP1525301T2D_G14     3 1.000
#> HP1526901T2D_L7      2 0.000
#> HP1526901T2D_N12     2 1.000
#> HP1525301T2D_N7      2 0.000
#> HP1525301T2D_L1      2 0.000
#> HP1526901T2D_F5      2 1.000
#> HP1525301T2D_I10     2 0.000
#> HP1525301T2D_G20     3 1.000
#> HP1526901T2D_E24     1 0.000
#> HP1526901T2D_K24     2 0.000
#> HP1525301T2D_M7      2 0.249
#> HP1526901T2D_E8      2 0.000
#> HP1526901T2D_P14     3 0.249
#> HP1526901T2D_N4      3 1.000
#> HP1525301T2D_N2      1 0.000
#> HP1526901T2D_O24     2 1.000
#> HP1526901T2D_O14     2 0.000
#> HP1526901T2D_G12     1 0.000
#> HP1525301T2D_H24     2 0.000
#> HP1525301T2D_P13     2 0.249
#> HP1526901T2D_E20     2 1.000
#> HP1526901T2D_L20     1 0.000
#> HP1525301T2D_O15     1 0.000
#> HP1525301T2D_H6      2 0.000
#> HP1525301T2D_C10     2 0.000
#> HP1526901T2D_B8      1 0.000
#> HP1526901T2D_C3      2 0.000
#> HP1526901T2D_N13     2 1.000
#> HP1526901T2D_L19     2 0.502
#> HP1525301T2D_H7      2 0.000
#> HP1525301T2D_G15     3 1.000
#> HP1526901T2D_J23     1 0.000
#> HP1526901T2D_E23     2 0.000
#> HP1525301T2D_D2      3 0.502
#> HP1526901T2D_D19     2 0.000
#> HP1525301T2D_I3      2 0.000
#> HP1526901T2D_B15     1 0.000
#> HP1525301T2D_E23     2 1.000
#> HP1526901T2D_N9      2 0.000
#> HP1525301T2D_I7      2 0.000
#> HP1526901T2D_B18     2 0.751
#> HP1526901T2D_O21     2 0.000
#> HP1526901T2D_G14     2 0.751
#> HP1525301T2D_E7      2 1.000
#> HP1525301T2D_F10     2 0.000
#> HP1525301T2D_K21     2 0.000
#> HP1525301T2D_M21     1 0.000
#> HP1525301T2D_E3      3 1.000
#> HP1526901T2D_A4      2 0.249
#> HP1526901T2D_M12     1 0.498
#> HP1525301T2D_H3      2 0.000
#> HP1526901T2D_D4      2 0.000
#> HP1525301T2D_J12     1 0.000
#> HP1526901T2D_G1      2 0.000
#> HP1526901T2D_M17     1 0.249
#> HP1525301T2D_N5      2 0.000
#> HP1525301T2D_A17     3 1.000
#> HP1526901T2D_C5      1 0.000
#> HP1525301T2D_E12     2 0.000
#> HP1526901T2D_L5      2 0.249
#> HP1525301T2D_O18     3 0.751
#> HP1526901T2D_A23     2 0.502
#> HP1525301T2D_C13     2 0.253
#> HP1526901T2D_K22     2 0.000
#> HP1526901T2D_F17     3 1.000
#> HP1526901T2D_N3      2 0.747
#> HP1526901T2D_K23     2 0.249
#> HP1525301T2D_O2      3 0.000
#> HP1526901T2D_K4      2 0.000
#> HP1525301T2D_I19     2 0.000
#> HP1526901T2D_P17     3 0.502
#> HP1526901T2D_O1      2 0.000
#> HP1525301T2D_L10     1 0.000
#> HP1525301T2D_F2      3 0.751
#> HP1526901T2D_M20     2 0.000
#> HP1526901T2D_O17     2 1.000
#> HP1525301T2D_H19     2 0.000
#> HP1526901T2D_M4      2 0.000
#> HP1526901T2D_D22     2 0.000
#> HP1525301T2D_A21     1 0.000
#> HP1525301T2D_I11     3 0.502
#> HP1525301T2D_J15     3 1.000
#> HP1526901T2D_J11     2 0.000
#> HP1525301T2D_P21     2 0.000
#> HP1525301T2D_M13     2 0.253
#> HP1526901T2D_A9      3 1.000
#> HP1526901T2D_E13     1 0.000
#> HP1525301T2D_P24     2 0.000
#> HP1525301T2D_I5      3 1.000
#> HP1526901T2D_H7      1 0.000
#> HP1525301T2D_L15     3 0.498
#> HP1525301T2D_J23     3 0.498
#> HP1526901T2D_P15     1 0.000
#> HP1525301T2D_P5      2 0.000
#> HP1526901T2D_G11     2 0.498
#> HP1525301T2D_F21     2 0.747
#> HP1526901T2D_J9      1 0.000
#> HP1525301T2D_A19     2 0.000
#> HP1526901T2D_P2      3 0.747
#> HP1526901T2D_A12     2 0.000
#> HP1526901T2D_K20     2 0.249
#> HP1526901T2D_B19     1 0.000
#> HP1525301T2D_J16     2 0.751
#> HP1525301T2D_A8      1 0.000
#> HP1526901T2D_N22     1 0.000
#> HP1525301T2D_F7      2 0.000
#> HP1526901T2D_E9      2 0.000
#> HP1526901T2D_D20     1 0.000
#> HP1526901T2D_F24     2 0.249
#> HP1526901T2D_B16     1 0.000
#> HP1526901T2D_I2      1 0.000
#> HP1525301T2D_O7      3 0.751
#> HP1526901T2D_A2      2 1.000
#> HP1525301T2D_A12     2 0.502
#> HP1526901T2D_L11     2 1.000
#> HP1526901T2D_B12     2 0.000
#> HP1526901T2D_H22     2 0.000
#> HP1526901T2D_J3      2 0.502
#> HP1525301T2D_B6      2 0.498
#> HP1525301T2D_E5      2 0.000
#> HP1525301T2D_K11     2 0.000
#> HP1526901T2D_A17     2 0.000
#> HP1526901T2D_N7      2 0.000
#> HP1526901T2D_P12     2 0.000
#> HP1525301T2D_L8      2 0.000
#> HP1526901T2D_J2      2 0.000
#> HP1526901T2D_H13     1 0.000
#> HP1525301T2D_O23     2 0.000
#> HP1525301T2D_D24     1 0.000
#> HP1526901T2D_D18     3 0.502
#> HP1526901T2D_B17     2 0.249
#> HP1526901T2D_G2      2 0.751
#> HP1525301T2D_A9      3 1.000
#> HP1526901T2D_A11     2 0.000
#> HP1526901T2D_I20     2 0.502
#> HP1525301T2D_A20     1 0.000
#> HP1526901T2D_F1      3 0.502
#> HP1525301T2D_F5      2 0.000
#> HP1525301T2D_A15     2 0.000
#> HP1526901T2D_F16     2 0.000
#> HP1526901T2D_B20     2 0.253
#> HP1525301T2D_B20     1 0.000
#> HP1525301T2D_L2      3 1.000
#> HP1526901T2D_H12     2 0.000
#> HP1525301T2D_G6      1 0.000
#> HP1525301T2D_B10     2 0.249
#> HP1526901T2D_G13     2 0.000
#> HP1526901T2D_N18     2 0.249
#> HP1525301T2D_E2      3 1.000
#> HP1525301T2D_E24     2 0.000
#> HP1525301T2D_L12     1 0.000
#> HP1525301T2D_P17     2 0.000
#> HP1526901T2D_O9      2 0.751
#> HP1526901T2D_N6      2 0.000
#> HP1525301T2D_B15     3 0.498
#> HP1525301T2D_L22     3 1.000
#> HP1526901T2D_I21     2 0.000
#> HP1526901T2D_H16     2 0.000
#> HP1525301T2D_I2      2 1.000
#> HP1525301T2D_H12     2 0.000
#> HP1525301T2D_K18     2 1.000
#> HP1526901T2D_K21     2 0.000
#> HP1525301T2D_L24     2 0.000
#> HP1525301T2D_C17     2 0.253
#> HP1525301T2D_D3      2 0.249
#> HP1525301T2D_L7      1 0.000
#> HP1526901T2D_F13     1 0.000
#> HP1525301T2D_D22     2 0.000
#> HP1525301T2D_F16     3 1.000
#> HP1525301T2D_M4      1 0.000
#> HP1526901T2D_P23     2 0.751
#> HP1525301T2D_L14     2 0.000
#> HP1525301T2D_N8      3 0.000
#> HP1526901T2D_N20     2 0.000
#> HP1526901T2D_D7      2 0.000
#> HP1526901T2D_F9      2 0.000
#> HP1526901T2D_B9      2 0.751
#> HP1525301T2D_F13     1 0.000
#> HP1526901T2D_E15     2 0.000
#> HP1526901T2D_L24     2 0.502
#> HP1526901T2D_H4      2 0.000
#> HP1526901T2D_H17     2 0.000
#> HP1525301T2D_N11     2 0.000
#> HP1525301T2D_L11     1 0.000
#> HP1525301T2D_A24     1 0.000
#> HP1526901T2D_I24     3 1.000
#> HP1526901T2D_A24     2 0.000
#> HP1525301T2D_A2      1 0.000
#> HP1525301T2D_G23     2 0.000
#> HP1525301T2D_E9      1 0.000
#> HP1526901T2D_E22     2 0.249
#> HP1526901T2D_L10     1 0.000
#> HP1526901T2D_A22     2 0.000
#> HP1525301T2D_C14     3 1.000
#> HP1526901T2D_C14     2 0.000
#> HP1525301T2D_K6      3 1.000
#> HP1525301T2D_F1      1 0.000
#> HP1525301T2D_L4      2 0.000
#> HP1526901T2D_G3      1 0.000
#> HP1525301T2D_O12     1 0.000
#> HP1525301T2D_H21     1 0.249
#> HP1526901T2D_M6      1 0.000
#> HP1525301T2D_H22     1 0.000
#> HP1526901T2D_M24     2 0.249
#> HP1525301T2D_G9      2 0.000
#> HP1526901T2D_O23     2 0.502
#> HP1526901T2D_L3      2 0.253
#> HP1525301T2D_M8      3 0.751
#> HP1526901T2D_O18     1 0.000
#> HP1525301T2D_J18     3 1.000
#> HP1526901T2D_A15     2 0.000
#> HP1525301T2D_L20     2 0.249
#> HP1525301T2D_F4      3 0.498
#> HP1526901T2D_E1      2 0.000
#> HP1526901T2D_P7      2 1.000
#> HP1525301T2D_D13     1 0.000
#> HP1526901T2D_K17     2 0.000
#> HP1526901T2D_F22     2 0.000
#> HP1526901T2D_D10     2 0.249
#> HP1526901T2D_P24     1 0.000
#> HP1525301T2D_I9      1 0.000
#> HP1525301T2D_M1      1 0.000
#> HP1526901T2D_J20     2 0.502
#> HP1525301T2D_E20     1 0.000
#> HP1525301T2D_I22     2 0.000
#> HP1525301T2D_J4      3 0.751
#> HP1525301T2D_K24     1 0.000
#> HP1525301T2D_B16     1 0.747
#> HP1525301T2D_K10     2 0.000
#> HP1525301T2D_F8      3 0.000
#> HP1525301T2D_A13     2 1.000
#> HP1525301T2D_G4      2 0.498
#> HP1525301T2D_J13     2 0.000
#> HP1525301T2D_G19     3 0.747
#> HP1526901T2D_K8      1 0.000
#> HP1526901T2D_L17     2 0.253
#> HP1525301T2D_A1      2 1.000
#> HP1526901T2D_O2      2 0.000
#> HP1526901T2D_O13     3 0.249
#> HP1526901T2D_K16     1 0.253
#> HP1525301T2D_G2      1 0.000
#> HP1526901T2D_A7      2 0.000
#> HP1525301T2D_N13     2 0.000
#> HP1525301T2D_M3      1 0.000
#> HP1526901T2D_D3      2 0.000
#> HP1526901T2D_K18     2 0.000
#> HP1526901T2D_H11     1 0.000
#> HP1525301T2D_D6      2 0.000
#> HP1525301T2D_O3      3 1.000
#> HP1526901T2D_D13     1 0.000
#> HP1525301T2D_N14     2 0.000
#> HP1526901T2D_J1      2 0.249
#> HP1525301T2D_J8      3 0.502
#> HP1525301T2D_J9      2 0.000
#> HP1525301T2D_P2      2 0.000
#> HP1525301T2D_K12     2 0.000
#> HP1525301T2D_L21     1 0.000
#> HP1526901T2D_H9      2 0.000
#> HP1526901T2D_D24     1 0.751
#> HP1525301T2D_N17     1 0.000
#> HP1526901T2D_P6      1 0.000
#> HP1525301T2D_O21     1 0.000
#> HP1526901T2D_N23     2 0.249
#> HP1526901T2D_B1      2 0.000
#> HP1526901T2D_K10     2 0.000
#> HP1526901T2D_M14     3 0.249
#> HP1526901T2D_N1      2 1.000
#> HP1526901T2D_I7      2 0.000
#> HP1526901T2D_A19     2 0.249
#> HP1525301T2D_N18     3 0.249
#> HP1525301T2D_O17     3 0.249
#> HP1526901T2D_E12     1 0.000
#> HP1526901T2D_C15     2 0.751
#> HP1526901T2D_B23     2 0.000
#> HP1526901T2D_I19     2 0.502
#> HP1526901T2D_J19     2 0.000
#> HP1525301T2D_G17     2 0.000
#> HP1525301T2D_C5      3 1.000
#> HP1526901T2D_C22     2 0.000
#> HP1525301T2D_L3      1 0.000
#> HP1526901T2D_D2      2 0.000
#> HP1526901T2D_O3      2 1.000
#> HP1526901T2D_P8      3 0.747
#> HP1525301T2D_D5      1 1.000
#> HP1526901T2D_L15     2 1.000
#> HP1525301T2D_C23     3 1.000
#> HP1526901T2D_G16     2 0.000
#> HP1525301T2D_H4      1 0.000
#> HP1525301T2D_F14     1 0.000
#> HP1526901T2D_D8      3 0.751
#> HP1526901T2D_I14     2 0.000
#> HP1525301T2D_I15     2 0.502
#> HP1526901T2D_E4      3 0.249
#> HP1525301T2D_E13     3 1.000
#> HP1526901T2D_M1      2 0.000
#> HP1525301T2D_D23     1 1.000
#> HP1525301T2D_B8      3 0.498
#> HP1526901T2D_A6      2 0.000
#> HP1525301T2D_H10     2 0.751
#> HP1526901T2D_C9      1 0.000
#> HP1526901T2D_K13     1 0.249
#> HP1526901T2D_J4      2 0.000
#> HP1525301T2D_E15     2 0.000
#> HP1525301T2D_H13     1 0.000
#> HP1525301T2D_L9      2 0.000
#> HP1526901T2D_N24     1 0.000
#> HP1526901T2D_G10     2 0.000
#> HP1525301T2D_A11     2 0.249
#> HP1526901T2D_K2      2 0.249
#> HP1526901T2D_J10     1 0.000
#> HP1526901T2D_B7      2 0.502
#> HP1526901T2D_B2      1 0.000
#> HP1526901T2D_H1      1 0.000
#> HP1526901T2D_I13     2 0.751
#> HP1526901T2D_M9      1 0.000
#> HP1526901T2D_O7      2 0.502
#> HP1526901T2D_I3      2 0.000
#> HP1526901T2D_J7      1 0.000
#> HP1526901T2D_M2      2 0.502
#> HP1526901T2D_M10     1 0.000
#> HP1526901T2D_N10     2 0.000
#> HP1525301T2D_J24     1 0.000
#> HP1526901T2D_K1      2 0.000
#> HP1526901T2D_I8      2 0.000
#> HP1526901T2D_C23     2 0.000
#> HP1526901T2D_H14     2 0.000
#> HP1525301T2D_P11     2 0.000
#> HP1526901T2D_L13     2 0.249
#> HP1525301T2D_H11     2 0.000
#> HP1525301T2D_P18     3 0.249
#> HP1526901T2D_E17     3 0.249
#> HP1526901T2D_E21     3 0.249
#> HP1525301T2D_L6      2 0.000
#> HP1525301T2D_F12     2 0.000
#> HP1525301T2D_P10     1 0.000
#> HP1525301T2D_P19     2 0.249
#> HP1526901T2D_C20     2 0.000
#> HP1525301T2D_F18     1 0.000
#> HP1525301T2D_A14     2 0.253
#> HP1525301T2D_C9      2 0.000
#> HP1525301T2D_O6      3 1.000
#> HP1525301T2D_M2      2 0.000
#> HP1525301T2D_L5      3 1.000
#> HP1526901T2D_E2      2 0.000
#> HP1526901T2D_I5      2 0.751
#> HP1525301T2D_C8      3 1.000
#> HP1526901T2D_B11     2 0.000
#> HP1525301T2D_A16     3 0.747
#> HP1525301T2D_G12     1 0.000
#> HP1526901T2D_P11     3 0.000
#> HP1525301T2D_C7      2 0.000
#> HP1526901T2D_O16     1 0.000
#> HP1526901T2D_O6      2 0.000
#> HP1525301T2D_J20     2 0.000
#> HP1526901T2D_M13     2 0.000
#> HP1526901T2D_L18     1 0.000
#> HP1526901T2D_E3      2 0.000
#> HP1526901T2D_G18     2 0.000
#> HP1525301T2D_N16     2 0.000
#> HP1525301T2D_C15     2 1.000
#> HP1525301T2D_B13     3 1.000
#> HP1525301T2D_M5      2 0.000
#> HP1526901T2D_F12     2 0.000
#> HP1525301T2D_D14     2 0.000
#> HP1526901T2D_J13     2 0.000
#> HP1526901T2D_I12     2 0.000
#> HP1526901T2D_P10     3 0.000
#> HP1525301T2D_P15     3 0.000
#> HP1526901T2D_G15     1 0.000
#> HP1525301T2D_N20     2 0.000
#> HP1525301T2D_P20     2 0.000
#> HP1526901T2D_C16     2 0.000
#> HP1525301T2D_L16     2 1.000
#> HP1526901T2D_K5      1 0.000
#> HP1526901T2D_J14     2 0.000
#> HP1525301T2D_G5      3 1.000
#> HP1525301T2D_P4      2 0.249
#> HP1526901T2D_N5      1 0.000
#> HP1525301T2D_I17     3 1.000
#> HP1525301T2D_F17     1 0.000
#> HP1526901T2D_C4      2 0.498
#> HP1526901T2D_H6      2 0.000
#> HP1525301T2D_M19     1 0.747
#> HP1525301T2D_B19     1 0.000
#> HP1526901T2D_N21     2 0.000
#> HP1525301T2D_M6      2 0.000
#> HP1525301T2D_L17     3 0.751
#> HP1526901T2D_C17     2 1.000
#> HP1526901T2D_C12     1 0.747
#> HP1525301T2D_P9      2 0.249
#> HP1526901T2D_F19     2 0.000
#> HP1525301T2D_O8      1 1.000
#> HP1525301T2D_N10     2 0.000
#> HP1526901T2D_K19     2 0.000
#> HP1525301T2D_J17     2 0.000
#> HP1526901T2D_D9      2 0.000
#> HP1525301T2D_D12     3 1.000
#> HP1525301T2D_L19     1 0.000
#> HP1526901T2D_F8      3 1.000
#> HP1526901T2D_L8      1 0.000
#> HP1526901T2D_P19     2 0.249
#> HP1526901T2D_M11     1 0.000
#> HP1525301T2D_N1      2 0.000
#> HP1525301T2D_B21     2 0.000
#> HP1525301T2D_J11     1 0.000
#> HP1525301T2D_D20     1 0.751
#> HP1526901T2D_O20     1 0.000
#> HP1525301T2D_H16     2 0.000
#> HP1526901T2D_J15     1 0.000
#> HP1526901T2D_E14     2 0.249
#> HP1526901T2D_C11     2 1.000
#> HP1526901T2D_H21     2 0.000
#> HP1525301T2D_M15     2 0.000
#> HP1525301T2D_A5      3 0.253
#> HP1526901T2D_D23     1 0.000
#> HP1526901T2D_C7      1 0.751
#> HP1525301T2D_C18     1 0.000
#> HP1526901T2D_L23     2 0.000
#> HP1525301T2D_M10     2 0.000
#> HP1526901T2D_N2      2 0.249
#> HP1525301T2D_C19     2 0.000
#> HP1526901T2D_O10     2 0.751
#> HP1526901T2D_H19     2 0.000
#> HP1526901T2D_C6      2 0.000
#> HP1526901T2D_I9      2 0.000
#> HP1526901T2D_E19     2 0.000
#> HP1526901T2D_B22     1 0.000
#> HP1526901T2D_L21     2 0.000
#> HP1525301T2D_K8      3 1.000
#> HP1526901T2D_I11     2 0.000
#> HP1525301T2D_M18     1 0.000
#> HP1526901T2D_E10     2 0.000
#> HP1525301T2D_H8      3 0.249
#> HP1526901T2D_L12     2 0.000
#> HP1526901T2D_D11     1 0.000
#> HP1525301T2D_B7      3 0.751
#> HP1525301T2D_K2      2 0.000
#> HP1525301T2D_O4      1 0.000
#> HP1526901T2D_H10     2 0.000
#> HP1525301T2D_M9      2 0.000
#> HP1526901T2D_D1      2 0.000
#> HP1525301T2D_K7      3 1.000
#> HP1525301T2D_D21     2 0.000
#> HP1526901T2D_L22     1 0.000
#> HP1526901T2D_P1      2 0.249
#> HP1525301T2D_F20     1 0.502
#> HP1526901T2D_E6      2 0.000
#> HP1525301T2D_K5      2 1.000
#> HP1526901T2D_M22     2 0.000
#> HP1525301T2D_N15     1 0.000
#> HP1525301T2D_B14     3 0.751
#> HP1525301T2D_B18     2 1.000
#> HP1526901T2D_J12     2 0.249
#> HP1525301T2D_D4      3 0.502
#> HP1526901T2D_M23     2 0.000
#> HP1525301T2D_K19     2 0.000
#> HP1525301T2D_G1      3 0.249
#> HP1525301T2D_K20     1 0.000
#> HP1525301T2D_F3      2 0.000
#> HP1526901T2D_F20     2 0.747
#> HP1526901T2D_N14     2 0.000
#> HP1525301T2D_G10     2 0.000
#> HP1525301T2D_M17     3 0.751
#> HP1525301T2D_G24     1 0.498
#> HP1525301T2D_H2      2 0.000
#> HP1525301T2D_H15     1 0.000
#> HP1525301T2D_A7      3 0.249
#> HP1526901T2D_A21     2 0.000
#> HP1525301T2D_H1      2 0.000
#> HP1525301T2D_J3      1 0.000
#> HP1526901T2D_F23     2 0.000
#> HP1525301T2D_J19     3 1.000
#> HP1526901T2D_G19     2 0.000
#> HP1525301T2D_G18     3 1.000
#> HP1526901T2D_L9      1 0.000
#> HP1526901T2D_G22     2 0.000
#> HP1526901T2D_P16     1 0.000
#> HP1525301T2D_H18     2 0.000
#> HP1526901T2D_C24     3 0.249
#> HP1526901T2D_L6      2 1.000
#> HP1526901T2D_I4      2 0.000
#> HP1525301T2D_O16     2 0.000
#> HP1526901T2D_G20     1 0.000
#> HP1525301T2D_E16     2 0.000
#> HP1526901T2D_B5      2 0.000
#> HP1526901T2D_E7      1 0.000
#> HP1526901T2D_O4      2 0.249
#> HP1526901T2D_P18     3 0.000
#> HP1525301T2D_I24     2 0.000
#> HP1525301T2D_O24     2 0.498
#> HP1525301T2D_F9      1 0.000
#> HP1526901T2D_D21     3 0.249
#> HP1525301T2D_E6      1 0.000
#> HP1526901T2D_C10     2 0.000
#> HP1526901T2D_D14     3 1.000
#> HP1526901T2D_C1      2 1.000
#> HP1526901T2D_D12     2 0.000
#> HP1526901T2D_E5      2 0.000
#> HP1525301T2D_M20     2 0.000
#> HP1525301T2D_P3      1 0.249
#> HP1525301T2D_I20     1 0.000
#> HP1526901T2D_F11     1 0.000
#> HP1526901T2D_G4      2 0.751
#> HP1526901T2D_P4      3 0.000
#> HP1526901T2D_B14     2 0.000
#> HP1525301T2D_H17     2 0.000
#> HP1525301T2D_C21     2 0.751
#> HP1526901T2D_C2      2 0.000
#> HP1525301T2D_L13     3 1.000
#> HP1525301T2D_K17     2 0.000
#> HP1526901T2D_K14     2 0.000
#> HP1526901T2D_G9      2 0.000
#> HP1525301T2D_B17     1 0.000
#> HP1526901T2D_I17     2 0.000
#> HP1525301T2D_A3      2 0.000
#> HP1525301T2D_N21     2 0.502
#> HP1525301T2D_D8      3 0.502
#> HP1526901T2D_D6      1 0.000
#> HP1525301T2D_N19     1 0.000
#> HP1526901T2D_I22     2 0.000
#> HP1526901T2D_F6      1 0.000
#> HP1526901T2D_O8      2 0.751
#> HP1526901T2D_B13     2 0.000
#> HP1526901T2D_H3      2 0.000
#> HP1525301T2D_O5      3 1.000
#> HP1526901T2D_M18     2 0.000
#> HP1525301T2D_M12     2 0.000
#> HP1525301T2D_A23     1 0.000
#> HP1526901T2D_J17     2 0.000
#> HP1526901T2D_E16     2 0.000
#> HP1525301T2D_N12     2 0.000
#> HP1525301T2D_C11     2 0.000
#> HP1525301T2D_B2      1 0.000
#> HP1526901T2D_D16     2 0.751
#> HP1526901T2D_M16     2 0.000
#> HP1525301T2D_D9      2 1.000
#> HP1525301T2D_G8      3 0.000
#> HP1525301T2D_I8      3 0.751
#> HP1525301T2D_O22     2 0.000
#> HP1525301T2D_K1      2 0.249
#> HP1525301T2D_E17     2 0.000
#> HP1525301T2D_E22     2 0.000
#> HP1525301T2D_K22     2 0.000
#> HP1525301T2D_D15     3 0.751
#> HP1526901T2D_H5      2 0.000
#> HP1525301T2D_H20     2 0.000
#> HP1525301T2D_N9      2 0.253
#> HP1525301T2D_G21     2 0.000
#> HP1525301T2D_M14     3 0.747
#> HP1526901T2D_N17     1 0.000
#> HP1526901T2D_A5      2 0.751
#> HP1525301T2D_O13     3 0.751
#> HP1526901T2D_F18     3 1.000
#> HP1526901T2D_O19     2 0.000
#> HP1526901T2D_D17     2 0.751
#> HP1525301T2D_I14     1 0.000
#> HP1525301T2D_E4      1 1.000
#> HP1525301T2D_C22     2 0.000
#> HP1525301T2D_J6      1 0.000
#> HP1525301T2D_E10     1 0.000
#> HP1525301T2D_A4      1 1.000
#> HP1525301T2D_B12     2 0.000
#> HP1525301T2D_B3      2 0.000
#> HP1526901T2D_K15     2 0.000
#> HP1525301T2D_J1      2 0.000
#> HP1525301T2D_N6      2 0.000
#> HP1526901T2D_A14     2 0.502
#> HP1526901T2D_A13     2 0.751
#> HP1526901T2D_N11     2 0.000
#> HP1526901T2D_I15     2 0.000
#> HP1526901T2D_B10     2 1.000
#> HP1526901T2D_K7      2 0.000
#> HP1525301T2D_G7      1 0.000
#> HP1526901T2D_H8      2 0.000
#> HP1525301T2D_I16     2 1.000
#> HP1525301T2D_E18     1 0.000
#> HP1526901T2D_N19     2 0.000
#> HP1526901T2D_B3      2 0.000
#> HP1526901T2D_G8      2 0.000
#> HP1525301T2D_O11     3 1.000
#> HP1525301T2D_E8      3 0.000
#> HP1526901T2D_M3      2 0.000
#> HP1525301T2D_O19     1 0.000
#> HP1526901T2D_H15     1 0.000
#> HP1526901T2D_I18     2 0.000
#> HP1525301T2D_P23     2 0.000
#> HP1526901T2D_C18     1 0.000
#> HP1525301T2D_L18     1 0.000
#> HP1525301T2D_N24     2 0.249
#> HP1526901T2D_M7      2 0.000
#> HP1526901T2D_N16     2 0.751
#> HP1526901T2D_C8      2 0.000
#> HP1525301T2D_O10     1 0.000
#> HP1526901T2D_H2      2 0.000
#> HP1526901T2D_I16     2 0.000
#> HP1526901T2D_F7      2 0.253
#> HP1526901T2D_I23     1 0.000
#> HP1525301T2D_K3      2 0.000
#> HP1525301T2D_J10     2 0.249
#> HP1526901T2D_N8      2 0.000
#> HP1526901T2D_O11     1 0.000
#> HP1526901T2D_A8      3 1.000

show/hide code output

get_classes(res, k = 4)
#>                  class     p
#> HP1502401_N13        1 0.000
#> HP1502401_D14        1 0.000
#> HP1502401_F14        1 0.000
#> HP1502401_J13        1 0.249
#> HP1502401_B13        1 1.000
#> HP1502401_H13        1 1.000
#> HP1502401_J14        3 1.000
#> HP1502401_B14        3 0.000
#> HP1502401_A14        2 0.747
#> HP1502401_C14        2 1.000
#> HP1502401_G14        2 1.000
#> HP1502401_E14        2 1.000
#> HP1502401_L14        2 1.000
#> HP1502401_M14        2 1.000
#> HP1502401_K14        2 1.000
#> HP1502401_I14        2 0.502
#> HP1502401_F13        4 0.000
#> HP1502401_L13        2 1.000
#> HP1502401_D13        4 0.000
#> HP1502401_H14        3 0.000
#> HP1504101T2D_I3      1 0.000
#> HP1504101T2D_D16     1 0.000
#> HP1504101T2D_D22     1 0.000
#> HP1502401_F17        4 1.000
#> HP1504101T2D_B4      2 1.000
#> HP1504101T2D_M6      2 1.000
#> HP1504101T2D_F15     2 1.000
#> HP1504101T2D_H7      2 1.000
#> HP1502401_H23        2 1.000
#> HP1504101T2D_F8      1 0.000
#> HP1502401_L21        2 1.000
#> HP1502401_B19        1 0.000
#> HP1504101T2D_B2      1 0.000
#> HP1504101T2D_F10     2 1.000
#> HP1504101T2D_B10     2 1.000
#> HP1504101T2D_L6      1 0.000
#> HP1502401_G18        2 0.498
#> HP1502401_K22        2 1.000
#> HP1502401_I22        3 0.000
#> HP1504101T2D_M18     2 0.751
#> HP1502401_J22        2 1.000
#> HP1502401_F4         4 0.000
#> HP1504101T2D_O12     2 1.000
#> HP1502401_M15        2 1.000
#> HP1504101T2D_G16     2 1.000
#> HP1502401_J5         1 0.000
#> HP1504101T2D_L23     2 1.000
#> HP1502401_G24        2 1.000
#> HP1502401_G23        2 1.000
#> HP1504101T2D_H11     1 0.000
#> HP1504101T2D_A24     2 1.000
#> HP1504101T2D_N17     2 1.000
#> HP1502401_N8         2 1.000
#> HP1504101T2D_G1      2 1.000
#> HP1504101T2D_A15     2 1.000
#> HP1504101T2D_M19     2 1.000
#> HP1502401_O16        2 1.000
#> HP1504101T2D_E16     2 1.000
#> HP1502401_A12        2 1.000
#> HP1502401_D18        2 1.000
#> HP1504101T2D_K2      2 1.000
#> HP1504101T2D_G13     1 0.000
#> HP1502401_I11        1 1.000
#> HP1502401_A11        1 0.000
#> HP1502401_G16        1 0.000
#> HP1502401_K19        3 0.000
#> HP1502401_D5         2 1.000
#> HP1502401_D1         1 0.000
#> HP1502401_H22        2 1.000
#> HP1504101T2D_J15     2 0.751
#> HP1504101T2D_N7      2 1.000
#> HP1504101T2D_O16     2 1.000
#> HP1502401_L6         1 0.000
#> HP1502401_M5         2 1.000
#> HP1504101T2D_M4      2 1.000
#> HP1504101T2D_L22     1 0.000
#> HP1504101T2D_I20     2 1.000
#> HP1502401_K17        3 1.000
#> HP1504101T2D_B22     2 0.000
#> HP1504101T2D_G4      2 1.000
#> HP1502401_H15        2 1.000
#> HP1502401_K4         1 0.000
#> HP1502401_B3         1 0.000
#> HP1502401_H8         2 1.000
#> HP1502401_N17        2 1.000
#> HP1504101T2D_C13     1 0.000
#> HP1504101T2D_L13     3 0.000
#> HP1504101T2D_G15     1 0.000
#> HP1504101T2D_K24     2 1.000
#> HP1504101T2D_B24     4 0.000
#> HP1502401_B4         1 0.000
#> HP1504101T2D_H14     2 1.000
#> HP1502401_C11        1 0.000
#> HP1502401_A7         2 1.000
#> HP1504101T2D_P8      1 0.249
#> HP1504101T2D_I1      2 1.000
#> HP1502401_N24        1 0.000
#> HP1502401_O2         2 1.000
#> HP1502401_H17        1 0.000
#> HP1504101T2D_C24     1 0.000
#> HP1502401_J21        2 1.000
#> HP1504101T2D_J13     2 1.000
#> HP1504101T2D_E5      1 0.000
#> HP1502401_J8         2 1.000
#> HP1502401_N15        2 1.000
#> HP1504101T2D_L14     2 0.000
#> HP1504101T2D_D2      2 1.000
#> HP1502401_N2         2 1.000
#> HP1502401_H7         3 0.751
#> HP1504101T2D_K5      1 0.000
#> HP1504101T2D_O13     2 1.000
#> HP1504101T2D_L2      2 1.000
#> HP1502401_E5         2 0.000
#> HP1504101T2D_N11     1 0.000
#> HP1502401_O1         2 1.000
#> HP1502401_K18        1 0.000
#> HP1502401_B7         2 1.000
#> HP1504101T2D_I24     2 1.000
#> HP1502401_N5         1 0.000
#> HP1502401_N22        1 0.253
#> HP1504101T2D_J18     2 0.751
#> HP1502401_L3         2 1.000
#> HP1504101T2D_K16     1 0.000
#> HP1502401_J1         2 1.000
#> HP1504101T2D_I4      1 0.000
#> HP1504101T2D_E17     1 0.000
#> HP1502401_H3         2 1.000
#> HP1504101T2D_B6      2 1.000
#> HP1502401_I15        2 1.000
#> HP1504101T2D_P6      1 0.000
#> HP1504101T2D_B8      2 1.000
#> HP1504101T2D_M11     1 0.000
#> HP1502401_D17        3 0.000
#> HP1504101T2D_M15     2 0.249
#> HP1502401_I4         2 1.000
#> HP1504101T2D_O21     1 0.000
#> HP1502401_J23        2 1.000
#> HP1502401_L19        1 1.000
#> HP1504101T2D_O7      1 0.000
#> HP1504101T2D_A11     1 0.000
#> HP1502401_O14        2 0.249
#> HP1504101T2D_N15     2 0.751
#> HP1502401_M18        1 0.498
#> HP1502401_C19        1 0.000
#> HP1502401_L5         2 1.000
#> HP1504101T2D_F7      2 1.000
#> HP1504101T2D_I5      2 0.502
#> HP1504101T2D_C1      2 0.502
#> HP1504101T2D_P14     2 1.000
#> HP1504101T2D_G5      1 0.000
#> HP1504101T2D_A20     2 1.000
#> HP1502401_H11        2 1.000
#> HP1504101T2D_K19     2 0.498
#> HP1502401_O5         1 0.000
#> HP1502401_K15        3 0.000
#> HP1504101T2D_C17     2 0.751
#> HP1502401_G10        3 0.751
#> HP1504101T2D_J19     1 0.000
#> HP1502401_L2         2 1.000
#> HP1504101T2D_D8      2 1.000
#> HP1504101T2D_B15     1 0.000
#> HP1502401_L23        2 1.000
#> HP1502401_E4         1 0.000
#> HP1502401_F19        2 1.000
#> HP1502401_L17        3 0.000
#> HP1502401_O22        2 1.000
#> HP1502401_F7         1 0.000
#> HP1504101T2D_K1      1 0.000
#> HP1504101T2D_I7      4 0.498
#> HP1504101T2D_H5      2 1.000
#> HP1502401_L16        2 1.000
#> HP1504101T2D_F22     2 1.000
#> HP1504101T2D_J2      2 1.000
#> HP1504101T2D_E1      2 1.000
#> HP1502401_A18        2 1.000
#> HP1504101T2D_A19     2 0.502
#> HP1504101T2D_G2      2 0.502
#> HP1504101T2D_J11     2 0.751
#> HP1504101T2D_K22     2 0.747
#> HP1502401_L12        2 1.000
#> HP1502401_A21        1 0.000
#> HP1504101T2D_E19     2 1.000
#> HP1502401_D23        1 0.000
#> HP1502401_E22        3 0.000
#> HP1502401_H2         2 0.498
#> HP1504101T2D_G17     2 1.000
#> HP1502401_N1         2 1.000
#> HP1504101T2D_N19     2 0.000
#> HP1504101T2D_I17     2 1.000
#> HP1502401_E7         2 0.249
#> HP1504101T2D_E11     2 0.498
#> HP1502401_H21        2 1.000
#> HP1502401_A9         1 0.000
#> HP1504101T2D_E18     2 0.751
#> HP1504101T2D_D7      2 1.000
#> HP1504101T2D_I13     1 0.000
#> HP1502401_B18        2 0.502
#> HP1502401_K9         2 1.000
#> HP1502401_G15        1 0.000
#> HP1502401_E16        2 1.000
#> HP1504101T2D_L21     2 1.000
#> HP1504101T2D_M17     4 0.253
#> HP1502401_D21        1 0.000
#> HP1504101T2D_N12     2 1.000
#> HP1502401_M4         2 1.000
#> HP1504101T2D_B16     2 1.000
#> HP1504101T2D_E23     2 1.000
#> HP1502401_G21        1 0.000
#> HP1502401_D7         3 0.498
#> HP1502401_G1         1 1.000
#> HP1504101T2D_L15     2 1.000
#> HP1504101T2D_D17     2 1.000
#> HP1504101T2D_A4      2 1.000
#> HP1502401_O21        2 1.000
#> HP1502401_M10        4 0.000
#> HP1504101T2D_C23     1 0.000
#> HP1504101T2D_H9      2 0.751
#> HP1504101T2D_A5      2 1.000
#> HP1504101T2D_K23     2 1.000
#> HP1502401_I7         4 1.000
#> HP1502401_C18        2 1.000
#> HP1502401_N6         1 0.000
#> HP1504101T2D_O19     1 0.000
#> HP1502401_O6         4 1.000
#> HP1502401_A8         1 0.000
#> HP1504101T2D_F6      1 0.000
#> HP1502401_L8         1 0.000
#> HP1502401_K24        2 0.498
#> HP1502401_J11        3 0.000
#> HP1502401_H4         2 1.000
#> HP1502401_L11        2 1.000
#> HP1502401_K3         3 0.000
#> HP1502401_C8         2 1.000
#> HP1504101T2D_B19     1 0.000
#> HP1504101T2D_I18     2 1.000
#> HP1502401_F22        3 1.000
#> HP1502401_I16        3 0.000
#> HP1502401_B17        2 1.000
#> HP1504101T2D_P2      2 0.751
#> HP1502401_N18        2 1.000
#> HP1504101T2D_N10     2 1.000
#> HP1504101T2D_I14     2 1.000
#> HP1504101T2D_F17     2 1.000
#> HP1502401_B24        3 1.000
#> HP1502401_C6         2 1.000
#> HP1504101T2D_G9      2 0.498
#> HP1502401_N12        2 1.000
#> HP1502401_M24        2 1.000
#> HP1504101T2D_E10     3 0.000
#> HP1504101T2D_P9      2 1.000
#> HP1504101T2D_G24     2 1.000
#> HP1504101T2D_F5      1 0.000
#> HP1504101T2D_D10     1 0.000
#> HP1502401_N4         2 1.000
#> HP1504101T2D_C2      1 0.000
#> HP1504101T2D_P16     1 0.000
#> HP1504101T2D_N14     1 0.000
#> HP1502401_E21        2 1.000
#> HP1502401_H6         3 1.000
#> HP1504101T2D_I6      2 1.000
#> HP1502401_E8         1 0.249
#> HP1502401_H10        1 0.747
#> HP1502401_J6         2 1.000
#> HP1502401_M7         2 1.000
#> HP1504101T2D_M21     2 1.000
#> HP1504101T2D_F11     3 1.000
#> HP1504101T2D_D19     2 1.000
#> HP1502401_O24        3 0.502
#> HP1502401_O12        1 1.000
#> HP1504101T2D_E24     2 1.000
#> HP1504101T2D_K4      2 1.000
#> HP1502401_I6         2 1.000
#> HP1504101T2D_N9      2 1.000
#> HP1502401_I3         1 0.000
#> HP1502401_C16        2 1.000
#> HP1504101T2D_M7      2 1.000
#> HP1502401_B20        4 0.000
#> HP1502401_K23        3 0.000
#> HP1502401_F18        2 1.000
#> HP1504101T2D_O4      2 1.000
#> HP1504101T2D_C19     1 0.000
#> HP1504101T2D_E4      2 1.000
#> HP1504101T2D_M14     1 0.000
#> HP1502401_A1         1 0.000
#> HP1502401_G4         2 1.000
#> HP1504101T2D_I16     2 1.000
#> HP1504101T2D_D1      4 0.000
#> HP1504101T2D_O6      2 1.000
#> HP1504101T2D_D18     2 1.000
#> HP1504101T2D_F2      2 0.751
#> HP1504101T2D_G6      1 0.000
#> HP1502401_D8         2 1.000
#> HP1504101T2D_E6      2 0.751
#> HP1504101T2D_B1      1 0.000
#> HP1504101T2D_I15     2 1.000
#> HP1504101T2D_P3      2 1.000
#> HP1502401_C2         1 0.000
#> HP1504101T2D_I10     2 0.000
#> HP1502401_B21        2 1.000
#> HP1502401_O19        1 0.000
#> HP1502401_C15        1 0.000
#> HP1504101T2D_E13     4 0.000
#> HP1502401_G19        1 0.000
#> HP1502401_D19        1 0.000
#> HP1502401_D3         2 1.000
#> HP1502401_B6         1 0.000
#> HP1502401_O18        2 1.000
#> HP1504101T2D_E14     2 1.000
#> HP1504101T2D_I9      1 0.000
#> HP1504101T2D_C18     2 1.000
#> HP1502401_G6         3 0.000
#> HP1504101T2D_B11     2 1.000
#> HP1504101T2D_C4      2 1.000
#> HP1504101T2D_C15     2 0.751
#> HP1504101T2D_K13     1 0.000
#> HP1502401_F12        2 1.000
#> HP1504101T2D_B20     1 0.502
#> HP1504101T2D_C22     2 1.000
#> HP1502401_C10        2 1.000
#> HP1502401_L7         2 1.000
#> HP1502401_F11        4 0.000
#> HP1502401_B22        4 0.751
#> HP1502401_M8         2 1.000
#> HP1502401_I2         2 1.000
#> HP1502401_G11        2 1.000
#> HP1502401_E19        2 1.000
#> HP1504101T2D_P24     2 1.000
#> HP1502401_A16        1 0.000
#> HP1502401_J10        2 1.000
#> HP1502401_L18        3 0.000
#> HP1504101T2D_D13     2 1.000
#> HP1502401_I9         3 1.000
#> HP1502401_D6         2 1.000
#> HP1504101T2D_F12     2 0.751
#> HP1504101T2D_C14     2 0.747
#> HP1504101T2D_J6      1 0.498
#> HP1504101T2D_H20     2 1.000
#> HP1504101T2D_E9      2 0.498
#> HP1504101T2D_N4      1 0.000
#> HP1502401_A4         2 1.000
#> HP1504101T2D_G12     2 1.000
#> HP1502401_K5         2 0.751
#> HP1502401_G12        4 0.000
#> HP1504101T2D_N13     2 0.747
#> HP1502401_D12        2 1.000
#> HP1502401_C4         2 0.000
#> HP1502401_K1         4 0.747
#> HP1504101T2D_P19     1 0.000
#> HP1502401_M2         2 1.000
#> HP1502401_J20        2 1.000
#> HP1502401_N23        2 1.000
#> HP1504101T2D_L8      2 1.000
#> HP1504101T2D_D14     1 0.000
#> HP1504101T2D_L9      1 0.000
#> HP1504101T2D_L7      2 1.000
#> HP1502401_O23        2 1.000
#> HP1502401_D22        2 1.000
#> HP1502401_B5         2 0.751
#> HP1504101T2D_H18     2 1.000
#> HP1502401_D4         2 1.000
#> HP1504101T2D_F18     2 0.000
#> HP1502401_E6         2 1.000
#> HP1502401_J18        2 1.000
#> HP1504101T2D_A10     2 0.249
#> HP1502401_J3         1 0.000
#> HP1504101T2D_P15     1 0.000
#> HP1502401_I5         1 0.000
#> HP1502401_E1         1 0.000
#> HP1502401_M1         2 0.747
#> HP1504101T2D_M20     1 0.249
#> HP1504101T2D_L17     1 1.000
#> HP1502401_B15        3 0.498
#> HP1502401_J4         2 1.000
#> HP1504101T2D_K6      1 0.000
#> HP1504101T2D_A7      1 0.000
#> HP1502401_A15        3 0.000
#> HP1504101T2D_H12     1 0.249
#> HP1504101T2D_H8      1 0.000
#> HP1502401_C23        1 0.000
#> HP1504101T2D_B17     2 1.000
#> HP1502401_K10        2 1.000
#> HP1502401_D10        2 1.000
#> HP1504101T2D_N20     2 1.000
#> HP1504101T2D_M24     2 1.000
#> HP1504101T2D_B3      4 0.498
#> HP1502401_D11        4 0.000
#> HP1502401_G2         1 0.000
#> HP1502401_A22        2 1.000
#> HP1504101T2D_N3      1 0.000
#> HP1502401_G20        2 0.498
#> HP1504101T2D_G7      1 0.000
#> HP1504101T2D_C12     2 0.751
#> HP1504101T2D_G22     2 1.000
#> HP1504101T2D_I19     4 0.000
#> HP1504101T2D_P17     2 0.751
#> HP1504101T2D_C9      2 1.000
#> HP1502401_D20        2 1.000
#> HP1504101T2D_P23     1 0.000
#> HP1502401_G7         2 1.000
#> HP1502401_H5         4 0.000
#> HP1504101T2D_B9      1 0.000
#> HP1502401_D16        2 1.000
#> HP1504101T2D_G14     2 0.751
#> HP1502401_A23        1 0.498
#> HP1504101T2D_G10     2 1.000
#> HP1504101T2D_M1      2 1.000
#> HP1504101T2D_J23     1 0.000
#> HP1502401_O15        1 0.000
#> HP1502401_N7         3 1.000
#> HP1504101T2D_A13     2 1.000
#> HP1502401_M19        2 1.000
#> HP1504101T2D_C11     2 0.249
#> HP1502401_F3         1 0.000
#> HP1502401_G17        1 0.000
#> HP1504101T2D_K12     2 1.000
#> HP1502401_J15        2 1.000
#> HP1504101T2D_D21     2 1.000
#> HP1504101T2D_G19     2 0.751
#> HP1502401_K6         2 1.000
#> HP1502401_E15        1 0.000
#> HP1504101T2D_M16     1 0.000
#> HP1502401_O9         4 0.000
#> HP1502401_K2         2 1.000
#> HP1504101T2D_B18     2 1.000
#> HP1504101T2D_M2      2 1.000
#> HP1502401_A19        1 0.000
#> HP1502401_O8         4 0.253
#> HP1504101T2D_L12     1 0.000
#> HP1504101T2D_M9      2 1.000
#> HP1504101T2D_J21     1 0.000
#> HP1502401_K16        2 1.000
#> HP1502401_E17        2 1.000
#> HP1502401_M23        2 1.000
#> HP1504101T2D_O14     2 1.000
#> HP1502401_N11        4 0.000
#> HP1502401_K8         1 1.000
#> HP1504101T2D_P22     2 1.000
#> HP1502401_J19        2 1.000
#> HP1502401_G3         4 0.498
#> HP1504101T2D_H6      2 1.000
#> HP1502401_I18        4 1.000
#> HP1504101T2D_P1      1 0.502
#> HP1502401_J7         4 0.751
#> HP1504101T2D_F23     1 0.000
#> HP1502401_L10        2 1.000
#> HP1504101T2D_M10     2 0.000
#> HP1502401_M12        2 1.000
#> HP1502401_I1         2 1.000
#> HP1502401_N9         4 0.000
#> HP1502401_F15        2 1.000
#> HP1504101T2D_A17     3 0.000
#> HP1504101T2D_L11     2 1.000
#> HP1504101T2D_E3      4 0.498
#> HP1502401_L22        2 1.000
#> HP1502401_O10        2 1.000
#> HP1502401_G8         2 1.000
#> HP1504101T2D_O15     1 0.000
#> HP1504101T2D_C5      1 0.000
#> HP1502401_M9         1 1.000
#> HP1504101T2D_O22     2 1.000
#> HP1504101T2D_E7      2 0.751
#> HP1504101T2D_M5      2 1.000
#> HP1504101T2D_K9      1 0.000
#> HP1502401_O11        1 0.000
#> HP1502401_A3         1 1.000
#> HP1504101T2D_O8      1 0.000
#> HP1502401_F5         1 0.000
#> HP1502401_K12        4 0.000
#> HP1504101T2D_K10     2 0.498
#> HP1504101T2D_B21     2 0.751
#> HP1504101T2D_C10     2 1.000
#> HP1502401_F2         1 0.000
#> HP1504101T2D_L16     1 0.000
#> HP1502401_D24        2 1.000
#> HP1504101T2D_N21     2 1.000
#> HP1502401_G22        2 1.000
#> HP1502401_I20        1 0.000
#> HP1502401_B1         3 1.000
#> HP1502401_B11        3 0.000
#> HP1502401_C12        2 1.000
#> HP1504101T2D_J7      2 0.751
#> HP1504101T2D_G3      2 0.000
#> HP1504101T2D_P10     1 0.000
#> HP1502401_B12        1 0.000
#> HP1504101T2D_H10     1 0.000
#> HP1504101T2D_B23     1 0.000
#> HP1504101T2D_A6      2 1.000
#> HP1504101T2D_I8      2 0.498
#> HP1504101T2D_J10     1 0.000
#> HP1504101T2D_J16     2 0.000
#> HP1504101T2D_C21     2 0.249
#> HP1502401_O4         2 1.000
#> HP1502401_F24        3 1.000
#> HP1504101T2D_M8      2 1.000
#> HP1504101T2D_J12     1 0.249
#> HP1502401_C9         1 0.000
#> HP1504101T2D_A1      1 0.000
#> HP1504101T2D_I21     1 0.000
#> HP1504101T2D_K8      2 0.249
#> HP1504101T2D_O18     1 0.000
#> HP1504101T2D_D24     2 1.000
#> HP1502401_B2         1 0.000
#> HP1504101T2D_H16     1 0.000
#> HP1504101T2D_L20     1 0.000
#> HP1502401_L15        2 1.000
#> HP1504101T2D_P21     2 0.502
#> HP1502401_L9         4 0.000
#> HP1502401_D9         1 0.000
#> HP1504101T2D_H19     1 0.000
#> HP1502401_A20        1 0.000
#> HP1502401_J16        4 0.000
#> HP1504101T2D_C7      1 0.000
#> HP1502401_J17        2 1.000
#> HP1502401_M3         2 1.000
#> HP1504101T2D_A9      1 0.000
#> HP1504101T2D_A12     2 1.000
#> HP1504101T2D_H13     1 0.000
#> HP1502401_E10        2 1.000
#> HP1504101T2D_A22     1 0.000
#> HP1504101T2D_O9      2 0.751
#> HP1504101T2D_F14     2 1.000
#> HP1504101T2D_J4      1 0.000
#> HP1504101T2D_J17     1 0.000
#> HP1504101T2D_N1      2 0.751
#> HP1504101T2D_K7      1 0.000
#> HP1504101T2D_C8      1 0.000
#> HP1504101T2D_H23     2 1.000
#> HP1502401_N10        2 0.751
#> HP1502401_G5         2 1.000
#> HP1502401_H20        2 1.000
#> HP1504101T2D_A3      1 0.000
#> HP1504101T2D_I23     2 1.000
#> HP1502401_O20        2 1.000
#> HP1504101T2D_D9      2 1.000
#> HP1504101T2D_B5      2 1.000
#> HP1504101T2D_G20     1 0.000
#> HP1504101T2D_L5      3 0.502
#> HP1504101T2D_M22     1 0.000
#> HP1502401_H24        2 1.000
#> HP1502401_G9         1 0.000
#> HP1502401_A6         2 1.000
#> HP1504101T2D_O20     2 1.000
#> HP1504101T2D_E15     2 1.000
#> HP1502401_O7         2 1.000
#> HP1502401_C22        1 0.000
#> HP1504101T2D_B7      2 0.253
#> HP1502401_E12        1 0.000
#> HP1502401_L4         4 0.249
#> HP1502401_C5         2 1.000
#> HP1504101T2D_L24     2 1.000
#> HP1504101T2D_B12     2 1.000
#> HP1504101T2D_N24     2 0.751
#> HP1502401_L24        1 0.000
#> HP1504101T2D_N18     1 0.000
#> HP1504101T2D_H2      2 1.000
#> HP1502401_A2         2 1.000
#> HP1502401_D2         2 0.751
#> HP1504101T2D_N22     2 1.000
#> HP1502401_O17        3 0.000
#> HP1504101T2D_O5      1 0.000
#> HP1504101T2D_E22     2 1.000
#> HP1504101T2D_E8      3 0.253
#> HP1502401_M6         3 1.000
#> HP1504101T2D_L1      2 1.000
#> HP1504101T2D_C20     2 1.000
#> HP1504101T2D_H17     2 1.000
#> HP1504101T2D_L4      2 0.751
#> HP1502401_F8         1 0.000
#> HP1504101T2D_P7      2 1.000
#> HP1502401_B9         1 0.000
#> HP1504101T2D_J14     4 0.253
#> HP1502401_M17        4 0.502
#> HP1504101T2D_O10     2 1.000
#> HP1504101T2D_D20     1 0.000
#> HP1502401_H12        2 1.000
#> HP1504101T2D_K3      1 0.000
#> HP1504101T2D_D4      1 0.000
#> HP1504101T2D_E21     2 0.747
#> HP1504101T2D_K20     2 0.498
#> HP1504101T2D_I22     2 1.000
#> HP1502401_F9         3 0.751
#> HP1504101T2D_M13     1 0.000
#> HP1504101T2D_H4      2 1.000
#> HP1502401_F16        3 0.000
#> HP1502401_M20        2 1.000
#> HP1504101T2D_K17     2 0.751
#> HP1504101T2D_L10     2 1.000
#> HP1504101T2D_I2      4 0.000
#> HP1504101T2D_K21     1 0.000
#> HP1504101T2D_J3      2 0.253
#> HP1502401_E23        2 1.000
#> HP1502401_A24        2 1.000
#> HP1504101T2D_F9      1 0.000
#> HP1502401_M11        2 1.000
#> HP1504101T2D_I11     4 0.498
#> HP1502401_I8         2 0.498
#> HP1504101T2D_H21     2 1.000
#> HP1504101T2D_A21     1 0.000
#> HP1502401_F23        2 1.000
#> HP1504101T2D_O3      2 1.000
#> HP1504101T2D_N2      2 0.502
#> HP1504101T2D_J20     2 0.751
#> HP1504101T2D_C6      1 1.000
#> HP1504101T2D_L3      2 1.000
#> HP1504101T2D_P11     2 1.000
#> HP1502401_E24        2 0.502
#> HP1504101T2D_J8      1 0.000
#> HP1504101T2D_G21     2 0.751
#> HP1502401_A5         1 0.000
#> HP1504101T2D_F3      2 0.249
#> HP1504101T2D_J1      2 0.747
#> HP1502401_N14        1 0.000
#> HP1502401_M21        2 1.000
#> HP1504101T2D_C3      1 0.000
#> HP1504101T2D_F1      2 0.502
#> HP1504101T2D_P4      1 0.000
#> HP1502401_I12        2 1.000
#> HP1504101T2D_P5      2 1.000
#> HP1502401_K21        2 1.000
#> HP1504101T2D_N8      2 1.000
#> HP1502401_I19        4 0.000
#> HP1502401_C20        2 1.000
#> HP1504101T2D_G23     2 1.000
#> HP1502401_H16        2 1.000
#> HP1502401_J24        2 1.000
#> HP1502401_C17        1 0.000
#> HP1504101T2D_E12     1 0.000
#> HP1504101T2D_A2      1 0.000
#> HP1504101T2D_K11     1 0.000
#> HP1504101T2D_D15     2 1.000
#> HP1504101T2D_E2      1 0.000
#> HP1504101T2D_D23     2 1.000
#> HP1504101T2D_N6      2 1.000
#> HP1504101T2D_N23     1 0.000
#> HP1502401_L20        2 1.000
#> HP1504101T2D_A16     1 0.000
#> HP1502401_E18        1 0.000
#> HP1504101T2D_O17     1 0.249
#> HP1502401_N20        2 1.000
#> HP1502401_E11        2 1.000
#> HP1502401_C24        1 0.000
#> HP1504101T2D_H1      2 1.000
#> HP1502401_K11        4 0.249
#> HP1502401_M16        2 1.000
#> HP1502401_E2         2 1.000
#> HP1504101T2D_D12     2 0.747
#> HP1504101T2D_H22     2 1.000
#> HP1504101T2D_M12     1 0.000
#> HP1502401_B10        4 0.249
#> HP1502401_F20        2 1.000
#> HP1504101T2D_D3      1 0.000
#> HP1504101T2D_B13     2 1.000
#> HP1504101T2D_F19     2 1.000
#> HP1504101T2D_F13     2 1.000
#> HP1502401_B16        2 1.000
#> HP1502401_C1         2 0.000
#> HP1502401_C21        2 1.000
#> HP1504101T2D_F21     1 0.000
#> HP1504101T2D_J9      2 1.000
#> HP1502401_I21        2 0.000
#> HP1504101T2D_K15     1 0.000
#> HP1504101T2D_H24     2 1.000
#> HP1502401_I17        1 0.000
#> HP1502401_C7         2 1.000
#> HP1504101T2D_F24     1 0.000
#> HP1504101T2D_P20     1 0.000
#> HP1504101T2D_B14     1 0.249
#> HP1502401_H19        2 1.000
#> HP1502401_F6         1 0.000
#> HP1502401_L1         2 1.000
#> HP1502401_F1         1 0.000
#> HP1502401_J2         2 0.502
#> HP1502401_C3         1 0.000
#> HP1504101T2D_E20     2 1.000
#> HP1504101T2D_H3      1 0.000
#> HP1502401_I24        2 1.000
#> HP1504101T2D_P12     2 1.000
#> HP1504101T2D_C16     2 1.000
#> HP1502401_N21        3 1.000
#> HP1502401_A10        2 1.000
#> HP1502401_M22        2 0.747
#> HP1502401_A17        2 0.747
#> HP1504101T2D_O2      1 0.000
#> HP1504101T2D_A8      2 1.000
#> HP1502401_J12        3 1.000
#> HP1504101T2D_A14     1 1.000
#> HP1504101T2D_I12     1 1.000
#> HP1504101T2D_H15     2 0.751
#> HP1504101T2D_J22     2 1.000
#> HP1502401_F21        2 1.000
#> HP1502401_H1         2 1.000
#> HP1504101T2D_O11     2 1.000
#> HP1504101T2D_M23     2 1.000
#> HP1502401_K7         1 0.000
#> HP1504101T2D_J5      2 0.000
#> HP1502401_I23        2 1.000
#> HP1504101T2D_G8      2 0.249
#> HP1504101T2D_K14     1 0.000
#> HP1502401_O3         4 0.000
#> HP1502401_F10        2 1.000
#> HP1502401_H18        2 1.000
#> HP1502401_E3         2 1.000
#> HP1504101T2D_J24     2 1.000
#> HP1502401_J9         1 0.502
#> HP1504101T2D_D5      2 1.000
#> HP1504101T2D_D11     2 0.249
#> HP1504101T2D_F4      1 0.000
#> HP1504101T2D_O23     2 1.000
#> HP1502401_N3         2 1.000
#> HP1504101T2D_L18     2 1.000
#> HP1504101T2D_F20     2 1.000
#> HP1502401_N16        2 0.253
#> HP1504101T2D_K18     2 1.000
#> HP1504101T2D_P18     2 1.000
#> HP1502401_E9         2 1.000
#> HP1504101T2D_M3      3 0.249
#> HP1504101T2D_G11     1 0.000
#> HP1504101T2D_L19     2 1.000
#> HP1504101T2D_G18     1 0.000
#> HP1504101T2D_N5      2 1.000
#> HP1502401_N19        2 1.000
#> HP1502401_B8         2 1.000
#> HP1502401_E20        2 1.000
#> HP1504101T2D_O1      1 0.000
#> HP1504101T2D_A23     2 1.000
#> HP1504101T2D_D6      2 1.000
#> HP1502401_K20        2 1.000
#> HP1502401_D15        1 0.000
#> HP1504101T2D_N16     2 1.000
#> HP1502401_B23        2 1.000
#> HP1504101T2D_O24     2 0.751
#> HP1502401_H9         1 0.000
#> HP1504101T2D_A18     2 1.000
#> HP1504101T2D_F16     2 0.498
#> HP1502401_I10        4 0.000
#> AZ_A1                1 0.000
#> AZ_A2                3 0.502
#> AZ_A3                1 0.000
#> AZ_B6                1 0.000
#> AZ_B9                2 1.000
#> AZ_B4                1 0.498
#> AZ_A6                2 1.000
#> AZ_C11               2 1.000
#> AZ_B10               3 1.000
#> AZ_A4                1 0.000
#> AZ_C10               2 1.000
#> AZ_A5                1 0.502
#> AZ_C12               1 0.000
#> AZ_B8                2 1.000
#> AZ_B1                2 1.000
#> AZ_A12               3 0.000
#> AZ_B7                1 0.000
#> AZ_C1                2 1.000
#> AZ_A9                1 0.249
#> AZ_A8                3 1.000
#> AZ_A11               2 1.000
#> AZ_C2                2 1.000
#> AZ_B11               2 1.000
#> AZ_B12               2 1.000
#> AZ_B2                2 1.000
#> AZ_B3                2 1.000
#> AZ_A7                2 1.000
#> AZ_A10               2 1.000
#> AZ_C3                2 1.000
#> AZ_B5                2 1.000
#> AZ_E12               2 1.000
#> AZ_G12               1 0.000
#> AZ_F10               1 0.000
#> AZ_H4                4 0.751
#> AZ_D3                2 1.000
#> AZ_E4                2 1.000
#> AZ_G6                2 1.000
#> AZ_H5                3 0.000
#> AZ_G4                3 0.000
#> AZ_E10               1 0.000
#> AZ_G10               3 0.000
#> AZ_D6                2 1.000
#> AZ_H1                4 1.000
#> AZ_G3                3 0.000
#> AZ_H11               3 1.000
#> AZ_D9                3 0.000
#> AZ_D5                3 0.000
#> AZ_H8                1 0.000
#> AZ_G11               1 0.000
#> AZ_F3                4 0.000
#> AZ_G5                2 1.000
#> AZ_H2                4 1.000
#> AZ_E11               1 0.498
#> AZ_E2                2 1.000
#> AZ_H10               2 1.000
#> AZ_F6                2 1.000
#> AZ_G7                1 0.000
#> AZ_F5                2 0.498
#> AZ_G9                1 0.000
#> AZ_D8                2 1.000
#> AZ_E3                3 1.000
#> AZ_D10               1 1.000
#> AZ_E7                2 1.000
#> AZ_E1                1 1.000
#> AZ_G2                3 1.000
#> AZ_H6                4 1.000
#> AZ_F9                3 0.751
#> AZ_C8                2 1.000
#> AZ_C7                1 0.751
#> AZ_H12               4 1.000
#> AZ_H7                1 0.000
#> AZ_D1                1 0.000
#> AZ_E5                2 1.000
#> AZ_D12               3 0.502
#> AZ_F4                2 1.000
#> AZ_F7                2 1.000
#> AZ_G8                1 0.000
#> AZ_H3                1 1.000
#> AZ_F12               1 0.000
#> AZ_C4                2 1.000
#> AZ_C5                2 1.000
#> AZ_D7                2 1.000
#> AZ_D4                2 1.000
#> AZ_F2                2 1.000
#> AZ_D11               1 0.249
#> AZ_E8                2 1.000
#> AZ_F1                2 1.000
#> AZ_F8                2 1.000
#> AZ_C9                2 1.000
#> AZ_G1                2 1.000
#> AZ_F11               4 1.000
#> AZ_C6                1 0.000
#> AZ_E9                2 1.000
#> AZ_H9                3 0.000
#> AZ_D2                3 0.000
#> AZ_E6                1 0.000
#> HP1508501T2D_E3      1 1.000
#> HP1508501T2D_C1      1 0.000
#> HP1508501T2D_O2      1 0.000
#> HP1508501T2D_E2      4 0.000
#> HP1508501T2D_M2      1 0.000
#> HP1508501T2D_C3      1 0.000
#> HP1508501T2D_M1      4 0.000
#> HP1508501T2D_A2      1 0.000
#> HP1508501T2D_K2      2 0.000
#> HP1508501T2D_A1      1 0.000
#> HP1508501T2D_E1      2 0.000
#> HP1508501T2D_A3      2 0.000
#> HP1508501T2D_I2      4 0.000
#> HP1508501T2D_O1      2 0.000
#> HP1508501T2D_G2      2 0.000
#> HP1508501T2D_I1      2 0.000
#> HP1508501T2D_C2      2 0.000
#> HP1508501T2D_K1      4 0.000
#> HP1508501T2D_G3      2 0.000
#> HP1508501T2D_G1      2 0.000
#> HP1508501T2D_D23     1 0.000
#> HP1508501T2D_C20     4 0.000
#> HP1508501T2D_M9      4 0.000
#> HP1508501T2D_L13     2 0.253
#> HP1508501T2D_K13     1 0.000
#> HP1508501T2D_O4      4 0.000
#> HP1508501T2D_N1      2 0.000
#> HP1508501T2D_P7      2 0.000
#> HP1508501T2D_N14     1 0.000
#> HP1508501T2D_B15     2 0.000
#> HP1508501T2D_D2      2 0.000
#> HP1508501T2D_D20     4 0.000
#> HP1508501T2D_I5      1 1.000
#> HP1508501T2D_H11     2 0.253
#> HP1508501T2D_E24     4 0.000
#> HP1508501T2D_B18     2 0.000
#> HP1508501T2D_G15     2 0.000
#> HP1508501T2D_M20     2 0.502
#> HP1508501T2D_C6      1 1.000
#> HP1508501T2D_B23     2 1.000
#> HP1508501T2D_K11     1 0.000
#> HP1508501T2D_A8      2 0.000
#> HP1508501T2D_J21     2 0.000
#> HP1508501T2D_A13     2 0.000
#> HP1508501T2D_O3      2 0.000
#> HP1508501T2D_F3      2 0.000
#> HP1508501T2D_M17     2 0.000
#> HP1508501T2D_I15     2 0.000
#> HP1508501T2D_E6      4 0.000
#> HP1508501T2D_E14     4 0.000
#> HP1508501T2D_G16     1 1.000
#> HP1508501T2D_M19     2 0.498
#> HP1508501T2D_D17     2 0.000
#> HP1508501T2D_L18     2 0.498
#> HP1508501T2D_A23     3 0.751
#> HP1508501T2D_M3      2 0.000
#> HP1508501T2D_L20     4 0.751
#> HP1508501T2D_L8      1 0.000
#> HP1508501T2D_F17     2 0.000
#> HP1508501T2D_L19     1 0.000
#> HP1508501T2D_A10     4 0.000
#> HP1508501T2D_H24     4 0.000
#> HP1508501T2D_D7      1 1.000
#> HP1508501T2D_P14     2 0.000
#> HP1508501T2D_O21     1 0.000
#> HP1508501T2D_I24     2 0.000
#> HP1508501T2D_L12     1 0.000
#> HP1508501T2D_H22     4 0.498
#> HP1508501T2D_I20     4 0.000
#> HP1508501T2D_F4      2 0.000
#> HP1508501T2D_F12     2 1.000
#> HP1508501T2D_P10     1 0.249
#> HP1508501T2D_N9      4 0.000
#> HP1508501T2D_H5      2 0.000
#> HP1508501T2D_A19     2 0.000
#> HP1508501T2D_B9      4 0.000
#> HP1508501T2D_H2      2 0.000
#> HP1508501T2D_J23     4 0.000
#> HP1508501T2D_A20     1 0.000
#> HP1508501T2D_P24     1 0.000
#> HP1508501T2D_G7      1 0.000
#> HP1508501T2D_B17     2 0.000
#> HP1508501T2D_A6      1 1.000
#> HP1508501T2D_D5      2 0.000
#> HP1508501T2D_H8      1 0.000
#> HP1508501T2D_K8      1 0.000
#> HP1508501T2D_I3      2 0.000
#> HP1508501T2D_I8      2 0.000
#> HP1508501T2D_L6      2 0.000
#> HP1508501T2D_B5      4 0.000
#> HP1508501T2D_C14     4 0.000
#> HP1508501T2D_J11     2 0.000
#> HP1508501T2D_F16     2 0.000
#> HP1508501T2D_L7      4 0.498
#> HP1508501T2D_O16     1 0.000
#> HP1508501T2D_L14     2 0.000
#> HP1508501T2D_N7      2 0.000
#> HP1508501T2D_M15     2 0.000
#> HP1508501T2D_O24     1 0.000
#> HP1508501T2D_K22     2 0.000
#> HP1508501T2D_H17     2 0.000
#> HP1508501T2D_G10     2 0.000
#> HP1508501T2D_M22     2 0.000
#> HP1508501T2D_M24     1 0.000
#> HP1508501T2D_N13     2 0.000
#> HP1508501T2D_F14     2 0.000
#> HP1508501T2D_D6      4 0.498
#> HP1508501T2D_G9      1 1.000
#> HP1508501T2D_E12     2 0.000
#> HP1508501T2D_J10     1 0.000
#> HP1508501T2D_C7      1 1.000
#> HP1508501T2D_P3      2 0.000
#> HP1508501T2D_H20     1 0.751
#> HP1508501T2D_H4      2 0.000
#> HP1508501T2D_E18     2 0.000
#> HP1508501T2D_G11     2 0.000
#> HP1508501T2D_I6      1 0.000
#> HP1508501T2D_P11     4 0.000
#> HP1508501T2D_L16     2 1.000
#> HP1508501T2D_N3      1 0.000
#> HP1508501T2D_P9      4 0.000
#> HP1508501T2D_F8      2 0.000
#> HP1508501T2D_O14     4 0.000
#> HP1508501T2D_D1      4 1.000
#> HP1508501T2D_A22     1 0.253
#> HP1508501T2D_L10     2 0.000
#> HP1508501T2D_F13     1 0.000
#> HP1508501T2D_N24     2 0.000
#> HP1508501T2D_O7      4 1.000
#> HP1508501T2D_P17     1 0.000
#> HP1508501T2D_C9      2 0.000
#> HP1508501T2D_K21     4 0.000
#> HP1508501T2D_O15     1 0.000
#> HP1508501T2D_F22     1 0.000
#> HP1508501T2D_H1      1 0.000
#> HP1508501T2D_H6      2 0.000
#> HP1508501T2D_E15     2 0.000
#> HP1508501T2D_J9      4 0.000
#> HP1508501T2D_N19     4 0.000
#> HP1508501T2D_B11     4 0.000
#> HP1508501T2D_B19     4 0.249
#> HP1508501T2D_E10     3 1.000
#> HP1508501T2D_I18     2 0.249
#> HP1508501T2D_M11     4 0.000
#> HP1508501T2D_B21     2 0.000
#> HP1508501T2D_N17     2 0.000
#> HP1508501T2D_G12     2 0.000
#> HP1508501T2D_C13     2 0.000
#> HP1508501T2D_L3      1 0.000
#> HP1508501T2D_E22     2 0.498
#> HP1508501T2D_A24     2 0.000
#> HP1508501T2D_K16     4 0.000
#> HP1508501T2D_P5      4 0.000
#> HP1508501T2D_N20     4 0.000
#> HP1508501T2D_M4      4 0.000
#> HP1508501T2D_N2      2 0.000
#> HP1508501T2D_K18     2 1.000
#> HP1508501T2D_B8      2 0.253
#> HP1508501T2D_N22     2 1.000
#> HP1508501T2D_I16     2 0.000
#> HP1508501T2D_C24     2 0.000
#> HP1508501T2D_H13     2 0.000
#> HP1508501T2D_M7      2 0.000
#> HP1508501T2D_A16     4 0.000
#> HP1508501T2D_L21     2 0.000
#> HP1508501T2D_G19     2 0.000
#> HP1508501T2D_F1      3 0.498
#> HP1508501T2D_P15     1 0.000
#> HP1508501T2D_E7      2 0.000
#> HP1508501T2D_I11     2 0.000
#> HP1508501T2D_K7      2 0.000
#> HP1508501T2D_O9      2 0.000
#> HP1508501T2D_H12     2 0.253
#> HP1508501T2D_K4      2 0.000
#> HP1508501T2D_I17     2 0.000
#> HP1508501T2D_P18     1 0.000
#> HP1508501T2D_O13     2 0.000
#> HP1508501T2D_H18     2 0.000
#> HP1508501T2D_M16     4 0.000
#> HP1508501T2D_O18     1 0.000
#> HP1508501T2D_L4      1 0.000
#> HP1508501T2D_P21     1 0.000
#> HP1508501T2D_H3      2 0.000
#> HP1508501T2D_C10     2 0.000
#> HP1508501T2D_F10     1 0.000
#> HP1508501T2D_L11     4 0.000
#> HP1508501T2D_B20     4 0.000
#> HP1508501T2D_B4      4 0.000
#> HP1508501T2D_J17     2 0.000
#> HP1508501T2D_C23     2 0.000
#> HP1508501T2D_K17     2 0.000
#> HP1508501T2D_G14     2 0.249
#> HP1508501T2D_D3      2 0.000
#> HP1508501T2D_L22     1 0.000
#> HP1508501T2D_K20     4 0.000
#> HP1508501T2D_L1      1 0.000
#> HP1508501T2D_D16     2 0.000
#> HP1508501T2D_G24     2 0.000
#> HP1508501T2D_B10     4 0.000
#> HP1508501T2D_J13     2 0.000
#> HP1508501T2D_P8      2 0.000
#> HP1508501T2D_N18     2 0.000
#> HP1508501T2D_G5      4 0.000
#> HP1508501T2D_M18     2 0.000
#> HP1508501T2D_B2      1 0.000
#> HP1508501T2D_P22     1 0.000
#> HP1508501T2D_A7      4 0.000
#> HP1508501T2D_C22     1 0.000
#> HP1508501T2D_I22     2 1.000
#> HP1508501T2D_O10     1 1.000
#> HP1508501T2D_P23     1 0.000
#> HP1508501T2D_G20     2 1.000
#> HP1508501T2D_K12     4 0.000
#> HP1508501T2D_J20     2 0.000
#> HP1508501T2D_K5      1 1.000
#> HP1508501T2D_K6      4 0.000
#> HP1508501T2D_P12     1 1.000
#> HP1508501T2D_J4      2 0.000
#> HP1508501T2D_M14     4 0.000
#> HP1508501T2D_B1      1 0.000
#> HP1508501T2D_F21     2 0.000
#> HP1508501T2D_C19     2 0.000
#> HP1508501T2D_E8      2 0.000
#> HP1508501T2D_G8      1 1.000
#> HP1508501T2D_F19     1 0.000
#> HP1508501T2D_I23     4 0.000
#> HP1508501T2D_M8      4 0.000
#> HP1508501T2D_A5      1 0.000
#> HP1508501T2D_E17     2 0.000
#> HP1508501T2D_B22     4 0.751
#> HP1508501T2D_F7      2 0.000
#> HP1508501T2D_E19     2 0.000
#> HP1508501T2D_J7      1 0.000
#> HP1508501T2D_H16     2 0.000
#> HP1508501T2D_J12     2 0.249
#> HP1508501T2D_H9      4 1.000
#> HP1508501T2D_O22     1 0.000
#> HP1508501T2D_F9      4 0.000
#> HP1508501T2D_G17     2 0.000
#> HP1508501T2D_F15     4 0.498
#> HP1508501T2D_C21     1 0.000
#> HP1508501T2D_C15     4 0.000
#> HP1508501T2D_N4      2 0.000
#> HP1508501T2D_I10     2 0.000
#> HP1508501T2D_I14     4 0.000
#> HP1508501T2D_N15     2 0.000
#> HP1508501T2D_L23     4 0.000
#> HP1508501T2D_J3      2 0.000
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#> HP1504901_C9         1 0.751
#> HP1504901_I15        1 0.000
#> HP1504901_L15        1 0.000
#> HP1504901_K22        3 1.000
#> HP1504901_O5         3 0.000
#> HP1504901_J9         3 0.000
#> HP1504901_M4         4 1.000
#> HP1504901_E20        1 1.000
#> HP1504901_M10        1 0.000
#> HP1504901_G2         3 1.000
#> HP1504901_K4         1 0.000
#> HP1504901_N16        3 1.000
#> HP1504901_G10        3 1.000
#> HP1504901_F24        3 0.249
#> HP1504901_O17        3 0.000
#> HP1504901_A19        3 0.000
#> HP1504901_D5         3 0.000
#> HP1504901_P23        1 0.000
#> HP1504901_F22        1 0.000
#> HP1504901_L24        1 0.000
#> HP1504901_I9         1 0.000
#> HP1504901_L23        1 0.000
#> HP1504901_D1         4 1.000
#> HP1504901_F16        3 1.000
#> HP1504901_B6         3 0.000
#> HP1504901_E12        1 0.502
#> HP1504901_E23        3 0.000
#> HP1504901_N8         3 0.000
#> HP1504901_I16        1 0.000
#> HP1504901_K17        1 0.000
#> HP1504901_N12        3 0.000
#> HP1504901_H8         3 0.000
#> HP1504901_M24        3 0.747
#> HP1504901_L1         3 0.249
#> HP1504901_B9         3 0.000
#> HP1504901_K7         1 0.000
#> HP1504901_O4         3 1.000
#> HP1504901_B17        1 0.000
#> HP1504901_O10        3 1.000
#> HP1504901_M11        3 0.000
#> HP1504901_B18        2 1.000
#> HP1504901_O13        1 0.000
#> HP1504901_F9         3 1.000
#> HP1504901_A18        1 0.000
#> HP1504901_H9         1 0.000
#> HP1504901_F20        2 1.000
#> HP1504901_G14        1 0.000
#> HP1504901_C7         1 0.000
#> HP1504901_A24        1 0.000
#> HP1504901_O6         3 0.000
#> HP1504901_B14        2 1.000
#> HP1504901_I4         1 0.000
#> HP1504901_D4         3 0.000
#> HP1504901_M22        1 0.000
#> HP1504901_J19        1 0.000
#> HP1504901_E10        2 1.000
#> HP1504901_D10        1 0.000
#> HP1504901_L13        3 0.000
#> HP1504901_A1         1 0.000
#> HP1504901_L22        3 0.498
#> HP1504901_O24        3 0.000
#> HP1504901_L19        1 0.000
#> HP1504901_G13        3 0.000
#> HP1504901_J22        2 1.000
#> HP1504901_I5         1 0.000
#> HP1504901_N20        1 0.000
#> HP1504901_L14        3 0.000
#> HP1504901_I11        1 0.000
#> HP1504901_A2         3 0.000
#> HP1504901_M17        1 0.000
#> HP1504901_N17        3 1.000
#> HP1504901_L3         4 1.000
#> HP1504901_I3         3 0.000
#> HP1504901_J21        1 0.000
#> HP1504901_A9         3 1.000
#> HP1504901_P1         1 0.000
#> HP1504901_J14        1 0.000
#> HP1504901_K8         1 0.000
#> HP1504901_I21        3 0.000
#> HP1504901_H21        1 0.000
#> HP1504901_K23        2 1.000
#> HP1504901_G6         3 1.000
#> HP1504901_I6         1 0.000
#> HP1504901_E15        1 0.000
#> HP1504901_O3         1 0.000
#> HP1504901_O16        2 1.000
#> HP1504901_E14        3 0.747
#> HP1504901_G11        2 1.000
#> HP1504901_F21        1 0.000
#> HP1504901_N24        3 0.000
#> HP1504901_P24        1 0.000
#> HP1504901_C3         1 0.000
#> HP1504901_D17        3 0.000
#> HP1504901_K6         3 0.000
#> HP1504901_I14        1 0.000
#> HP1504901_M15        1 0.000
#> HP1504901_D2         3 1.000
#> HP1504901_I18        3 0.000
#> HP1504901_E21        3 0.000
#> HP1504901_H18        3 0.000
#> HP1504901_D20        1 0.000
#> HP1504901_D24        3 0.000
#> HP1504901_J6         3 0.249
#> HP1504901_I2         3 0.000
#> HP1504901_D14        3 0.000
#> HP1504901_C1         1 0.000
#> HP1504901_G16        3 1.000
#> HP1504901_I12        4 1.000
#> HP1504901_P20        3 0.000
#> HP1504901_M18        2 1.000
#> HP1504901_P15        1 0.000
#> HP1504901_G22        1 0.000
#> HP1504901_P22        1 0.000
#> HP1504901_J3         3 1.000
#> HP1504901_N10        1 0.000
#> HP1504901_P12        1 0.000
#> HP1504901_M9         1 0.000
#> HP1504901_F4         2 1.000
#> HP1504901_D7         3 0.000
#> HP1504901_M21        3 1.000
#> HP1504901_E13        1 0.000
#> HP1504901_B10        3 0.000
#> HP1504901_H1         4 1.000
#> HP1504901_J5         3 0.000
#> HP1504901_K5         3 1.000
#> HP1504901_M13        1 0.000
#> HP1504901_N6         1 0.000
#> HP1504901_F10        3 1.000
#> HP1504901_H16        2 1.000
#> HP1504901_G15        3 0.000
#> HP1504901_M23        1 0.000
#> HP1504901_H2         4 1.000
#> HP1504901_G18        3 0.000
#> HP1504901_N19        2 1.000
#> HP1504901_P17        1 0.000
#> HP1504901_L21        1 0.000
#> HP1504901_D11        1 0.000
#> HP1504901_P6         1 0.000
#> HP1504901_C6         1 0.000
#> HP1504901_C10        3 0.000
#> HP1504901_I8         2 1.000
#> HP1504901_D3         1 0.000
#> HP1504901_L5         1 0.000
#> HP1504901_I22        3 0.249
#> HP1504901_K18        1 0.000
#> HP1504901_D8         1 0.000
#> HP1504901_G17        1 0.000
#> HP1504901_B21        3 0.249
#> HP1504901_N7         4 1.000
#> HP1504901_C14        4 1.000
#> HP1504901_M1         1 0.000
#> HP1504901_A10        3 0.000
#> HP1504901_I13        3 0.000
#> HP1504901_C23        3 0.498
#> HP1504901_N4         1 0.000
#> HP1504901_E2         3 0.000
#> HP1504901_D21        3 0.000
#> HP1504901_A20        1 0.000
#> HP1504901_G19        3 0.000
#> HP1504901_N5         1 0.000
#> HP1504901_C22        1 0.000
#> HP1504901_N21        3 0.000
#> HP1504901_B2         3 0.253
#> HP1504901_L9         3 0.000
#> HP1504901_N23        3 0.000
#> HP1504901_F3         3 0.000
#> HP1525301T2D_P14     2 0.498
#> HP1525301T2D_K15     2 0.502
#> HP1526901T2D_K9      1 0.000
#> HP1526901T2D_A18     4 0.000
#> HP1525301T2D_D19     3 0.249
#> HP1526901T2D_K12     2 0.000
#> HP1525301T2D_G16     1 0.000
#> HP1525301T2D_G11     3 0.249
#> HP1525301T2D_A6      3 1.000
#> HP1508501T2D_P4      4 0.000
#> HP1525301T2D_K23     2 0.000
#> HP1525301T2D_P12     1 0.000
#> HP1525301T2D_N22     1 0.000
#> HP1525301T2D_P16     2 0.000
#> HP1525301T2D_O14     2 0.249
#> HP1525301T2D_H14     3 0.249
#> HP1525301T2D_F24     2 0.000
#> HP1525301T2D_P1      2 0.000
#> HP1526901T2D_A20     2 0.000
#> HP1526901T2D_A10     2 0.000
#> HP1525301T2D_I21     3 1.000
#> HP1525301T2D_M23     1 0.000
#> HP1526901T2D_A3      2 0.000
#> HP1526901T2D_O5      2 0.000
#> HP1525301T2D_I12     2 0.000
#> HP1525301T2D_P22     2 0.000
#> HP1525301T2D_H9      2 0.000
#> HP1526901T2D_P20     3 1.000
#> HP1525301T2D_B9      1 0.000
#> HP1525301T2D_A10     1 0.000
#> HP1525301T2D_K16     2 0.000
#> HP1526901T2D_B6      2 0.747
#> HP1526901T2D_P9      3 0.000
#> HP1526901T2D_E11     2 0.249
#> HP1525301T2D_F22     1 0.000
#> HP1525301T2D_C3      3 0.747
#> HP1526901T2D_M5      1 0.000
#> HP1525301T2D_F11     1 0.000
#> HP1526901T2D_C21     1 0.000
#> HP1526901T2D_M21     2 0.000
#> HP1526901T2D_H18     2 0.249
#> HP1525301T2D_J22     1 0.000
#> HP1525301T2D_D1      2 0.000
#> HP1526901T2D_D5      2 0.249
#> HP1525301T2D_J14     2 0.502
#> HP1525301T2D_P6      3 0.000
#> HP1525301T2D_F15     2 0.751
#> HP1525301T2D_K9      1 0.000
#> HP1526901T2D_K6      3 1.000
#> HP1525301T2D_C16     3 0.000
#> HP1525301T2D_I18     2 0.000
#> HP1525301T2D_M11     2 0.000
#> HP1526901T2D_J6      3 0.000
#> HP1525301T2D_C20     1 0.000
#> HP1525301T2D_D18     1 0.000
#> HP1525301T2D_I23     2 0.000
#> HP1526901T2D_L16     2 0.000
#> HP1526901T2D_J16     1 0.751
#> HP1526901T2D_F2      2 0.000
#> HP1525301T2D_K14     2 0.000
#> HP1525301T2D_J7      2 0.000
#> HP1525301T2D_B1      2 0.253
#> HP1525301T2D_C4      4 1.000
#> HP1525301T2D_J21     2 0.000
#> HP1525301T2D_E19     4 0.498
#> HP1526901T2D_C13     3 1.000
#> HP1525301T2D_B4      3 1.000
#> HP1525301T2D_F19     4 0.000
#> HP1526901T2D_D15     1 0.000
#> HP1525301T2D_B5      4 0.000
#> HP1526901T2D_G6      1 0.000
#> HP1526901T2D_C19     2 0.000
#> HP1526901T2D_E18     2 0.000
#> HP1525301T2D_I13     1 0.000
#> HP1525301T2D_N3      2 0.751
#> HP1525301T2D_P7      1 0.000
#> HP1525301T2D_D7      1 0.000
#> HP1525301T2D_I6      3 0.000
#> HP1525301T2D_N23     2 0.000
#> HP1526901T2D_H23     2 0.000
#> HP1526901T2D_G5      1 0.000
#> HP1525301T2D_G22     3 0.751
#> HP1525301T2D_J5      2 0.000
#> HP1525301T2D_D16     1 0.000
#> HP1525301T2D_C12     1 0.000
#> HP1525301T2D_K4      1 0.000
#> HP1525301T2D_F6      1 0.000
#> HP1525301T2D_D10     2 0.000
#> HP1525301T2D_H5      1 0.000
#> HP1526901T2D_F15     2 0.000
#> HP1526901T2D_O22     2 0.000
#> HP1526901T2D_M8      2 0.000
#> HP1525301T2D_C6      2 1.000
#> HP1526901T2D_G21     2 0.000
#> HP1525301T2D_D11     3 0.253
#> HP1526901T2D_I6      2 0.000
#> HP1526901T2D_H24     2 0.751
#> HP1525301T2D_E1      3 0.000
#> HP1526901T2D_J22     2 0.000
#> HP1526901T2D_N15     2 0.000
#> HP1525301T2D_G3      2 0.000
#> HP1525301T2D_E11     2 0.498
#> HP1525301T2D_C2      4 1.000
#> HP1526901T2D_A1      2 0.502
#> HP1525301T2D_D17     1 1.000
#> HP1526901T2D_F3      2 0.000
#> HP1526901T2D_P21     2 1.000
#> HP1525301T2D_B11     2 1.000
#> HP1526901T2D_J24     2 0.502
#> HP1526901T2D_M15     2 0.000
#> HP1526901T2D_F14     1 0.000
#> HP1526901T2D_K11     2 0.249
#> HP1526901T2D_G17     2 0.751
#> HP1526901T2D_L1      2 0.000
#> HP1526901T2D_P3      1 0.000
#> HP1526901T2D_L2      2 0.000
#> HP1525301T2D_M24     1 0.000
#> HP1526901T2D_M19     2 0.000
#> HP1526901T2D_A16     2 0.747
#> HP1525301T2D_N4      4 0.249
#> HP1526901T2D_B4      2 1.000
#> HP1526901T2D_F21     4 0.000
#> HP1525301T2D_M16     3 1.000
#> HP1526901T2D_K3      2 0.498
#> HP1525301T2D_B24     2 0.253
#> HP1526901T2D_B21     1 0.498
#> HP1526901T2D_O15     2 0.000
#> HP1526901T2D_O12     2 0.000
#> HP1526901T2D_J21     2 0.000
#> HP1525301T2D_O1      3 0.502
#> HP1525301T2D_E21     1 0.751
#> HP1525301T2D_O20     2 0.000
#> HP1525301T2D_E14     1 0.000
#> HP1525301T2D_O9      2 0.000
#> HP1525301T2D_B22     1 0.000
#> HP1526901T2D_G7      2 0.000
#> HP1526901T2D_J5      2 1.000
#> HP1525301T2D_G13     2 0.000
#> HP1525301T2D_F23     2 0.249
#> HP1526901T2D_F4      4 0.000
#> HP1526901T2D_I1      2 0.000
#> HP1526901T2D_L4      2 1.000
#> HP1526901T2D_L14     2 0.249
#> HP1525301T2D_L23     2 0.000
#> HP1525301T2D_H23     2 0.000
#> HP1525301T2D_I1      2 0.000
#> HP1526901T2D_F10     2 0.000
#> HP1525301T2D_B23     4 0.000
#> HP1526901T2D_J18     2 0.000
#> HP1526901T2D_I10     2 0.000
#> HP1525301T2D_I4      3 0.253
#> HP1526901T2D_B24     2 0.000
#> HP1525301T2D_C24     2 0.249
#> HP1525301T2D_P8      3 0.000
#> HP1526901T2D_G24     2 0.000
#> HP1526901T2D_J8      2 0.000
#> HP1525301T2D_M22     3 1.000
#> HP1525301T2D_C1      4 1.000
#> HP1526901T2D_P5      1 0.000
#> HP1525301T2D_K13     1 0.000
#> HP1526901T2D_P13     2 0.000
#> HP1526901T2D_G23     2 0.000
#> HP1525301T2D_A22     1 0.000
#> HP1526901T2D_P22     2 0.747
#> HP1525301T2D_A18     1 0.000
#> HP1525301T2D_J2      4 1.000
#> HP1526901T2D_H20     2 0.000
#> HP1525301T2D_G14     4 1.000
#> HP1526901T2D_L7      2 0.000
#> HP1526901T2D_N12     2 1.000
#> HP1525301T2D_N7      2 0.249
#> HP1525301T2D_L1      2 0.000
#> HP1526901T2D_F5      2 1.000
#> HP1525301T2D_I10     2 0.498
#> HP1525301T2D_G20     4 1.000
#> HP1526901T2D_E24     1 0.000
#> HP1526901T2D_K24     2 0.502
#> HP1525301T2D_M7      2 0.249
#> HP1526901T2D_E8      2 0.000
#> HP1526901T2D_P14     3 0.249
#> HP1526901T2D_N4      4 1.000
#> HP1525301T2D_N2      1 0.000
#> HP1526901T2D_O24     2 1.000
#> HP1526901T2D_O14     2 0.000
#> HP1526901T2D_G12     1 0.000
#> HP1525301T2D_H24     2 0.000
#> HP1525301T2D_P13     2 0.502
#> HP1526901T2D_E20     2 0.747
#> HP1526901T2D_L20     1 0.000
#> HP1525301T2D_O15     1 1.000
#> HP1525301T2D_H6      2 0.000
#> HP1525301T2D_C10     2 0.502
#> HP1526901T2D_B8      1 0.000
#> HP1526901T2D_C3      2 0.249
#> HP1526901T2D_N13     2 0.498
#> HP1526901T2D_L19     2 0.253
#> HP1525301T2D_H7      2 0.000
#> HP1525301T2D_G15     4 1.000
#> HP1526901T2D_J23     1 0.000
#> HP1526901T2D_E23     2 0.000
#> HP1525301T2D_D2      4 1.000
#> HP1526901T2D_D19     2 0.000
#> HP1525301T2D_I3      2 0.000
#> HP1526901T2D_B15     1 0.000
#> HP1525301T2D_E23     2 1.000
#> HP1526901T2D_N9      2 0.000
#> HP1525301T2D_I7      2 1.000
#> HP1526901T2D_B18     2 1.000
#> HP1526901T2D_O21     2 0.000
#> HP1526901T2D_G14     2 0.502
#> HP1525301T2D_E7      3 1.000
#> HP1525301T2D_F10     2 0.000
#> HP1525301T2D_K21     2 0.000
#> HP1525301T2D_M21     1 0.000
#> HP1525301T2D_E3      4 0.000
#> HP1526901T2D_A4      2 0.000
#> HP1526901T2D_M12     1 0.000
#> HP1525301T2D_H3      2 0.000
#> HP1526901T2D_D4      2 0.000
#> HP1525301T2D_J12     1 0.000
#> HP1526901T2D_G1      2 0.000
#> HP1526901T2D_M17     1 1.000
#> HP1525301T2D_N5      2 0.502
#> HP1525301T2D_A17     3 0.751
#> HP1526901T2D_C5      1 0.000
#> HP1525301T2D_E12     2 0.000
#> HP1526901T2D_L5      2 0.000
#> HP1525301T2D_O18     4 1.000
#> HP1526901T2D_A23     2 0.747
#> HP1525301T2D_C13     3 0.751
#> HP1526901T2D_K22     2 0.000
#> HP1526901T2D_F17     3 0.253
#> HP1526901T2D_N3      2 0.498
#> HP1526901T2D_K23     2 0.747
#> HP1525301T2D_O2      4 1.000
#> HP1526901T2D_K4      2 0.000
#> HP1525301T2D_I19     2 0.000
#> HP1526901T2D_P17     3 0.249
#> HP1526901T2D_O1      2 0.000
#> HP1525301T2D_L10     1 0.000
#> HP1525301T2D_F2      4 1.000
#> HP1526901T2D_M20     2 0.000
#> HP1526901T2D_O17     2 1.000
#> HP1525301T2D_H19     2 0.747
#> HP1526901T2D_M4      2 0.000
#> HP1526901T2D_D22     2 0.000
#> HP1525301T2D_A21     1 0.000
#> HP1525301T2D_I11     3 0.498
#> HP1525301T2D_J15     3 0.502
#> HP1526901T2D_J11     2 0.000
#> HP1525301T2D_P21     2 0.000
#> HP1525301T2D_M13     2 0.502
#> HP1526901T2D_A9      4 0.249
#> HP1526901T2D_E13     1 0.000
#> HP1525301T2D_P24     3 0.498
#> HP1525301T2D_I5      4 0.498
#> HP1526901T2D_H7      1 0.000
#> HP1525301T2D_L15     4 1.000
#> HP1525301T2D_J23     4 1.000
#> HP1526901T2D_P15     1 0.000
#> HP1525301T2D_P5      2 0.000
#> HP1526901T2D_G11     2 0.000
#> HP1525301T2D_F21     2 0.249
#> HP1526901T2D_J9      1 0.000
#> HP1525301T2D_A19     2 0.000
#> HP1526901T2D_P2      4 0.498
#> HP1526901T2D_A12     2 0.000
#> HP1526901T2D_K20     2 0.000
#> HP1526901T2D_B19     1 0.000
#> HP1525301T2D_J16     2 1.000
#> HP1525301T2D_A8      1 0.000
#> HP1526901T2D_N22     1 0.000
#> HP1525301T2D_F7      2 0.000
#> HP1526901T2D_E9      2 0.000
#> HP1526901T2D_D20     1 0.000
#> HP1526901T2D_F24     2 0.000
#> HP1526901T2D_B16     1 0.000
#> HP1526901T2D_I2      1 0.000
#> HP1525301T2D_O7      4 1.000
#> HP1526901T2D_A2      2 0.498
#> HP1525301T2D_A12     3 1.000
#> HP1526901T2D_L11     2 1.000
#> HP1526901T2D_B12     2 0.000
#> HP1526901T2D_H22     2 0.249
#> HP1526901T2D_J3      2 0.249
#> HP1525301T2D_B6      2 0.000
#> HP1525301T2D_E5      2 0.000
#> HP1525301T2D_K11     2 0.000
#> HP1526901T2D_A17     2 0.000
#> HP1526901T2D_N7      2 0.000
#> HP1526901T2D_P12     2 0.000
#> HP1525301T2D_L8      2 0.000
#> HP1526901T2D_J2      2 0.000
#> HP1526901T2D_H13     1 0.249
#> HP1525301T2D_O23     2 0.000
#> HP1525301T2D_D24     1 0.000
#> HP1526901T2D_D18     3 0.000
#> HP1526901T2D_B17     2 0.498
#> HP1526901T2D_G2      2 0.498
#> HP1525301T2D_A9      4 1.000
#> HP1526901T2D_A11     2 0.000
#> HP1526901T2D_I20     2 0.249
#> HP1525301T2D_A20     1 0.000
#> HP1526901T2D_F1      3 1.000
#> HP1525301T2D_F5      2 0.000
#> HP1525301T2D_A15     2 0.502
#> HP1526901T2D_F16     2 0.000
#> HP1526901T2D_B20     2 0.253
#> HP1525301T2D_B20     1 0.000
#> HP1525301T2D_L2      4 0.498
#> HP1526901T2D_H12     2 0.000
#> HP1525301T2D_G6      1 0.498
#> HP1525301T2D_B10     2 0.000
#> HP1526901T2D_G13     2 0.000
#> HP1526901T2D_N18     2 0.000
#> HP1525301T2D_E2      4 0.747
#> HP1525301T2D_E24     2 0.000
#> HP1525301T2D_L12     1 0.000
#> HP1525301T2D_P17     2 0.751
#> HP1526901T2D_O9      2 1.000
#> HP1526901T2D_N6      2 0.000
#> HP1525301T2D_B15     4 1.000
#> HP1525301T2D_L22     3 0.747
#> HP1526901T2D_I21     2 0.000
#> HP1526901T2D_H16     2 0.000
#> HP1525301T2D_I2      3 1.000
#> HP1525301T2D_H12     2 0.000
#> HP1525301T2D_K18     3 1.000
#> HP1526901T2D_K21     2 0.000
#> HP1525301T2D_L24     2 0.000
#> HP1525301T2D_C17     3 1.000
#> HP1525301T2D_D3      2 0.000
#> HP1525301T2D_L7      1 0.000
#> HP1526901T2D_F13     1 0.000
#> HP1525301T2D_D22     2 0.000
#> HP1525301T2D_F16     4 0.249
#> HP1525301T2D_M4      1 1.000
#> HP1526901T2D_P23     3 1.000
#> HP1525301T2D_L14     2 0.000
#> HP1525301T2D_N8      3 0.249
#> HP1526901T2D_N20     2 0.249
#> HP1526901T2D_D7      2 0.000
#> HP1526901T2D_F9      2 0.000
#> HP1526901T2D_B9      2 0.502
#> HP1525301T2D_F13     1 1.000
#> HP1526901T2D_E15     2 0.000
#> HP1526901T2D_L24     2 0.249
#> HP1526901T2D_H4      2 0.249
#> HP1526901T2D_H17     2 0.000
#> HP1525301T2D_N11     2 0.000
#> HP1525301T2D_L11     1 0.000
#> HP1525301T2D_A24     1 0.000
#> HP1526901T2D_I24     4 0.751
#> HP1526901T2D_A24     2 0.000
#> HP1525301T2D_A2      1 0.000
#> HP1525301T2D_G23     2 0.000
#> HP1525301T2D_E9      1 0.000
#> HP1526901T2D_E22     2 0.000
#> HP1526901T2D_L10     1 0.000
#> HP1526901T2D_A22     2 0.000
#> HP1525301T2D_C14     4 0.747
#> HP1526901T2D_C14     2 0.000
#> HP1525301T2D_K6      4 1.000
#> HP1525301T2D_F1      1 0.000
#> HP1525301T2D_L4      2 0.000
#> HP1526901T2D_G3      1 0.000
#> HP1525301T2D_O12     1 0.000
#> HP1525301T2D_H21     1 0.000
#> HP1526901T2D_M6      1 0.000
#> HP1525301T2D_H22     1 0.000
#> HP1526901T2D_M24     2 0.000
#> HP1525301T2D_G9      2 0.000
#> HP1526901T2D_O23     2 0.249
#> HP1526901T2D_L3      2 0.498
#> HP1525301T2D_M8      3 0.000
#> HP1526901T2D_O18     1 0.000
#> HP1525301T2D_J18     4 1.000
#> HP1526901T2D_A15     2 0.000
#> HP1525301T2D_L20     2 1.000
#> HP1525301T2D_F4      4 1.000
#> HP1526901T2D_E1      2 0.000
#> HP1526901T2D_P7      3 1.000
#> HP1525301T2D_D13     1 0.000
#> HP1526901T2D_K17     2 0.000
#> HP1526901T2D_F22     2 0.000
#> HP1526901T2D_D10     2 0.751
#> HP1526901T2D_P24     1 0.000
#> HP1525301T2D_I9      1 0.000
#> HP1525301T2D_M1      1 0.000
#> HP1526901T2D_J20     2 0.249
#> HP1525301T2D_E20     1 0.000
#> HP1525301T2D_I22     2 0.000
#> HP1525301T2D_J4      3 0.000
#> HP1525301T2D_K24     1 0.000
#> HP1525301T2D_B16     1 0.000
#> HP1525301T2D_K10     2 0.000
#> HP1525301T2D_F8      4 1.000
#> HP1525301T2D_A13     3 1.000
#> HP1525301T2D_G4      3 1.000
#> HP1525301T2D_J13     3 0.747
#> HP1525301T2D_G19     3 1.000
#> HP1526901T2D_K8      1 0.000
#> HP1526901T2D_L17     3 1.000
#> HP1525301T2D_A1      3 1.000
#> HP1526901T2D_O2      2 0.000
#> HP1526901T2D_O13     4 1.000
#> HP1526901T2D_K16     1 0.000
#> HP1525301T2D_G2      1 0.000
#> HP1526901T2D_A7      2 0.502
#> HP1525301T2D_N13     2 0.000
#> HP1525301T2D_M3      1 0.000
#> HP1526901T2D_D3      2 0.249
#> HP1526901T2D_K18     2 0.000
#> HP1526901T2D_H11     1 0.000
#> HP1525301T2D_D6      2 1.000
#> HP1525301T2D_O3      4 1.000
#> HP1526901T2D_D13     1 0.000
#> HP1525301T2D_N14     2 0.000
#> HP1526901T2D_J1      2 0.502
#> HP1525301T2D_J8      4 1.000
#> HP1525301T2D_J9      2 0.000
#> HP1525301T2D_P2      2 0.249
#> HP1525301T2D_K12     2 0.000
#> HP1525301T2D_L21     1 0.000
#> HP1526901T2D_H9      2 0.000
#> HP1526901T2D_D24     1 0.000
#> HP1525301T2D_N17     1 0.000
#> HP1526901T2D_P6      1 0.000
#> HP1525301T2D_O21     1 0.000
#> HP1526901T2D_N23     2 0.249
#> HP1526901T2D_B1      2 0.498
#> HP1526901T2D_K10     2 0.000
#> HP1526901T2D_M14     3 0.502
#> HP1526901T2D_N1      2 1.000
#> HP1526901T2D_I7      2 0.000
#> HP1526901T2D_A19     2 0.249
#> HP1525301T2D_N18     3 0.502
#> HP1525301T2D_O17     3 0.751
#> HP1526901T2D_E12     1 0.000
#> HP1526901T2D_C15     2 0.249
#> HP1526901T2D_B23     2 0.000
#> HP1526901T2D_I19     3 1.000
#> HP1526901T2D_J19     2 0.000
#> HP1525301T2D_G17     2 1.000
#> HP1525301T2D_C5      4 1.000
#> HP1526901T2D_C22     2 0.000
#> HP1525301T2D_L3      1 0.000
#> HP1526901T2D_D2      2 0.000
#> HP1526901T2D_O3      3 0.751
#> HP1526901T2D_P8      4 0.502
#> HP1525301T2D_D5      1 0.000
#> HP1526901T2D_L15     3 1.000
#> HP1525301T2D_C23     4 0.747
#> HP1526901T2D_G16     2 0.000
#> HP1525301T2D_H4      1 0.000
#> HP1525301T2D_F14     1 0.000
#> HP1526901T2D_D8      4 1.000
#> HP1526901T2D_I14     2 0.000
#> HP1525301T2D_I15     3 1.000
#> HP1526901T2D_E4      4 1.000
#> HP1525301T2D_E13     3 1.000
#> HP1526901T2D_M1      2 0.000
#> HP1525301T2D_D23     4 1.000
#> HP1525301T2D_B8      4 1.000
#> HP1526901T2D_A6      2 0.000
#> HP1525301T2D_H10     3 1.000
#> HP1526901T2D_C9      1 0.000
#> HP1526901T2D_K13     1 0.747
#> HP1526901T2D_J4      2 0.000
#> HP1525301T2D_E15     2 0.000
#> HP1525301T2D_H13     1 0.000
#> HP1525301T2D_L9      2 0.249
#> HP1526901T2D_N24     1 0.000
#> HP1526901T2D_G10     2 0.000
#> HP1525301T2D_A11     3 1.000
#> HP1526901T2D_K2      2 0.000
#> HP1526901T2D_J10     1 0.000
#> HP1526901T2D_B7      3 1.000
#> HP1526901T2D_B2      1 0.000
#> HP1526901T2D_H1      1 0.000
#> HP1526901T2D_I13     2 1.000
#> HP1526901T2D_M9      1 0.000
#> HP1526901T2D_O7      2 0.502
#> HP1526901T2D_I3      2 0.249
#> HP1526901T2D_J7      1 0.000
#> HP1526901T2D_M2      2 0.000
#> HP1526901T2D_M10     1 0.000
#> HP1526901T2D_N10     2 0.000
#> HP1525301T2D_J24     1 0.000
#> HP1526901T2D_K1      2 0.000
#> HP1526901T2D_I8      2 0.000
#> HP1526901T2D_C23     2 0.000
#> HP1526901T2D_H14     2 0.249
#> HP1525301T2D_P11     2 0.249
#> HP1526901T2D_L13     2 0.000
#> HP1525301T2D_H11     2 0.000
#> HP1525301T2D_P18     3 1.000
#> HP1526901T2D_E17     4 0.498
#> HP1526901T2D_E21     3 0.498
#> HP1525301T2D_L6      2 0.502
#> HP1525301T2D_F12     2 0.747
#> HP1525301T2D_P10     1 0.000
#> HP1525301T2D_P19     2 0.751
#> HP1526901T2D_C20     2 0.000
#> HP1525301T2D_F18     1 0.000
#> HP1525301T2D_A14     2 1.000
#> HP1525301T2D_C9      2 0.000
#> HP1525301T2D_O6      4 0.747
#> HP1525301T2D_M2      2 0.000
#> HP1525301T2D_L5      3 1.000
#> HP1526901T2D_E2      2 0.000
#> HP1526901T2D_I5      2 0.000
#> HP1525301T2D_C8      3 0.000
#> HP1526901T2D_B11     2 0.000
#> HP1525301T2D_A16     3 0.502
#> HP1525301T2D_G12     1 0.000
#> HP1526901T2D_P11     3 0.000
#> HP1525301T2D_C7      2 0.000
#> HP1526901T2D_O16     1 0.000
#> HP1526901T2D_O6      2 0.000
#> HP1525301T2D_J20     2 0.000
#> HP1526901T2D_M13     2 0.000
#> HP1526901T2D_L18     1 0.000
#> HP1526901T2D_E3      2 0.000
#> HP1526901T2D_G18     2 0.000
#> HP1525301T2D_N16     2 1.000
#> HP1525301T2D_C15     3 1.000
#> HP1525301T2D_B13     4 1.000
#> HP1525301T2D_M5      2 0.000
#> HP1526901T2D_F12     2 0.000
#> HP1525301T2D_D14     2 0.000
#> HP1526901T2D_J13     2 0.000
#> HP1526901T2D_I12     2 0.000
#> HP1526901T2D_P10     3 0.249
#> HP1525301T2D_P15     3 0.249
#> HP1526901T2D_G15     1 0.000
#> HP1525301T2D_N20     2 0.000
#> HP1525301T2D_P20     2 0.000
#> HP1526901T2D_C16     2 0.000
#> HP1525301T2D_L16     3 1.000
#> HP1526901T2D_K5      1 0.000
#> HP1526901T2D_J14     2 0.000
#> HP1525301T2D_G5      4 1.000
#> HP1525301T2D_P4      2 0.000
#> HP1526901T2D_N5      4 0.000
#> HP1525301T2D_I17     4 1.000
#> HP1525301T2D_F17     1 0.000
#> HP1526901T2D_C4      2 0.502
#> HP1526901T2D_H6      2 0.000
#> HP1525301T2D_M19     1 1.000
#> HP1525301T2D_B19     1 0.000
#> HP1526901T2D_N21     2 0.000
#> HP1525301T2D_M6      2 0.751
#> HP1525301T2D_L17     4 1.000
#> HP1526901T2D_C17     2 0.498
#> HP1526901T2D_C12     1 0.249
#> HP1525301T2D_P9      2 0.751
#> HP1526901T2D_F19     2 0.000
#> HP1525301T2D_O8      1 0.000
#> HP1525301T2D_N10     2 0.000
#> HP1526901T2D_K19     2 0.000
#> HP1525301T2D_J17     2 0.000
#> HP1526901T2D_D9      2 0.498
#> HP1525301T2D_D12     3 0.747
#> HP1525301T2D_L19     1 0.000
#> HP1526901T2D_F8      3 0.253
#> HP1526901T2D_L8      1 0.000
#> HP1526901T2D_P19     2 0.249
#> HP1526901T2D_M11     1 0.000
#> HP1525301T2D_N1      2 0.000
#> HP1525301T2D_B21     2 0.000
#> HP1525301T2D_J11     1 0.000
#> HP1525301T2D_D20     1 0.249
#> HP1526901T2D_O20     1 0.000
#> HP1525301T2D_H16     2 0.000
#> HP1526901T2D_J15     1 0.000
#> HP1526901T2D_E14     2 0.253
#> HP1526901T2D_C11     2 1.000
#> HP1526901T2D_H21     2 0.000
#> HP1525301T2D_M15     2 0.000
#> HP1525301T2D_A5      3 0.000
#> HP1526901T2D_D23     1 0.000
#> HP1526901T2D_C7      4 0.000
#> HP1525301T2D_C18     1 0.000
#> HP1526901T2D_L23     2 0.000
#> HP1525301T2D_M10     2 0.249
#> HP1526901T2D_N2      2 0.498
#> HP1525301T2D_C19     2 0.000
#> HP1526901T2D_O10     2 0.249
#> HP1526901T2D_H19     2 0.000
#> HP1526901T2D_C6      2 0.000
#> HP1526901T2D_I9      2 0.000
#> HP1526901T2D_E19     2 0.000
#> HP1526901T2D_B22     1 0.000
#> HP1526901T2D_L21     2 0.000
#> HP1525301T2D_K8      4 0.747
#> HP1526901T2D_I11     2 0.000
#> HP1525301T2D_M18     1 0.000
#> HP1526901T2D_E10     2 0.000
#> HP1525301T2D_H8      3 0.502
#> HP1526901T2D_L12     2 0.000
#> HP1526901T2D_D11     1 0.000
#> HP1525301T2D_B7      3 1.000
#> HP1525301T2D_K2      2 0.000
#> HP1525301T2D_O4      1 0.000
#> HP1526901T2D_H10     2 0.000
#> HP1525301T2D_M9      2 0.000
#> HP1526901T2D_D1      2 0.000
#> HP1525301T2D_K7      4 0.498
#> HP1525301T2D_D21     2 1.000
#> HP1526901T2D_L22     1 0.000
#> HP1526901T2D_P1      2 0.000
#> HP1525301T2D_F20     4 0.000
#> HP1526901T2D_E6      2 0.000
#> HP1525301T2D_K5      3 1.000
#> HP1526901T2D_M22     2 0.000
#> HP1525301T2D_N15     1 0.000
#> HP1525301T2D_B14     4 1.000
#> HP1525301T2D_B18     3 1.000
#> HP1526901T2D_J12     2 0.000
#> HP1525301T2D_D4      3 0.751
#> HP1526901T2D_M23     2 0.000
#> HP1525301T2D_K19     2 0.502
#> HP1525301T2D_G1      3 0.249
#> HP1525301T2D_K20     1 0.000
#> HP1525301T2D_F3      2 0.000
#> HP1526901T2D_F20     2 0.249
#> HP1526901T2D_N14     2 0.000
#> HP1525301T2D_G10     2 0.000
#> HP1525301T2D_M17     3 0.502
#> HP1525301T2D_G24     1 0.000
#> HP1525301T2D_H2      2 0.000
#> HP1525301T2D_H15     1 0.000
#> HP1525301T2D_A7      3 0.000
#> HP1526901T2D_A21     2 0.000
#> HP1525301T2D_H1      2 0.000
#> HP1525301T2D_J3      1 0.000
#> HP1526901T2D_F23     2 0.000
#> HP1525301T2D_J19     4 1.000
#> HP1526901T2D_G19     2 0.000
#> HP1525301T2D_G18     4 1.000
#> HP1526901T2D_L9      1 0.000
#> HP1526901T2D_G22     2 0.000
#> HP1526901T2D_P16     1 0.000
#> HP1525301T2D_H18     2 0.000
#> HP1526901T2D_C24     3 0.000
#> HP1526901T2D_L6      2 0.498
#> HP1526901T2D_I4      2 0.000
#> HP1525301T2D_O16     2 0.000
#> HP1526901T2D_G20     1 0.000
#> HP1525301T2D_E16     2 1.000
#> HP1526901T2D_B5      2 0.000
#> HP1526901T2D_E7      1 0.000
#> HP1526901T2D_O4      2 0.249
#> HP1526901T2D_P18     3 0.000
#> HP1525301T2D_I24     2 0.502
#> HP1525301T2D_O24     2 0.253
#> HP1525301T2D_F9      1 0.000
#> HP1526901T2D_D21     3 0.249
#> HP1525301T2D_E6      1 0.000
#> HP1526901T2D_C10     2 0.000
#> HP1526901T2D_D14     3 0.502
#> HP1526901T2D_C1      2 1.000
#> HP1526901T2D_D12     2 0.000
#> HP1526901T2D_E5      2 0.000
#> HP1525301T2D_M20     2 0.000
#> HP1525301T2D_P3      1 0.000
#> HP1525301T2D_I20     1 0.000
#> HP1526901T2D_F11     1 0.000
#> HP1526901T2D_G4      2 0.249
#> HP1526901T2D_P4      3 0.000
#> HP1526901T2D_B14     2 0.253
#> HP1525301T2D_H17     2 0.000
#> HP1525301T2D_C21     3 1.000
#> HP1526901T2D_C2      2 0.000
#> HP1525301T2D_L13     3 0.502
#> HP1525301T2D_K17     2 0.000
#> HP1526901T2D_K14     2 0.000
#> HP1526901T2D_G9      2 0.000
#> HP1525301T2D_B17     1 1.000
#> HP1526901T2D_I17     2 0.000
#> HP1525301T2D_A3      2 0.000
#> HP1525301T2D_N21     2 1.000
#> HP1525301T2D_D8      3 0.000
#> HP1526901T2D_D6      1 0.000
#> HP1525301T2D_N19     1 0.253
#> HP1526901T2D_I22     2 0.000
#> HP1526901T2D_F6      1 0.000
#> HP1526901T2D_O8      2 0.747
#> HP1526901T2D_B13     2 0.000
#> HP1526901T2D_H3      2 0.000
#> HP1525301T2D_O5      4 1.000
#> HP1526901T2D_M18     2 0.000
#> HP1525301T2D_M12     2 0.000
#> HP1525301T2D_A23     1 0.000
#> HP1526901T2D_J17     2 0.000
#> HP1526901T2D_E16     2 0.000
#> HP1525301T2D_N12     2 0.000
#> HP1525301T2D_C11     2 0.000
#> HP1525301T2D_B2      1 0.000
#> HP1526901T2D_D16     2 1.000
#> HP1526901T2D_M16     2 0.000
#> HP1525301T2D_D9      3 1.000
#> HP1525301T2D_G8      3 0.000
#> HP1525301T2D_I8      3 0.502
#> HP1525301T2D_O22     2 0.000
#> HP1525301T2D_K1      2 1.000
#> HP1525301T2D_E17     2 0.000
#> HP1525301T2D_E22     2 0.000
#> HP1525301T2D_K22     2 0.000
#> HP1525301T2D_D15     4 1.000
#> HP1526901T2D_H5      2 0.000
#> HP1525301T2D_H20     2 0.000
#> HP1525301T2D_N9      2 1.000
#> HP1525301T2D_G21     2 0.253
#> HP1525301T2D_M14     3 0.751
#> HP1526901T2D_N17     1 0.000
#> HP1526901T2D_A5      2 0.498
#> HP1525301T2D_O13     4 1.000
#> HP1526901T2D_F18     3 0.253
#> HP1526901T2D_O19     2 0.000
#> HP1526901T2D_D17     3 0.751
#> HP1525301T2D_I14     1 0.000
#> HP1525301T2D_E4      1 0.000
#> HP1525301T2D_C22     2 0.502
#> HP1525301T2D_J6      1 0.000
#> HP1525301T2D_E10     1 0.000
#> HP1525301T2D_A4      1 0.000
#> HP1525301T2D_B12     2 0.000
#> HP1525301T2D_B3      2 0.000
#> HP1526901T2D_K15     2 0.000
#> HP1525301T2D_J1      3 0.751
#> HP1525301T2D_N6      2 0.000
#> HP1526901T2D_A14     2 0.249
#> HP1526901T2D_A13     2 0.498
#> HP1526901T2D_N11     2 0.000
#> HP1526901T2D_I15     2 0.000
#> HP1526901T2D_B10     2 0.747
#> HP1526901T2D_K7      2 0.000
#> HP1525301T2D_G7      1 0.000
#> HP1526901T2D_H8      2 0.000
#> HP1525301T2D_I16     2 0.498
#> HP1525301T2D_E18     1 0.000
#> HP1526901T2D_N19     2 0.000
#> HP1526901T2D_B3      2 0.000
#> HP1526901T2D_G8      2 0.000
#> HP1525301T2D_O11     4 1.000
#> HP1525301T2D_E8      4 0.249
#> HP1526901T2D_M3      2 0.000
#> HP1525301T2D_O19     1 0.000
#> HP1526901T2D_H15     1 0.000
#> HP1526901T2D_I18     2 0.000
#> HP1525301T2D_P23     2 0.000
#> HP1526901T2D_C18     1 0.000
#> HP1525301T2D_L18     1 0.000
#> HP1525301T2D_N24     2 1.000
#> HP1526901T2D_M7      2 0.000
#> HP1526901T2D_N16     2 0.751
#> HP1526901T2D_C8      2 0.000
#> HP1525301T2D_O10     1 0.000
#> HP1526901T2D_H2      2 0.000
#> HP1526901T2D_I16     2 0.000
#> HP1526901T2D_F7      2 0.000
#> HP1526901T2D_I23     1 0.000
#> HP1525301T2D_K3      2 0.000
#> HP1525301T2D_J10     2 0.000
#> HP1526901T2D_N8      2 0.502
#> HP1526901T2D_O11     1 0.000
#> HP1526901T2D_A8      3 0.751

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

consensus_heatmap(res, k = 2)

plot of chunk tab-node-0-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-0-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-0-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-0-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-0-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-0-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-0-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-0-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-0-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-0-get-signatures-no-scale-1

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

plot of chunk tab-node-0-get-signatures-no-scale-2

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

plot of chunk tab-node-0-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-0-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-0-dimension-reduction-1

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

plot of chunk tab-node-0-dimension-reduction-2

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

plot of chunk tab-node-0-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-0-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans     2061           5.61e-46         8.57e-28     1.17e-17 2
#> ATC:skmeans     2127           3.39e-58         8.26e-51     1.61e-63 3
#> ATC:skmeans     2256          3.23e-177         2.47e-49     6.71e-57 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.


Node01

Parent node: Node0. Child nodes: Node011-leaf , Node012 , Node013 , Node021 , Node022 , Node023 , Node024 .

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 12668 rows and 500 columns, randomly sampled from 1355 columns.
#>   Top rows (1203) 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)

plot of chunk node-01-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-01-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 1.000           0.995       0.998         0.4279 0.571   0.571
#> 3 3 0.938           0.955       0.978         0.1320 0.942   0.898
#> 4 4 0.987           0.948       0.983         0.0814 0.957   0.918

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.

show/hide code output

get_classes(res, k = 2)
#>                  class     p
#> HP1502401_N13        1 0.000
#> HP1502401_D14        1 0.000
#> HP1502401_F14        1 0.751
#> HP1502401_J13        1 1.000
#> HP1502401_B13        2 0.000
#> HP1502401_H13        2 0.000
#> HP1502401_D13        2 0.000
#> HP1504101T2D_I3      1 0.000
#> HP1504101T2D_D16     1 0.751
#> HP1504101T2D_D22     1 0.253
#> HP1504101T2D_F8      1 0.751
#> HP1502401_B19        1 0.000
#> HP1504101T2D_B2      1 0.000
#> HP1504101T2D_L6      1 0.000
#> HP1502401_F4         2 0.000
#> HP1502401_J5         1 0.249
#> HP1504101T2D_H11     1 0.249
#> HP1504101T2D_G13     1 0.747
#> HP1502401_I11        2 0.000
#> HP1502401_A11        1 0.000
#> HP1502401_G16        1 0.498
#> HP1502401_D1         1 0.498
#> HP1502401_L6         1 0.000
#> HP1504101T2D_L22     1 0.000
#> HP1502401_K4         1 0.751
#> HP1502401_B3         1 0.249
#> HP1504101T2D_C13     1 0.000
#> HP1504101T2D_G15     1 0.000
#> HP1502401_B4         1 0.498
#> HP1502401_C11        1 0.502
#> HP1504101T2D_P8      1 1.000
#> HP1502401_N24        1 0.498
#> HP1502401_H17        1 0.253
#> HP1504101T2D_C24     1 0.502
#> HP1504101T2D_E5      1 0.000
#> HP1504101T2D_K5      1 0.000
#> HP1504101T2D_N11     1 1.000
#> HP1502401_K18        1 0.751
#> HP1502401_N5         1 0.249
#> HP1502401_N22        1 1.000
#> HP1504101T2D_K16     1 0.249
#> HP1504101T2D_I4      1 0.000
#> HP1504101T2D_E17     1 0.000
#> HP1504101T2D_P6      1 0.000
#> HP1504101T2D_M11     1 0.249
#> HP1504101T2D_O21     1 0.249
#> HP1502401_L19        2 0.000
#> HP1504101T2D_O7      1 0.000
#> HP1504101T2D_A11     1 0.000
#> HP1502401_M18        2 0.498
#> HP1502401_C19        1 0.000
#> HP1504101T2D_G5      1 0.000
#> HP1502401_O5         1 0.000
#> HP1504101T2D_J19     1 0.000
#> HP1504101T2D_B15     1 0.000
#> HP1502401_E4         1 0.000
#> HP1502401_F7         1 0.000
#> HP1504101T2D_K1      1 0.000
#> HP1502401_A21        1 0.502
#> HP1502401_D23        1 1.000
#> HP1502401_A9         1 0.000
#> HP1504101T2D_I13     1 0.000
#> HP1502401_G15        1 0.000
#> HP1504101T2D_M17     2 0.000
#> HP1502401_D21        1 0.502
#> HP1502401_G21        1 1.000
#> HP1502401_G1         1 1.000
#> HP1504101T2D_C23     1 0.000
#> HP1502401_N6         1 0.249
#> HP1504101T2D_O19     1 0.000
#> HP1502401_A8         1 0.000
#> HP1504101T2D_F6      1 0.000
#> HP1502401_L8         1 0.502
#> HP1504101T2D_B19     1 0.751
#> HP1504101T2D_F5      2 1.000
#> HP1504101T2D_D10     1 0.249
#> HP1504101T2D_C2      1 0.000
#> HP1504101T2D_P16     1 0.000
#> HP1504101T2D_N14     1 0.000
#> HP1502401_E8         1 0.751
#> HP1502401_H10        2 0.000
#> HP1502401_O12        2 0.000
#> HP1502401_I3         1 0.751
#> HP1504101T2D_C19     1 0.000
#> HP1504101T2D_M14     1 0.498
#> HP1502401_A1         1 0.249
#> HP1504101T2D_D1      2 0.502
#> HP1504101T2D_G6      1 0.747
#> HP1504101T2D_B1      1 0.000
#> HP1502401_C2         1 0.498
#> HP1502401_O19        1 0.253
#> HP1502401_C15        1 0.502
#> HP1504101T2D_E13     2 0.000
#> HP1502401_G19        1 0.000
#> HP1502401_D19        1 1.000
#> HP1502401_B6         1 0.000
#> HP1504101T2D_I9      1 0.000
#> HP1504101T2D_K13     1 0.000
#> HP1504101T2D_B20     1 0.751
#> HP1502401_F11        2 0.498
#> HP1502401_A16        1 0.498
#> HP1504101T2D_J6      2 0.249
#> HP1504101T2D_N4      1 0.000
#> HP1504101T2D_P19     2 0.498
#> HP1504101T2D_D14     1 0.000
#> HP1504101T2D_L9      1 0.000
#> HP1502401_J3         1 1.000
#> HP1504101T2D_P15     1 0.000
#> HP1502401_I5         1 0.747
#> HP1502401_E1         1 0.502
#> HP1504101T2D_M20     1 0.498
#> HP1504101T2D_L17     1 1.000
#> HP1504101T2D_K6      1 0.249
#> HP1504101T2D_A7      1 0.000
#> HP1504101T2D_H12     1 1.000
#> HP1504101T2D_H8      1 0.000
#> HP1502401_C23        1 0.253
#> HP1502401_D11        2 0.000
#> HP1502401_G2         1 0.751
#> HP1504101T2D_N3      1 0.000
#> HP1504101T2D_G7      1 0.000
#> HP1504101T2D_P23     1 0.000
#> HP1504101T2D_B9      1 0.249
#> HP1502401_A23        1 1.000
#> HP1504101T2D_J23     1 0.000
#> HP1502401_O15        1 0.000
#> HP1502401_F3         1 0.000
#> HP1502401_G17        1 0.253
#> HP1502401_E15        1 0.498
#> HP1504101T2D_M16     1 0.249
#> HP1502401_O9         2 0.000
#> HP1502401_A19        1 0.253
#> HP1504101T2D_L12     1 0.000
#> HP1504101T2D_J21     1 0.000
#> HP1502401_N11        2 0.253
#> HP1502401_K8         1 1.000
#> HP1504101T2D_P1      1 1.000
#> HP1504101T2D_F23     1 0.000
#> HP1504101T2D_O15     1 0.253
#> HP1504101T2D_C5      1 0.000
#> HP1502401_M9         2 0.000
#> HP1504101T2D_K9      1 0.000
#> HP1502401_O11        1 0.000
#> HP1502401_A3         2 0.000
#> HP1504101T2D_O8      1 1.000
#> HP1502401_F5         1 0.000
#> HP1502401_F2         1 0.249
#> HP1504101T2D_L16     1 0.249
#> HP1502401_I20        1 0.502
#> HP1504101T2D_P10     1 0.000
#> HP1502401_B12        1 0.000
#> HP1504101T2D_H10     1 0.000
#> HP1504101T2D_B23     1 0.498
#> HP1504101T2D_J10     1 0.000
#> HP1504101T2D_J12     1 1.000
#> HP1502401_C9         1 0.000
#> HP1504101T2D_A1      1 0.000
#> HP1504101T2D_I21     2 1.000
#> HP1504101T2D_O18     1 0.000
#> HP1502401_B2         1 1.000
#> HP1504101T2D_H16     1 0.000
#> HP1504101T2D_L20     1 0.249
#> HP1502401_L9         2 0.000
#> HP1502401_D9         1 0.000
#> HP1504101T2D_H19     1 0.000
#> HP1502401_A20        1 0.751
#> HP1502401_J16        2 0.000
#> HP1504101T2D_C7      1 0.000
#> HP1504101T2D_A9      1 0.000
#> HP1504101T2D_H13     1 0.253
#> HP1504101T2D_A22     1 0.747
#> HP1504101T2D_J4      1 0.000
#> HP1504101T2D_J17     1 0.249
#> HP1504101T2D_K7      1 0.000
#> HP1504101T2D_C8      1 0.000
#> HP1504101T2D_A3      1 0.498
#> HP1504101T2D_G20     1 0.498
#> HP1504101T2D_M22     1 1.000
#> HP1502401_G9         1 0.000
#> HP1502401_C22        1 1.000
#> HP1502401_E12        1 1.000
#> HP1502401_L24        1 0.000
#> HP1504101T2D_N18     1 0.000
#> HP1504101T2D_O5      1 0.249
#> HP1502401_F8         1 0.000
#> HP1502401_B9         1 0.000
#> HP1502401_M17        2 0.000
#> HP1504101T2D_D20     1 0.249
#> HP1504101T2D_K3      1 0.000
#> HP1504101T2D_D4      1 0.000
#> HP1504101T2D_M13     1 0.000
#> HP1504101T2D_K21     1 0.502
#> HP1504101T2D_F9      1 0.000
#> HP1504101T2D_I11     2 0.000
#> HP1504101T2D_A21     1 0.502
#> HP1504101T2D_C6      1 1.000
#> HP1504101T2D_J8      1 0.000
#> HP1502401_A5         1 0.502
#> HP1502401_N14        1 0.751
#> HP1504101T2D_C3      1 0.000
#> HP1504101T2D_P4      2 0.751
#> HP1502401_I19        2 0.249
#> HP1502401_C17        1 0.000
#> HP1504101T2D_E12     1 1.000
#> HP1504101T2D_A2      1 0.000
#> HP1504101T2D_K11     1 0.000
#> HP1504101T2D_E2      1 0.249
#> HP1504101T2D_N23     1 0.249
#> HP1504101T2D_A16     1 0.253
#> HP1502401_E18        1 0.000
#> HP1504101T2D_O17     1 1.000
#> HP1502401_C24        1 0.000
#> HP1504101T2D_M12     1 0.000
#> HP1504101T2D_D3      1 0.000
#> HP1504101T2D_F21     1 0.502
#> HP1504101T2D_K15     1 0.000
#> HP1502401_I17        1 0.751
#> HP1504101T2D_F24     1 0.000
#> HP1504101T2D_P20     1 0.000
#> HP1504101T2D_B14     1 0.249
#> HP1502401_F6         1 0.000
#> HP1502401_F1         1 0.000
#> HP1502401_C3         1 0.249
#> HP1504101T2D_H3      1 0.000
#> HP1504101T2D_O2      1 0.502
#> HP1504101T2D_A14     2 0.000
#> HP1504101T2D_I12     2 0.000
#> HP1502401_K7         1 1.000
#> HP1504101T2D_K14     2 0.000
#> HP1502401_J9         1 1.000
#> HP1504101T2D_F4      1 0.000
#> HP1504101T2D_G11     1 0.000
#> HP1504101T2D_G18     1 1.000
#> HP1504101T2D_O1      1 0.000
#> HP1502401_D15        1 0.000
#> HP1502401_H9         1 0.253
#> HP1502401_I10        2 0.000
#> AZ_A1                1 0.000
#> AZ_A3                2 0.751
#> AZ_B6                1 0.249
#> AZ_B4                1 1.000
#> AZ_A4                1 0.000
#> AZ_A5                2 0.502
#> AZ_C12               1 1.000
#> AZ_B7                1 1.000
#> AZ_A9                2 0.498
#> AZ_G12               1 0.249
#> AZ_F10               1 0.000
#> AZ_H4                2 0.000
#> AZ_E10               1 0.000
#> AZ_H8                1 1.000
#> AZ_G11               1 0.000
#> AZ_F3                2 0.000
#> AZ_E11               1 1.000
#> AZ_G7                1 1.000
#> AZ_G9                1 0.000
#> AZ_D10               1 1.000
#> AZ_E1                2 0.000
#> AZ_C7                1 1.000
#> AZ_H7                1 0.000
#> AZ_D1                1 0.000
#> AZ_G8                1 0.000
#> AZ_H3                2 0.000
#> AZ_F12               1 0.000
#> AZ_D11               1 1.000
#> AZ_F11               2 0.000
#> AZ_C6                1 0.751
#> AZ_E6                1 0.000
#> HP1508501T2D_E3      2 0.000
#> HP1508501T2D_C1      1 0.751
#> HP1508501T2D_O2      1 0.000
#> HP1508501T2D_E2      2 1.000
#> HP1508501T2D_M2      1 0.000
#> HP1508501T2D_C3      1 0.502
#> HP1508501T2D_A2      1 0.751
#> HP1508501T2D_A1      1 0.000
#> HP1508501T2D_D23     1 0.000
#> HP1508501T2D_K13     1 0.000
#> HP1508501T2D_N14     1 0.000
#> HP1508501T2D_D20     2 0.000
#> HP1508501T2D_I5      2 0.000
#> HP1508501T2D_C6      2 0.000
#> HP1508501T2D_K11     1 0.000
#> HP1508501T2D_G16     2 0.000
#> HP1508501T2D_L8      1 0.253
#> HP1508501T2D_L19     1 0.747
#> HP1508501T2D_H24     2 1.000
#> HP1508501T2D_D7      2 0.498
#> HP1508501T2D_O21     1 0.000
#> HP1508501T2D_L12     1 0.751
#> HP1508501T2D_P10     1 0.751
#> HP1508501T2D_B9      2 0.000
#> HP1508501T2D_A20     1 0.000
#> HP1508501T2D_P24     1 0.000
#> HP1508501T2D_G7      1 0.000
#> HP1508501T2D_A6      2 0.502
#> HP1508501T2D_H8      1 0.751
#> HP1508501T2D_K8      1 0.000
#> HP1508501T2D_O16     1 0.000
#> HP1508501T2D_O24     1 0.000
#> HP1508501T2D_M24     1 0.000
#> HP1508501T2D_G9      2 0.000
#> HP1508501T2D_J10     1 0.000
#> HP1508501T2D_C7      2 0.000
#> HP1508501T2D_H20     2 0.253
#> HP1508501T2D_I6      1 0.502
#> HP1508501T2D_N3      1 0.000
#> HP1508501T2D_A22     1 1.000
#> HP1508501T2D_F13     1 0.000
#> HP1508501T2D_P17     1 0.000
#> HP1508501T2D_O15     1 0.000
#> HP1508501T2D_F22     2 0.747
#> HP1508501T2D_H1      1 0.000
#> HP1508501T2D_N19     2 1.000
#> HP1508501T2D_B19     2 1.000
#> HP1508501T2D_M11     2 1.000
#> HP1508501T2D_L3      1 0.000
#> HP1508501T2D_P5      2 0.747
#> HP1508501T2D_A16     2 0.498
#> HP1508501T2D_P15     1 0.000
#> HP1508501T2D_P18     1 0.000
#> HP1508501T2D_O18     1 0.751
#> HP1508501T2D_L4      1 0.000
#> HP1508501T2D_P21     1 0.751
#> HP1508501T2D_F10     1 0.000
#> HP1508501T2D_L22     1 0.000
#> HP1508501T2D_L1      1 0.000
#> HP1508501T2D_G5      2 1.000
#> HP1508501T2D_B2      1 0.249
#> HP1508501T2D_P22     1 0.000
#> HP1508501T2D_A7      2 0.747
#> HP1508501T2D_C22     1 1.000
#> HP1508501T2D_O10     2 0.249
#> HP1508501T2D_P23     1 0.000
#> HP1508501T2D_K5      2 0.000
#> HP1508501T2D_P12     2 1.000
#> HP1508501T2D_B1      1 0.502
#> HP1508501T2D_G8      2 0.000
#> HP1508501T2D_F19     1 0.000
#> HP1508501T2D_A5      1 0.751
#> HP1508501T2D_J7      1 0.000
#> HP1508501T2D_H9      2 1.000
#> HP1508501T2D_O22     1 0.000
#> HP1508501T2D_C21     2 1.000
#> HP1508501T2D_G21     2 1.000
#> HP1508501T2D_N16     1 0.249
#> HP1508501T2D_O5      1 0.249
#> HP1508501T2D_B6      1 0.498
#> HP1508501T2D_A9      1 0.253
#> HP1508501T2D_I9      1 0.253
#> HP1508501T2D_O20     1 0.000
#> HP1508501T2D_D12     2 1.000
#> HP1508501T2D_F5      2 0.000
#> HP1508501T2D_A4      2 0.249
#> HP1508501T2D_C5      1 0.498
#> HP1508501T2D_B7      1 0.253
#> HP1508501T2D_F24     1 0.000
#> HP1508501T2D_O17     1 0.751
#> HP1508501T2D_K10     1 1.000
#> HP1508501T2D_F6      1 0.000
#> HP1508501T2D_F23     2 0.000
#> HP1508501T2D_D11     2 1.000
#> HP1508501T2D_B13     2 0.000
#> HP1508501T2D_N5      2 0.000
#> HP1508501T2D_D4      1 0.000
#> HP1508501T2D_A21     1 0.000
#> HP1508501T2D_M13     1 0.000
#> HP1508501T2D_O19     1 0.000
#> HP1508501T2D_P19     1 0.000
#> HP1508501T2D_O6      2 0.000
#> HP1508501T2D_E5      1 0.000
#> HP1508501T2D_D19     2 0.498
#> HP1508501T2D_E21     2 0.498
#> HP1508501T2D_N12     2 0.000
#> HP1508501T2D_H7      1 1.000
#> HP1508501T2D_J19     2 0.751
#> HP1508501T2D_O23     1 0.000
#> HP1508501T2D_M6      2 0.000
#> HP1508501T2D_A18     1 0.000
#> HP1508501T2D_C17     2 0.502
#> HP1508501T2D_E16     2 1.000
#> HP1508501T2D_H19     1 0.502
#> HP1508501T2D_P20     1 0.000
#> HP1508501T2D_M21     2 0.249
#> HP1508501T2D_P16     1 0.000
#> HP1506401_E1         1 0.000
#> HP1506401_A3         1 0.000
#> HP1506401_A2         1 0.000
#> HP1506401_O1         1 0.000
#> HP1506401_E2         1 0.751
#> HP1506401_C2         1 0.502
#> HP1506401_M2         1 0.000
#> HP1506401_G3         2 1.000
#> HP1506401_A1         1 0.000
#> HP1506401_C1         1 0.000
#> HP1506401_C3         1 0.000
#> HP1506401_E3         2 0.751
#> HP1506401_M9         1 0.000
#> HP1506401_E10        1 0.000
#> HP1506401_K10        1 0.751
#> HP1506401_N6         1 1.000
#> HP1506401_N7         2 0.000
#> HP1506401_D21        2 0.000
#> HP1506401_F7         2 0.000
#> HP1506401_E7         1 0.000
#> HP1506401_C18        2 0.000
#> HP1506401_J19        2 1.000
#> HP1506401_C14        1 0.249
#> HP1506401_L12        1 0.502
#> HP1506401_C21        1 1.000
#> HP1506401_B7         1 0.000
#> HP1506401_L19        2 0.000
#> HP1506401_A18        2 0.498
#> HP1506401_C19        1 0.000
#> HP1506401_P8         1 1.000
#> HP1506401_C12        2 1.000
#> HP1506401_A19        1 0.747
#> HP1506401_F6         1 0.000
#> HP1506401_N21        2 0.000
#> HP1506401_O19        1 0.000
#> HP1506401_M15        1 0.000
#> HP1506401_N18        1 0.502
#> HP1506401_N12        1 0.000
#> HP1506401_M13        1 0.000
#> HP1506401_K13        1 0.000
#> HP1506401_I5         1 0.000
#> HP1506401_A13        2 0.751
#> HP1506401_K5         1 0.000
#> HP1506401_M3         2 0.498
#> HP1506401_O5         1 0.747
#> HP1506401_J13        1 0.751
#> HP1506401_J18        2 0.249
#> HP1506401_A8         1 0.751
#> HP1506401_E22        1 1.000
#> HP1506401_O13        2 0.000
#> HP1506401_N8         1 0.000
#> HP1506401_E20        2 0.000
#> HP1506401_N2         1 1.000
#> HP1506401_F21        2 0.751
#> HP1506401_G7         1 0.249
#> HP1506401_C10        1 0.000
#> HP1506401_M22        1 0.000
#> HP1506401_M20        1 0.000
#> HP1506401_O9         1 0.000
#> HP1506401_K18        2 0.000
#> HP1506401_M5         1 0.498
#> HP1506401_L22        2 0.000
#> HP1506401_M23        1 0.747
#> HP1506401_A10        1 0.000
#> HP1506401_I7         1 0.000
#> HP1506401_B12        1 0.747
#> HP1506401_D6         1 0.000
#> HP1506401_O20        1 0.000
#> HP1506401_P24        1 1.000
#> HP1506401_D10        2 0.000
#> HP1506401_F1         1 1.000
#> HP1506401_D5         1 0.751
#> HP1506401_D16        1 0.747
#> HP1506401_B2         1 0.253
#> HP1506401_O17        1 1.000
#> HP1506401_A22        1 0.000
#> HP1506401_B21        1 0.253
#> HP1506401_F15        1 0.000
#> HP1506401_H20        1 1.000
#> HP1506401_K24        1 0.502
#> HP1506401_H8         1 0.249
#> HP1506401_O15        1 0.000
#> HP1506401_J10        1 0.000
#> HP1506401_C15        2 0.498
#> HP1506401_D11        1 0.502
#> HP1506401_E5         1 0.000
#> HP1506401_P17        2 1.000
#> HP1506401_I20        1 0.000
#> HP1506401_P19        2 0.751
#> HP1506401_O14        2 0.000
#> HP1506401_H21        1 0.000
#> HP1506401_K22        2 0.000
#> HP1506401_N19        2 0.751
#> HP1506401_I9         1 0.000
#> HP1506401_G9         2 0.502
#> HP1506401_K15        2 0.000
#> HP1506401_A20        2 1.000
#> HP1506401_C20        1 0.000
#> HP1506401_P18        2 0.000
#> HP1506401_H17        2 0.000
#> HP1506401_A15        2 1.000
#> HP1506401_P7         1 1.000
#> HP1506401_G20        2 1.000
#> HP1506401_C11        1 0.000
#> HP1506401_A16        1 0.000
#> HP1506401_K8         1 0.751
#> HP1506401_L15        1 0.000
#> HP1506401_A23        1 1.000
#> HP1506401_M17        2 0.249
#> HP1506401_L5         2 1.000
#> HP1506401_G17        1 0.751
#> HP1506401_P15        2 0.000
#> HP1506401_D4         1 1.000
#> HP1506401_B10        1 0.502
#> HP1506401_H5         2 0.000
#> HP1506401_P6         1 0.000
#> HP1506401_L6         1 0.000
#> HP1506401_H10        1 0.000
#> HP1506401_N11        2 1.000
#> HP1506401_B9         1 0.502
#> HP1506401_K20        1 0.000
#> HP1506401_C6         1 0.000
#> HP1506401_L24        1 1.000
#> HP1506401_H24        1 1.000
#> HP1506401_N13        1 1.000
#> HP1506401_I16        2 1.000
#> HP1506401_O22        1 0.000
#> HP1506401_I3         2 0.000
#> HP1506401_C22        1 0.000
#> HP1506401_N3         1 1.000
#> HP1506401_G10        1 0.249
#> HP1506401_A11        1 0.249
#> HP1506401_K9         1 0.000
#> HP1506401_B19        1 0.000
#> HP1506401_J1         1 0.751
#> HP1506401_D19        1 1.000
#> HP1506401_E9         2 0.502
#> HP1506401_E4         2 0.000
#> HP1506401_D18        2 1.000
#> HP1506401_I22        1 1.000
#> HP1506401_I19        1 0.000
#> HP1506401_L16        1 0.751
#> HP1506401_B13        1 0.502
#> HP1506401_P2         1 0.000
#> HP1506401_K7         1 0.000
#> HP1506401_N14        1 1.000
#> HP1506401_L8         1 1.000
#> HP1506401_E11        2 1.000
#> HP1506401_M14        2 0.253
#> HP1506401_M7         1 1.000
#> HP1506401_E21        2 1.000
#> HP1506401_K11        1 0.000
#> HP1506401_G22        1 0.000
#> HP1506401_E19        2 0.000
#> HP1506401_P16        1 0.498
#> HP1506401_D22        1 0.747
#> HP1506401_M10        2 0.000
#> HP1506401_J12        1 1.000
#> HP1506401_E13        1 0.000
#> HP1506401_B18        2 0.747
#> HP1506401_F4         1 1.000
#> HP1506401_B20        2 0.000
#> HP1506401_H19        2 0.000
#> HP1506401_K3         1 0.000
#> HP1506401_D20        1 1.000
#> HP1507101_I1         1 1.000
#> HP1507101_C3         1 0.000
#> HP1507101_A2         1 0.000
#> HP1507101_C1         1 1.000
#> HP1507101_K1         1 1.000
#> HP1507101_M1         1 0.000
#> HP1507101_A1         1 0.000
#> HP1507101_K2         1 0.000
#> HP1507101_O2         2 0.502
#> HP1507101_E3         2 0.000
#> HP1507101_E1         1 0.000
#> HP1507101_G3         2 0.751
#> HP1507101_A3         2 0.751
#> HP1507101_O1         2 1.000
#> HP1507101_G1         1 0.000
#> HP1507101_C9         1 1.000
#> HP1507101_H19        1 1.000
#> HP1507101_G5         1 0.000
#> HP1507101_E11        1 1.000
#> HP1507101_M19        1 0.000
#> HP1507101_L22        2 0.000
#> HP1507101_L15        2 0.000
#> HP1507101_P7         1 0.000
#> HP1507101_L11        2 1.000
#> HP1507101_N7         1 0.000
#> HP1507101_I9         1 0.000
#> HP1507101_M17        1 0.000
#> HP1507101_A16        2 0.249
#> HP1507101_L24        2 0.253
#> HP1507101_M16        2 0.000
#> HP1507101_G7         1 0.000
#> HP1507101_K12        2 0.000
#> HP1507101_E13        2 0.000
#> HP1507101_A14        2 0.000
#> HP1507101_F6         1 0.000
#> HP1507101_F24        1 0.000
#> HP1507101_A17        2 0.000
#> HP1507101_H7         2 0.249
#> HP1507101_M24        1 1.000
#> HP1507101_I15        2 0.000
#> HP1507101_B17        1 0.249
#> HP1507101_L5         2 0.747
#> HP1507101_O6         2 0.000
#> HP1507101_C16        1 0.000
#> HP1507101_B22        1 0.000
#> HP1507101_K19        1 1.000
#> HP1507101_G17        2 0.000
#> HP1507101_F17        1 0.751
#> HP1507101_P9         1 0.000
#> HP1507101_N22        2 0.000
#> HP1507101_H24        2 0.000
#> HP1507101_N11        1 0.000
#> HP1507101_N24        2 0.000
#> HP1507101_A21        1 0.000
#> HP1507101_N15        2 0.000
#> HP1507101_A11        1 0.751
#> HP1507101_E24        2 0.751
#> HP1507101_C24        2 0.249
#> HP1507101_P19        1 0.000
#> HP1507101_C7         2 0.751
#> HP1507101_K10        2 0.000
#> HP1507101_E4         1 0.000
#> HP1507101_N14        1 0.000
#> HP1507101_H13        1 0.000
#> HP1507101_O15        1 0.000
#> HP1507101_A24        1 0.000
#> HP1507101_G22        2 0.000
#> HP1507101_K18        1 0.000
#> HP1507101_J16        1 0.000
#> HP1507101_H8         1 0.000
#> HP1507101_C18        2 0.502
#> HP1507101_K8         2 0.000
#> HP1507101_M13        1 0.000
#> HP1507101_C21        1 0.000
#> HP1507101_G19        2 0.000
#> HP1507101_D13        1 1.000
#> HP1507101_K5         2 0.000
#> HP1507101_O21        1 1.000
#> HP1507101_I14        1 0.000
#> HP1507101_B8         2 0.000
#> HP1507101_O18        2 0.000
#> HP1507101_I7         1 0.000
#> HP1507101_K9         1 0.000
#> HP1507101_E17        1 0.000
#> HP1507101_L23        2 0.000
#> HP1507101_K3         2 0.000
#> HP1507101_L10        2 0.253
#> HP1507101_C23        1 0.751
#> HP1507101_G23        2 0.253
#> HP1507101_K7         1 0.751
#> HP1507101_I21        1 0.751
#> HP1507101_B21        1 0.000
#> HP1507101_D4         1 0.000
#> HP1507101_A6         2 0.502
#> HP1507101_J6         1 0.000
#> HP1507101_M3         1 0.000
#> HP1507101_C13        1 1.000
#> HP1507101_M6         2 0.000
#> HP1507101_L19        2 0.253
#> HP1507101_B9         1 0.000
#> HP1507101_A5         2 0.000
#> HP1507101_G21        1 1.000
#> HP1507101_M15        1 0.000
#> HP1507101_M23        1 0.000
#> HP1507101_K22        2 0.000
#> HP1507101_K17        2 0.249
#> HP1507101_K11        1 0.000
#> HP1507101_G13        2 0.000
#> HP1507101_K14        1 0.000
#> HP1507101_K21        1 1.000
#> HP1507101_A10        2 0.000
#> HP1507101_P23        2 0.000
#> HP1507101_H21        2 0.253
#> HP1507101_E21        2 0.000
#> HP1507101_P24        1 0.000
#> HP1507101_K15        2 0.000
#> HP1507101_C11        2 0.000
#> HP1507101_E19        2 0.000
#> HP1507101_E14        2 0.000
#> HP1507101_A13        2 0.249
#> HP1507101_A23        1 0.000
#> HP1507101_C17        1 1.000
#> HP1507101_I19        2 0.000
#> HP1507101_H18        1 0.000
#> HP1507101_A9         1 0.000
#> HP1507101_H2         1 0.498
#> HP1507101_C19        1 1.000
#> HP1507101_P22        1 0.000
#> HP1507101_I3         1 0.000
#> HP1507101_J21        2 0.000
#> HP1507101_M22        2 0.000
#> HP1507101_A15        1 0.498
#> HP1507101_E15        1 1.000
#> HP1507101_L17        2 0.249
#> HP1507101_C22        1 1.000
#> HP1507101_B10        2 0.249
#> HP1507101_F5         2 1.000
#> HP1507101_M5         1 0.000
#> HP1507101_P16        1 0.000
#> HP1507101_O14        2 0.000
#> HP1507101_J10        1 0.000
#> HP1507101_C6         2 0.000
#> HP1507101_M9         1 0.000
#> HP1507101_M21        1 0.000
#> HP1507101_E5         1 0.000
#> HP1507101_K13        2 0.000
#> HP1507101_M11        1 0.000
#> HP1507101_E9         2 0.000
#> HP1507101_C15        2 0.000
#> HP1507101_A7         1 1.000
#> HP1507101_A8         1 1.000
#> HP1507101_L9         1 0.502
#> HP1507101_F23        2 0.000
#> HP1507101_L12        1 0.000
#> HP1507101_B2         1 0.000
#> HP1507101_P20        2 0.000
#> HP1507101_M7         1 0.000
#> HP1507101_L20        1 0.000
#> HP1507101_N10        1 0.747
#> HP1507101_A19        1 1.000
#> HP1507101_E16        2 0.253
#> HP1507101_F21        2 0.253
#> HP1507101_G15        2 0.000
#> HP1507101_E23        2 0.249
#> HP1507101_P8         2 0.000
#> HP1509101_E2         1 0.000
#> HP1509101_A1         1 0.000
#> HP1509101_I1         1 0.000
#> HP1509101_G1         1 0.000
#> HP1509101_M2         1 0.000
#> HP1509101_C2         1 0.000
#> HP1509101_M1         1 0.000
#> HP1509101_O2         1 0.000
#> HP1509101_A2         1 1.000
#> HP1509101_E1         1 0.000
#> HP1509101_I2         1 0.249
#> HP1509101_K1         1 0.000
#> HP1509101_G3         1 1.000
#> HP1509101_G2         2 0.000
#> HP1509101_E3         2 0.498
#> HP1509101_K2         1 1.000
#> HP1509101_O1         2 0.253
#> HP1509101_C3         1 0.000
#> HP1509101_F9         1 0.000
#> HP1509101_D2         1 0.000
#> HP1509101_P21        1 0.000
#> HP1509101_J13        1 0.000
#> HP1509101_I19        2 0.000
#> HP1509101_D5         2 0.751
#> HP1509101_E17        1 1.000
#> HP1509101_A18        1 0.000
#> HP1509101_J22        2 0.498
#> HP1509101_K19        2 0.000
#> HP1509101_J16        2 0.000
#> HP1509101_L15        1 0.000
#> HP1509101_P4         2 0.751
#> HP1509101_C13        1 0.000
#> HP1509101_B8         2 0.000
#> HP1509101_E20        1 0.253
#> HP1509101_M14        2 0.000
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#> HP1525301T2D_A2      1 0.502
#> HP1525301T2D_E9      1 0.000
#> HP1526901T2D_L10     1 0.000
#> HP1525301T2D_F1      1 0.502
#> HP1526901T2D_G3      1 0.000
#> HP1525301T2D_O12     1 0.000
#> HP1525301T2D_H21     1 0.498
#> HP1526901T2D_M6      1 0.000
#> HP1525301T2D_H22     1 0.000
#> HP1526901T2D_O18     1 0.498
#> HP1525301T2D_D13     1 0.000
#> HP1526901T2D_P24     1 0.000
#> HP1525301T2D_I9      1 0.000
#> HP1525301T2D_M1      1 0.751
#> HP1525301T2D_E20     2 1.000
#> HP1525301T2D_K24     1 0.000
#> HP1525301T2D_B16     1 0.249
#> HP1526901T2D_K8      1 0.000
#> HP1526901T2D_K16     1 0.249
#> HP1525301T2D_G2      1 0.000
#> HP1525301T2D_M3      1 0.000
#> HP1526901T2D_H11     1 0.502
#> HP1526901T2D_D13     1 0.000
#> HP1525301T2D_L21     1 0.000
#> HP1526901T2D_D24     1 0.747
#> HP1525301T2D_N17     1 1.000
#> HP1526901T2D_P6      1 0.000
#> HP1525301T2D_O21     1 0.000
#> HP1526901T2D_E12     1 0.000
#> HP1525301T2D_L3      1 0.000
#> HP1525301T2D_D5      2 0.498
#> HP1525301T2D_H4      1 0.000
#> HP1525301T2D_F14     1 0.000
#> HP1526901T2D_E4      2 0.751
#> HP1525301T2D_D23     2 1.000
#> HP1526901T2D_C9      1 0.000
#> HP1526901T2D_K13     1 0.747
#> HP1525301T2D_H13     1 0.000
#> HP1526901T2D_N24     1 1.000
#> HP1526901T2D_J10     1 0.000
#> HP1526901T2D_B2      1 0.000
#> HP1526901T2D_H1      1 0.000
#> HP1526901T2D_M9      1 0.000
#> HP1526901T2D_J7      1 0.000
#> HP1526901T2D_M10     1 0.000
#> HP1525301T2D_J24     1 0.249
#> HP1526901T2D_E17     2 0.000
#> HP1525301T2D_P10     1 0.000
#> HP1525301T2D_F18     1 0.000
#> HP1525301T2D_G12     1 0.000
#> HP1526901T2D_O16     1 0.253
#> HP1526901T2D_L18     1 0.000
#> HP1526901T2D_G15     1 0.000
#> HP1526901T2D_K5      1 0.000
#> HP1526901T2D_N5      2 0.249
#> HP1525301T2D_F17     1 1.000
#> HP1525301T2D_M19     2 0.249
#> HP1525301T2D_B19     1 0.000
#> HP1526901T2D_C12     1 0.751
#> HP1525301T2D_O8      2 1.000
#> HP1525301T2D_L19     1 0.000
#> HP1526901T2D_L8      1 0.000
#> HP1526901T2D_M11     1 0.000
#> HP1525301T2D_J11     1 0.000
#> HP1525301T2D_D20     1 0.751
#> HP1526901T2D_O20     1 0.249
#> HP1526901T2D_J15     1 0.000
#> HP1526901T2D_D23     1 0.000
#> HP1526901T2D_C7      2 0.502
#> HP1525301T2D_C18     1 0.000
#> HP1526901T2D_B22     1 0.000
#> HP1525301T2D_M18     1 0.000
#> HP1526901T2D_D11     1 0.000
#> HP1525301T2D_O4      1 0.000
#> HP1526901T2D_L22     1 0.249
#> HP1525301T2D_F20     2 0.249
#> HP1525301T2D_N15     1 0.000
#> HP1525301T2D_K20     1 0.000
#> HP1525301T2D_G24     1 0.000
#> HP1525301T2D_H15     1 0.000
#> HP1525301T2D_J3      1 0.000
#> HP1526901T2D_L9      1 0.000
#> HP1526901T2D_P16     1 0.000
#> HP1526901T2D_G20     1 0.000
#> HP1526901T2D_E7      1 0.000
#> HP1525301T2D_F9      1 0.000
#> HP1525301T2D_E6      1 1.000
#> HP1525301T2D_P3      1 0.000
#> HP1525301T2D_I20     1 0.000
#> HP1526901T2D_F11     1 0.000
#> HP1525301T2D_B17     2 0.000
#> HP1526901T2D_D6      1 0.498
#> HP1525301T2D_N19     2 1.000
#> HP1526901T2D_F6      1 0.000
#> HP1525301T2D_A23     1 0.000
#> HP1525301T2D_B2      1 0.000
#> HP1526901T2D_N17     1 0.000
#> HP1525301T2D_I14     1 0.000
#> HP1525301T2D_E4      2 1.000
#> HP1525301T2D_J6      1 0.000
#> HP1525301T2D_E10     1 0.000
#> HP1525301T2D_A4      1 0.751
#> HP1525301T2D_G7      1 0.000
#> HP1525301T2D_E18     1 0.000
#> HP1525301T2D_O19     1 0.000
#> HP1526901T2D_H15     1 0.000
#> HP1526901T2D_C18     1 0.000
#> HP1525301T2D_L18     1 0.000
#> HP1525301T2D_O10     2 1.000
#> HP1526901T2D_I23     1 0.000
#> HP1526901T2D_O11     1 0.000

show/hide code output

get_classes(res, k = 3)
#>                  class     p
#> HP1502401_N13        1 0.000
#> HP1502401_D14        1 0.249
#> HP1502401_F14        1 0.502
#> HP1502401_J13        1 1.000
#> HP1502401_B13        3 1.000
#> HP1502401_H13        2 0.000
#> HP1502401_D13        2 0.253
#> HP1504101T2D_I3      1 0.502
#> HP1504101T2D_D16     1 1.000
#> HP1504101T2D_D22     1 0.000
#> HP1504101T2D_F8      1 0.498
#> HP1502401_B19        1 0.000
#> HP1504101T2D_B2      1 0.000
#> HP1504101T2D_L6      1 0.000
#> HP1502401_F4         2 0.000
#> HP1502401_J5         1 0.000
#> HP1504101T2D_H11     1 0.747
#> HP1504101T2D_G13     3 1.000
#> HP1502401_I11        3 1.000
#> HP1502401_A11        1 0.000
#> HP1502401_G16        1 0.000
#> HP1502401_D1         3 0.502
#> HP1502401_L6         1 0.000
#> HP1504101T2D_L22     3 1.000
#> HP1502401_K4         1 0.249
#> HP1502401_B3         1 0.000
#> HP1504101T2D_C13     1 0.000
#> HP1504101T2D_G15     1 0.747
#> HP1502401_B4         1 0.498
#> HP1502401_C11        1 0.502
#> HP1504101T2D_P8      3 0.000
#> HP1502401_N24        1 0.000
#> HP1502401_H17        1 0.249
#> HP1504101T2D_C24     3 0.253
#> HP1504101T2D_E5      1 0.000
#> HP1504101T2D_K5      1 0.000
#> HP1504101T2D_N11     1 0.502
#> HP1502401_K18        1 1.000
#> HP1502401_N5         1 0.253
#> HP1502401_N22        1 0.747
#> HP1504101T2D_K16     1 1.000
#> HP1504101T2D_I4      1 0.498
#> HP1504101T2D_E17     1 0.000
#> HP1504101T2D_P6      1 0.000
#> HP1504101T2D_M11     1 0.000
#> HP1504101T2D_O21     1 1.000
#> HP1502401_L19        3 0.000
#> HP1504101T2D_O7      1 0.000
#> HP1504101T2D_A11     1 0.000
#> HP1502401_M18        2 0.249
#> HP1502401_C19        1 0.000
#> HP1504101T2D_G5      1 1.000
#> HP1502401_O5         1 0.000
#> HP1504101T2D_J19     1 0.000
#> HP1504101T2D_B15     3 0.751
#> HP1502401_E4         1 0.000
#> HP1502401_F7         1 0.000
#> HP1504101T2D_K1      1 0.000
#> HP1502401_A21        1 0.249
#> HP1502401_D23        1 1.000
#> HP1502401_A9         1 0.000
#> HP1504101T2D_I13     3 0.000
#> HP1502401_G15        1 0.249
#> HP1504101T2D_M17     2 1.000
#> HP1502401_D21        1 0.249
#> HP1502401_G21        1 0.751
#> HP1502401_G1         3 0.000
#> HP1504101T2D_C23     1 0.000
#> HP1502401_N6         1 0.000
#> HP1504101T2D_O19     3 0.000
#> HP1502401_A8         1 0.000
#> HP1504101T2D_F6      1 0.000
#> HP1502401_L8         1 0.000
#> HP1504101T2D_B19     3 0.249
#> HP1504101T2D_F5      2 0.000
#> HP1504101T2D_D10     1 0.747
#> HP1504101T2D_C2      1 0.000
#> HP1504101T2D_P16     1 0.000
#> HP1504101T2D_N14     1 0.000
#> HP1502401_E8         1 0.751
#> HP1502401_H10        2 0.751
#> HP1502401_O12        3 0.000
#> HP1502401_I3         1 0.253
#> HP1504101T2D_C19     1 1.000
#> HP1504101T2D_M14     1 0.000
#> HP1502401_A1         1 0.000
#> HP1504101T2D_D1      2 0.000
#> HP1504101T2D_G6      1 1.000
#> HP1504101T2D_B1      1 0.000
#> HP1502401_C2         1 0.249
#> HP1502401_O19        1 1.000
#> HP1502401_C15        1 0.249
#> HP1504101T2D_E13     2 1.000
#> HP1502401_G19        1 0.000
#> HP1502401_D19        1 0.747
#> HP1502401_B6         1 0.000
#> HP1504101T2D_I9      1 0.000
#> HP1504101T2D_K13     1 0.000
#> HP1504101T2D_B20     3 0.000
#> HP1502401_F11        2 0.751
#> HP1502401_A16        1 0.502
#> HP1504101T2D_J6      2 0.249
#> HP1504101T2D_N4      1 0.249
#> HP1504101T2D_P19     3 1.000
#> HP1504101T2D_D14     1 0.000
#> HP1504101T2D_L9      1 0.000
#> HP1502401_J3         3 0.751
#> HP1504101T2D_P15     1 0.000
#> HP1502401_I5         3 0.000
#> HP1502401_E1         1 0.000
#> HP1504101T2D_M20     3 0.000
#> HP1504101T2D_L17     3 0.000
#> HP1504101T2D_K6      1 0.747
#> HP1504101T2D_A7      1 0.000
#> HP1504101T2D_H12     3 0.000
#> HP1504101T2D_H8      1 0.000
#> HP1502401_C23        1 0.249
#> HP1502401_D11        2 0.000
#> HP1502401_G2         1 0.502
#> HP1504101T2D_N3      1 0.000
#> HP1504101T2D_G7      1 0.000
#> HP1504101T2D_P23     1 0.000
#> HP1504101T2D_B9      1 0.751
#> HP1502401_A23        1 1.000
#> HP1504101T2D_J23     1 0.000
#> HP1502401_O15        1 0.000
#> HP1502401_F3         1 0.000
#> HP1502401_G17        1 0.249
#> HP1502401_E15        1 0.000
#> HP1504101T2D_M16     1 1.000
#> HP1502401_O9         2 1.000
#> HP1502401_A19        1 0.000
#> HP1504101T2D_L12     1 0.000
#> HP1504101T2D_J21     1 0.000
#> HP1502401_N11        2 0.000
#> HP1502401_K8         3 0.000
#> HP1504101T2D_P1      3 0.000
#> HP1504101T2D_F23     1 0.000
#> HP1504101T2D_O15     1 0.000
#> HP1504101T2D_C5      1 0.000
#> HP1502401_M9         2 0.000
#> HP1504101T2D_K9      1 0.000
#> HP1502401_O11        1 0.000
#> HP1502401_A3         3 1.000
#> HP1504101T2D_O8      1 0.751
#> HP1502401_F5         1 0.000
#> HP1502401_F2         1 0.249
#> HP1504101T2D_L16     1 0.000
#> HP1502401_I20        1 0.249
#> HP1504101T2D_P10     1 0.498
#> HP1502401_B12        1 0.000
#> HP1504101T2D_H10     1 0.000
#> HP1504101T2D_B23     1 1.000
#> HP1504101T2D_J10     1 0.000
#> HP1504101T2D_J12     1 1.000
#> HP1502401_C9         1 0.000
#> HP1504101T2D_A1      1 0.000
#> HP1504101T2D_I21     2 0.249
#> HP1504101T2D_O18     3 0.751
#> HP1502401_B2         1 0.751
#> HP1504101T2D_H16     1 0.000
#> HP1504101T2D_L20     1 0.000
#> HP1502401_L9         2 0.000
#> HP1502401_D9         1 0.000
#> HP1504101T2D_H19     1 0.000
#> HP1502401_A20        1 0.502
#> HP1502401_J16        2 1.000
#> HP1504101T2D_C7      1 0.000
#> HP1504101T2D_A9      1 1.000
#> HP1504101T2D_H13     3 0.751
#> HP1504101T2D_A22     1 0.751
#> HP1504101T2D_J4      1 1.000
#> HP1504101T2D_J17     1 0.000
#> HP1504101T2D_K7      1 0.000
#> HP1504101T2D_C8      1 0.249
#> HP1504101T2D_A3      1 1.000
#> HP1504101T2D_G20     1 0.000
#> HP1504101T2D_M22     1 1.000
#> HP1502401_G9         1 0.000
#> HP1502401_C22        3 0.000
#> HP1502401_E12        1 0.249
#> HP1502401_L24        1 0.000
#> HP1504101T2D_N18     1 0.000
#> HP1504101T2D_O5      3 0.498
#> HP1502401_F8         1 0.000
#> HP1502401_B9         1 0.000
#> HP1502401_M17        2 1.000
#> HP1504101T2D_D20     1 0.253
#> HP1504101T2D_K3      1 0.000
#> HP1504101T2D_D4      1 0.000
#> HP1504101T2D_M13     1 0.000
#> HP1504101T2D_K21     3 0.000
#> HP1504101T2D_F9      3 1.000
#> HP1504101T2D_I11     2 1.000
#> HP1504101T2D_A21     1 0.000
#> HP1504101T2D_C6      3 0.000
#> HP1504101T2D_J8      1 0.000
#> HP1502401_A5         1 0.000
#> HP1502401_N14        1 0.000
#> HP1504101T2D_C3      1 0.000
#> HP1504101T2D_P4      2 0.498
#> HP1502401_I19        2 1.000
#> HP1502401_C17        1 0.000
#> HP1504101T2D_E12     1 1.000
#> HP1504101T2D_A2      1 0.000
#> HP1504101T2D_K11     1 0.000
#> HP1504101T2D_E2      1 0.000
#> HP1504101T2D_N23     1 0.000
#> HP1504101T2D_A16     1 0.253
#> HP1502401_E18        1 0.747
#> HP1504101T2D_O17     3 0.751
#> HP1502401_C24        1 0.000
#> HP1504101T2D_M12     1 0.249
#> HP1504101T2D_D3      1 1.000
#> HP1504101T2D_F21     1 0.747
#> HP1504101T2D_K15     1 0.000
#> HP1502401_I17        1 1.000
#> HP1504101T2D_F24     3 0.751
#> HP1504101T2D_P20     1 0.249
#> HP1504101T2D_B14     3 0.751
#> HP1502401_F6         1 0.000
#> HP1502401_F1         1 0.000
#> HP1502401_C3         1 0.498
#> HP1504101T2D_H3      1 0.751
#> HP1504101T2D_O2      1 0.000
#> HP1504101T2D_A14     3 0.000
#> HP1504101T2D_I12     3 0.000
#> HP1502401_K7         1 1.000
#> HP1504101T2D_K14     2 1.000
#> HP1502401_J9         3 0.249
#> HP1504101T2D_F4      1 0.000
#> HP1504101T2D_G11     1 0.751
#> HP1504101T2D_G18     1 0.000
#> HP1504101T2D_O1      3 1.000
#> HP1502401_D15        1 0.249
#> HP1502401_H9         1 0.000
#> HP1502401_I10        2 1.000
#> AZ_A1                1 0.000
#> AZ_A3                3 0.751
#> AZ_B6                1 0.000
#> AZ_B4                3 0.000
#> AZ_A4                1 1.000
#> AZ_A5                2 1.000
#> AZ_C12               1 1.000
#> AZ_B7                3 0.747
#> AZ_A9                2 0.000
#> AZ_G12               1 0.249
#> AZ_F10               1 1.000
#> AZ_H4                2 1.000
#> AZ_E10               1 0.000
#> AZ_H8                1 1.000
#> AZ_G11               1 0.000
#> AZ_F3                2 1.000
#> AZ_E11               3 1.000
#> AZ_G7                1 0.751
#> AZ_G9                1 0.000
#> AZ_D10               3 0.000
#> AZ_E1                2 1.000
#> AZ_C7                3 0.000
#> AZ_H7                1 0.502
#> AZ_D1                1 0.000
#> AZ_G8                1 0.000
#> AZ_H3                2 1.000
#> AZ_F12               1 0.000
#> AZ_D11               1 1.000
#> AZ_F11               2 1.000
#> AZ_C6                1 0.751
#> AZ_E6                1 0.249
#> HP1508501T2D_E3      3 0.502
#> HP1508501T2D_C1      1 0.249
#> HP1508501T2D_O2      1 0.000
#> HP1508501T2D_E2      2 0.000
#> HP1508501T2D_M2      1 0.000
#> HP1508501T2D_C3      1 0.000
#> HP1508501T2D_A2      3 0.000
#> HP1508501T2D_A1      1 0.000
#> HP1508501T2D_D23     1 0.000
#> HP1508501T2D_K13     3 1.000
#> HP1508501T2D_N14     1 0.000
#> HP1508501T2D_D20     2 0.000
#> HP1508501T2D_I5      3 0.000
#> HP1508501T2D_C6      2 0.000
#> HP1508501T2D_K11     1 0.000
#> HP1508501T2D_G16     3 0.000
#> HP1508501T2D_L8      3 1.000
#> HP1508501T2D_L19     1 0.000
#> HP1508501T2D_H24     2 0.000
#> HP1508501T2D_D7      3 1.000
#> HP1508501T2D_O21     1 0.000
#> HP1508501T2D_L12     1 0.000
#> HP1508501T2D_P10     1 1.000
#> HP1508501T2D_B9      2 0.000
#> HP1508501T2D_A20     1 0.000
#> HP1508501T2D_P24     1 0.000
#> HP1508501T2D_G7      1 0.000
#> HP1508501T2D_A6      2 0.000
#> HP1508501T2D_H8      1 0.249
#> HP1508501T2D_K8      1 0.000
#> HP1508501T2D_O16     1 0.000
#> HP1508501T2D_O24     1 0.000
#> HP1508501T2D_M24     1 0.000
#> HP1508501T2D_G9      2 1.000
#> HP1508501T2D_J10     1 0.000
#> HP1508501T2D_C7      2 0.000
#> HP1508501T2D_H20     3 0.000
#> HP1508501T2D_I6      3 0.747
#> HP1508501T2D_N3      1 0.000
#> HP1508501T2D_A22     1 1.000
#> HP1508501T2D_F13     1 0.000
#> HP1508501T2D_P17     1 0.000
#> HP1508501T2D_O15     1 0.000
#> HP1508501T2D_F22     3 0.249
#> HP1508501T2D_H1      1 0.000
#> HP1508501T2D_N19     2 0.000
#> HP1508501T2D_B19     2 0.000
#> HP1508501T2D_M11     2 0.502
#> HP1508501T2D_L3      1 1.000
#> HP1508501T2D_P5      2 0.000
#> HP1508501T2D_A16     2 0.000
#> HP1508501T2D_P15     1 0.000
#> HP1508501T2D_P18     1 0.000
#> HP1508501T2D_O18     1 0.498
#> HP1508501T2D_L4      1 0.000
#> HP1508501T2D_P21     1 0.249
#> HP1508501T2D_F10     1 0.000
#> HP1508501T2D_L22     1 0.000
#> HP1508501T2D_L1      1 0.000
#> HP1508501T2D_G5      2 0.000
#> HP1508501T2D_B2      1 0.000
#> HP1508501T2D_P22     1 0.000
#> HP1508501T2D_A7      2 0.000
#> HP1508501T2D_C22     1 0.000
#> HP1508501T2D_O10     2 0.000
#> HP1508501T2D_P23     1 0.000
#> HP1508501T2D_K5      3 1.000
#> HP1508501T2D_P12     2 0.000
#> HP1508501T2D_B1      1 0.249
#> HP1508501T2D_G8      2 1.000
#> HP1508501T2D_F19     3 1.000
#> HP1508501T2D_A5      1 0.000
#> HP1508501T2D_J7      1 0.000
#> HP1508501T2D_H9      2 0.498
#> HP1508501T2D_O22     1 0.000
#> HP1508501T2D_C21     2 0.000
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#> HP1509101_C23        2 0.000
#> HP1509101_L22        1 0.751
#> HP1509101_P2         1 0.000
#> HP1509101_N3         1 0.000
#> HP1509101_D16        1 0.000
#> HP1509101_M4         1 0.000
#> HP1509101_P19        3 0.000
#> HP1509101_L9         3 1.000
#> HP1509101_E16        1 0.000
#> HP1509101_I20        1 0.751
#> HP1509101_K13        3 0.000
#> HP1509101_G15        2 1.000
#> HP1509101_L10        3 0.249
#> HP1509101_E12        1 0.000
#> HP1509101_B21        1 0.000
#> HP1509101_E7         1 0.000
#> HP1509101_F15        1 0.498
#> HP1509101_J14        2 1.000
#> HP1509101_G9         2 0.249
#> HP1509101_C22        2 0.000
#> HP1509101_D24        1 0.000
#> HP1509101_M19        1 0.000
#> HP1509101_A16        1 1.000
#> HP1509101_E19        2 0.000
#> HP1509101_O23        2 0.000
#> HP1509101_A11        3 0.249
#> HP1509101_M13        1 0.000
#> HP1509101_C5         1 0.000
#> HP1509101_N8         1 0.751
#> HP1509101_E24        2 0.000
#> HP1509101_B11        2 0.502
#> HP1509101_K21        2 0.000
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#> HP1509101_I3         3 0.000
#> HP1509101_G20        2 0.751
#> HP1509101_J3         1 0.000
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#> HP1509101_B6         1 1.000
#> HP1509101_J18        2 0.000
#> HP1509101_L4         1 0.000
#> HP1509101_C4         1 0.000
#> HP1509101_N1         2 0.502
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#> HP1509101_H14        2 0.000
#> HP1509101_M5         1 0.000
#> HP1509101_L2         1 0.000
#> HP1509101_M21        1 0.000
#> HP1509101_B7         1 0.249
#> HP1509101_E8         1 0.000
#> HP1509101_I9         1 0.000
#> HP1509101_D9         3 1.000
#> HP1509101_K11        1 0.000
#> HP1509101_J23        2 0.000
#> HP1509101_O20        2 0.000
#> HP1509101_P10        2 0.253
#> HP1509101_N11        3 1.000
#> HP1509101_L16        2 0.000
#> HP1509101_N21        2 1.000
#> HP1509101_K5         2 1.000
#> HP1509101_M6         1 0.000
#> HP1509101_I4         3 0.000
#> HP1509101_D3         1 0.000
#> HP1509101_I8         2 0.249
#> HP1509101_O10        3 0.000
#> HP1509101_J7         1 0.000
#> HP1509101_L5         1 0.000
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#> HP1509101_K16        3 0.498
#> HP1509101_N24        1 0.000
#> HP1509101_N5         2 0.000
#> HP1509101_K24        3 1.000
#> HP1509101_O5         1 0.000
#> HP1509101_A15        1 0.000
#> HP1509101_B13        2 0.253
#> HP1509101_A14        3 0.747
#> HP1509101_G8         2 0.502
#> HP1509101_O18        2 0.253
#> HP1509101_M17        1 0.000
#> HP1509101_E13        1 0.000
#> HP1509101_A10        3 0.498
#> HP1509101_J5         3 0.000
#> HP1509101_N23        2 0.000
#> HP1509101_K20        3 1.000
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#> HP1509101_A8         2 0.000
#> HP1509101_F6         1 0.000
#> HP1509101_D20        1 1.000
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#> HP1509101_C8         1 0.000
#> HP1509101_C21        2 0.000
#> HP1509101_J21        1 0.249
#> HP1509101_K17        3 0.000
#> HP1509101_M22        1 0.000
#> HP1509101_M20        1 0.249
#> HP1509101_H12        1 0.000
#> HP1509101_O19        2 0.502
#> HP1509101_P5         2 0.000
#> HP1509101_N6         2 0.000
#> HP1509101_N19        3 0.751
#> HP1509101_L21        3 1.000
#> HP1509101_O24        2 0.000
#> HP1509101_N22        3 1.000
#> HP1509101_G11        3 0.751
#> HP1509101_D11        1 0.000
#> HP1509101_A5         3 1.000
#> HP1509101_C7         1 0.000
#> HP1509101_P24        1 0.000
#> HP1509101_L14        2 0.253
#> HP1509101_C6         2 0.751
#> HP1509101_D4         1 0.000
#> HP1509101_D6         1 0.000
#> HP1509101_E18        1 0.253
#> HP1509101_O11        3 0.249
#> HP1509101_H15        3 0.502
#> HP1509101_D1         1 0.000
#> HP1509101_I18        2 0.000
#> HP1509101_A23        1 0.249
#> HP1509101_A20        2 0.000
#> HP1509101_M24        2 1.000
#> HP1509101_F5         1 0.000
#> HP1509101_B18        1 0.000
#> HP1509101_H5         3 0.253
#> HP1509101_M8         2 0.502
#> HP1509101_K3         1 0.000
#> HP1509101_H2         1 0.000
#> HP1509101_I13        3 0.000
#> HP1509101_J6         2 0.000
#> HP1509101_C14        1 0.498
#> HP1509101_D14        1 0.000
#> HP1509101_B15        1 0.000
#> HP1509101_K8         2 1.000
#> HP1509101_H4         1 0.000
#> HP1509101_E10        2 0.000
#> HP1509101_A6         1 0.000
#> HP1509101_C17        1 0.000
#> HP1509101_E9         2 0.498
#> HP1509101_K14        1 0.000
#> HP1509101_C19        3 1.000
#> HP1509101_A17        2 0.000
#> HP1509101_B3         1 0.000
#> HP1509101_I7         1 0.000
#> HP1509101_C16        1 1.000
#> HP1509101_P15        2 0.000
#> HP1509101_C15        1 0.000
#> HP1509101_L7         1 1.000
#> HP1509101_G13        1 0.000
#> HP1509101_C24        3 1.000
#> HP1509101_G17        2 0.000
#> HP1509101_D21        2 0.249
#> HP1509101_K23        3 1.000
#> HP1509101_K4         1 0.000
#> HP1509101_J1         1 0.747
#> HP1509101_L23        2 0.000
#> HP1509101_K18        3 0.253
#> HP1509101_L1         1 0.000
#> HP1504901_E22        1 0.000
#> HP1504901_C21        1 0.502
#> HP1504901_I20        3 0.000
#> HP1504901_M20        3 0.502
#> HP1504901_E19        1 0.000
#> HP1504901_I7         2 1.000
#> HP1504901_P2         1 0.249
#> HP1504901_L10        1 0.000
#> HP1504901_O15        1 0.000
#> HP1504901_J1         1 0.000
#> HP1504901_L2         1 0.751
#> HP1504901_L11        1 0.000
#> HP1504901_H23        1 0.000
#> HP1504901_G23        1 0.751
#> HP1504901_C20        1 0.000
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#> HP1504901_J11        1 0.000
#> HP1504901_C8         1 0.000
#> HP1504901_B12        1 0.000
#> HP1504901_H15        1 0.000
#> HP1504901_N11        1 0.000
#> HP1504901_K16        1 0.249
#> HP1504901_N3         1 0.000
#> HP1504901_J2         1 0.249
#> HP1504901_K9         1 0.000
#> HP1504901_P5         1 0.000
#> HP1504901_K21        1 0.000
#> HP1504901_E4         1 0.000
#> HP1504901_K3         1 0.000
#> HP1504901_M14        1 0.000
#> HP1504901_H3         1 0.000
#> HP1504901_M8         1 0.249
#> HP1504901_E8         1 0.000
#> HP1504901_B19        1 0.249
#> HP1504901_J16        1 0.253
#> HP1504901_K2         1 0.502
#> HP1504901_K10        1 0.000
#> HP1504901_M2         1 0.498
#> HP1504901_D19        1 0.000
#> HP1504901_C12        1 0.000
#> HP1504901_B5         1 0.000
#> HP1504901_M5         1 0.000
#> HP1504901_C4         1 0.751
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#> HP1504901_F7         1 0.000
#> HP1504901_K24        1 0.000
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#> HP1504901_F13        2 1.000
#> HP1504901_E17        1 0.000
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#> HP1504901_O19        1 0.000
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#> HP1504901_M16        1 0.747
#> HP1504901_C5         1 0.000
#> HP1504901_C24        1 0.000
#> HP1504901_O23        1 0.751
#> HP1504901_G5         1 0.000
#> HP1504901_K15        1 0.000
#> HP1504901_I1         1 0.000
#> HP1504901_A11        1 0.249
#> HP1504901_K1         2 1.000
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#> HP1504901_C15        1 0.000
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#> HP1504901_P19        1 0.000
#> HP1504901_A15        1 0.000
#> HP1504901_E7         1 0.000
#> HP1504901_L7         1 0.000
#> HP1504901_H13        1 0.000
#> HP1504901_J13        3 1.000
#> HP1504901_A13        1 0.000
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#> HP1504901_E11        1 0.000
#> HP1504901_P4         1 0.000
#> HP1504901_K13        1 0.000
#> HP1504901_M6         1 1.000
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#> HP1504901_A4         1 0.249
#> HP1504901_G1         1 0.000
#> HP1504901_A6         1 0.000
#> HP1504901_A17        1 0.249
#> HP1504901_C18        1 0.000
#> HP1504901_E1         1 0.000
#> HP1504901_A12        1 0.000
#> HP1504901_H20        1 0.000
#> HP1504901_M7         1 1.000
#> HP1504901_E3         1 0.249
#> HP1504901_H24        1 0.249
#> HP1504901_H7         1 0.000
#> HP1504901_O2         1 0.000
#> HP1504901_O22        1 0.000
#> HP1504901_C9         3 0.000
#> HP1504901_I15        1 0.000
#> HP1504901_L15        1 0.000
#> HP1504901_E20        3 0.000
#> HP1504901_M10        1 0.249
#> HP1504901_K4         1 0.000
#> HP1504901_P23        1 0.000
#> HP1504901_F22        1 0.253
#> HP1504901_L24        1 0.747
#> HP1504901_I9         1 0.000
#> HP1504901_L23        1 1.000
#> HP1504901_E12        2 1.000
#> HP1504901_I16        1 0.249
#> HP1504901_K17        1 0.000
#> HP1504901_K7         1 0.000
#> HP1504901_B17        1 0.000
#> HP1504901_O13        1 0.502
#> HP1504901_A18        1 0.000
#> HP1504901_H9         1 0.000
#> HP1504901_G14        1 0.253
#> HP1504901_C7         1 0.000
#> HP1504901_A24        1 0.000
#> HP1504901_I4         1 0.000
#> HP1504901_M22        1 0.000
#> HP1504901_J19        2 0.498
#> HP1504901_D10        1 0.000
#> HP1504901_A1         1 0.000
#> HP1504901_L19        3 0.249
#> HP1504901_I5         1 0.000
#> HP1504901_N20        1 0.000
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#> HP1504901_M17        1 0.000
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#> HP1504901_P1         1 0.000
#> HP1504901_J14        1 0.498
#> HP1504901_K8         1 0.000
#> HP1504901_H21        1 0.000
#> HP1504901_I6         1 0.000
#> HP1504901_E15        1 0.000
#> HP1504901_O3         1 0.000
#> HP1504901_F21        1 0.249
#> HP1504901_P24        1 0.000
#> HP1504901_C3         1 0.000
#> HP1504901_I14        1 0.000
#> HP1504901_M15        1 0.000
#> HP1504901_D20        1 0.751
#> HP1504901_C1         1 0.000
#> HP1504901_I12        2 1.000
#> HP1504901_P15        3 0.000
#> HP1504901_G22        1 1.000
#> HP1504901_P22        1 0.000
#> HP1504901_N10        1 0.000
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#> HP1504901_M9         1 0.000
#> HP1504901_E13        1 0.000
#> HP1504901_M13        1 0.000
#> HP1504901_N6         1 0.000
#> HP1504901_M23        1 0.000
#> HP1504901_P17        1 0.249
#> HP1504901_L21        2 1.000
#> HP1504901_D11        1 0.249
#> HP1504901_P6         1 0.000
#> HP1504901_C6         1 0.000
#> HP1504901_D3         1 0.253
#> HP1504901_L5         1 0.000
#> HP1504901_K18        1 0.249
#> HP1504901_D8         1 0.502
#> HP1504901_G17        1 0.000
#> HP1504901_M1         1 0.000
#> HP1504901_N4         1 0.000
#> HP1504901_A20        1 0.249
#> HP1504901_N5         1 0.000
#> HP1504901_C22        1 0.000
#> HP1526901T2D_K9      1 0.000
#> HP1526901T2D_A18     2 1.000
#> HP1525301T2D_G16     1 0.000
#> HP1525301T2D_P12     1 0.000
#> HP1525301T2D_N22     1 0.498
#> HP1525301T2D_M23     1 0.249
#> HP1525301T2D_B9      1 0.000
#> HP1525301T2D_A10     1 0.249
#> HP1525301T2D_F22     1 0.751
#> HP1526901T2D_M5      1 0.249
#> HP1525301T2D_F11     1 1.000
#> HP1526901T2D_C21     1 0.000
#> HP1525301T2D_J22     1 0.502
#> HP1525301T2D_K9      1 0.000
#> HP1525301T2D_C20     1 0.000
#> HP1525301T2D_D18     3 0.253
#> HP1526901T2D_J16     1 1.000
#> HP1526901T2D_D15     1 0.000
#> HP1526901T2D_G6      1 0.000
#> HP1525301T2D_I13     1 0.000
#> HP1525301T2D_P7      1 0.000
#> HP1525301T2D_D7      3 0.000
#> HP1526901T2D_G5      1 0.000
#> HP1525301T2D_D16     1 0.000
#> HP1525301T2D_C12     1 0.000
#> HP1525301T2D_K4      1 0.000
#> HP1525301T2D_F6      1 0.000
#> HP1525301T2D_H5      1 0.000
#> HP1525301T2D_D17     3 0.000
#> HP1526901T2D_F14     1 0.253
#> HP1526901T2D_P3      1 0.000
#> HP1525301T2D_M24     1 0.249
#> HP1526901T2D_B21     3 1.000
#> HP1525301T2D_E21     3 0.000
#> HP1525301T2D_E14     1 0.000
#> HP1525301T2D_B22     1 0.000
#> HP1526901T2D_P5      1 0.000
#> HP1525301T2D_K13     1 0.000
#> HP1525301T2D_A22     1 0.000
#> HP1525301T2D_A18     1 0.000
#> HP1526901T2D_E24     1 1.000
#> HP1525301T2D_N2      1 0.000
#> HP1526901T2D_G12     1 0.000
#> HP1526901T2D_L20     1 0.000
#> HP1525301T2D_O15     3 0.000
#> HP1526901T2D_B8      1 0.000
#> HP1526901T2D_J23     1 0.000
#> HP1526901T2D_B15     1 0.000
#> HP1525301T2D_M21     1 0.000
#> HP1526901T2D_M12     2 1.000
#> HP1525301T2D_J12     1 0.000
#> HP1526901T2D_M17     3 0.000
#> HP1526901T2D_C5      1 0.249
#> HP1525301T2D_L10     1 0.000
#> HP1525301T2D_A21     1 0.000
#> HP1526901T2D_E13     1 0.000
#> HP1526901T2D_H7      1 0.000
#> HP1526901T2D_P15     1 0.000
#> HP1526901T2D_J9      1 0.253
#> HP1526901T2D_B19     1 0.000
#> HP1525301T2D_A8      1 0.000
#> HP1526901T2D_N22     1 0.000
#> HP1526901T2D_D20     1 0.000
#> HP1526901T2D_B16     1 0.000
#> HP1526901T2D_I2      1 0.000
#> HP1526901T2D_H13     1 0.249
#> HP1525301T2D_D24     1 0.000
#> HP1525301T2D_A20     1 0.000
#> HP1525301T2D_B20     1 0.000
#> HP1525301T2D_G6      3 0.000
#> HP1525301T2D_L12     1 0.000
#> HP1525301T2D_L7      1 0.000
#> HP1526901T2D_F13     1 0.751
#> HP1525301T2D_M4      3 0.000
#> HP1525301T2D_F13     3 0.000
#> HP1525301T2D_L11     1 0.000
#> HP1525301T2D_A24     1 0.000
#> HP1525301T2D_A2      1 0.249
#> HP1525301T2D_E9      1 0.000
#> HP1526901T2D_L10     1 0.498
#> HP1525301T2D_F1      1 0.000
#> HP1526901T2D_G3      1 0.000
#> HP1525301T2D_O12     1 0.000
#> HP1525301T2D_H21     1 0.249
#> HP1526901T2D_M6      1 0.000
#> HP1525301T2D_H22     1 0.000
#> HP1526901T2D_O18     1 1.000
#> HP1525301T2D_D13     1 0.751
#> HP1526901T2D_P24     1 0.000
#> HP1525301T2D_I9      1 0.000
#> HP1525301T2D_M1      1 0.751
#> HP1525301T2D_E20     3 1.000
#> HP1525301T2D_K24     1 1.000
#> HP1525301T2D_B16     1 0.498
#> HP1526901T2D_K8      1 0.000
#> HP1526901T2D_K16     1 0.249
#> HP1525301T2D_G2      1 0.000
#> HP1525301T2D_M3      1 0.000
#> HP1526901T2D_H11     1 1.000
#> HP1526901T2D_D13     1 0.000
#> HP1525301T2D_L21     1 0.000
#> HP1526901T2D_D24     3 0.000
#> HP1525301T2D_N17     1 0.751
#> HP1526901T2D_P6      1 0.000
#> HP1525301T2D_O21     1 0.000
#> HP1526901T2D_E12     1 0.000
#> HP1525301T2D_L3      3 1.000
#> HP1525301T2D_D5      2 0.502
#> HP1525301T2D_H4      1 0.000
#> HP1525301T2D_F14     1 0.000
#> HP1526901T2D_E4      2 1.000
#> HP1525301T2D_D23     2 1.000
#> HP1526901T2D_C9      1 0.000
#> HP1526901T2D_K13     3 0.000
#> HP1525301T2D_H13     1 0.000
#> HP1526901T2D_N24     1 0.751
#> HP1526901T2D_J10     1 0.000
#> HP1526901T2D_B2      1 0.000
#> HP1526901T2D_H1      1 0.000
#> HP1526901T2D_M9      1 0.000
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#> HP1526901T2D_M10     1 0.000
#> HP1525301T2D_J24     1 0.747
#> HP1526901T2D_E17     2 1.000
#> HP1525301T2D_P10     1 0.000
#> HP1525301T2D_F18     1 0.000
#> HP1525301T2D_G12     1 1.000
#> HP1526901T2D_O16     1 0.000
#> HP1526901T2D_L18     1 0.000
#> HP1526901T2D_G15     1 0.000
#> HP1526901T2D_K5      1 0.000
#> HP1526901T2D_N5      2 1.000
#> HP1525301T2D_F17     1 1.000
#> HP1525301T2D_M19     3 0.000
#> HP1525301T2D_B19     1 0.249
#> HP1526901T2D_C12     3 0.000
#> HP1525301T2D_O8      3 0.751
#> HP1525301T2D_L19     1 0.000
#> HP1526901T2D_L8      1 0.000
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#> HP1525301T2D_D20     1 1.000
#> HP1526901T2D_O20     1 0.751
#> HP1526901T2D_J15     1 0.000
#> HP1526901T2D_D23     1 0.000
#> HP1526901T2D_C7      2 1.000
#> HP1525301T2D_C18     1 0.000
#> HP1526901T2D_B22     1 0.000
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#> HP1526901T2D_D11     1 0.000
#> HP1525301T2D_O4      1 0.000
#> HP1526901T2D_L22     1 0.249
#> HP1525301T2D_F20     2 0.751
#> HP1525301T2D_N15     3 1.000
#> HP1525301T2D_K20     1 0.000
#> HP1525301T2D_G24     1 1.000
#> HP1525301T2D_H15     1 0.000
#> HP1525301T2D_J3      1 0.000
#> HP1526901T2D_L9      1 0.000
#> HP1526901T2D_P16     1 0.000
#> HP1526901T2D_G20     1 0.000
#> HP1526901T2D_E7      1 0.000
#> HP1525301T2D_F9      1 0.000
#> HP1525301T2D_E6      1 0.498
#> HP1525301T2D_P3      1 0.000
#> HP1525301T2D_I20     1 0.000
#> HP1526901T2D_F11     1 0.000
#> HP1525301T2D_B17     2 1.000
#> HP1526901T2D_D6      1 0.751
#> HP1525301T2D_N19     2 0.000
#> HP1526901T2D_F6      1 0.000
#> HP1525301T2D_A23     1 0.000
#> HP1525301T2D_B2      1 0.000
#> HP1526901T2D_N17     1 0.000
#> HP1525301T2D_I14     1 0.000
#> HP1525301T2D_E4      2 0.000
#> HP1525301T2D_J6      1 0.000
#> HP1525301T2D_E10     1 0.000
#> HP1525301T2D_A4      3 0.000
#> HP1525301T2D_G7      1 0.000
#> HP1525301T2D_E18     1 0.000
#> HP1525301T2D_O19     1 0.000
#> HP1526901T2D_H15     1 0.000
#> HP1526901T2D_C18     1 0.000
#> HP1525301T2D_L18     1 0.000
#> HP1525301T2D_O10     3 1.000
#> HP1526901T2D_I23     1 0.249
#> HP1526901T2D_O11     1 0.502

show/hide code output

get_classes(res, k = 4)
#>                  class     p
#> HP1502401_N13        1 0.000
#> HP1502401_D14        1 1.000
#> HP1502401_F14        1 1.000
#> HP1502401_J13        1 0.498
#> HP1502401_B13        3 0.000
#> HP1502401_H13        2 0.000
#> HP1502401_D13        2 0.249
#> HP1504101T2D_I3      1 1.000
#> HP1504101T2D_D16     4 0.000
#> HP1504101T2D_D22     1 0.498
#> HP1504101T2D_F8      1 1.000
#> HP1502401_B19        1 0.249
#> HP1504101T2D_B2      1 0.502
#> HP1504101T2D_L6      1 0.502
#> HP1502401_F4         2 0.000
#> HP1502401_J5         1 0.751
#> HP1504101T2D_H11     4 0.000
#> HP1504101T2D_G13     4 0.249
#> HP1502401_I11        3 0.000
#> HP1502401_A11        1 0.249
#> HP1502401_G16        1 0.751
#> HP1502401_D1         4 0.000
#> HP1502401_L6         1 0.000
#> HP1504101T2D_L22     4 0.000
#> HP1502401_K4         1 0.751
#> HP1502401_B3         1 0.747
#> HP1504101T2D_C13     1 1.000
#> HP1504101T2D_G15     4 1.000
#> HP1502401_B4         1 0.249
#> HP1502401_C11        1 0.249
#> HP1504101T2D_P8      3 0.000
#> HP1502401_N24        1 1.000
#> HP1502401_H17        1 0.498
#> HP1504101T2D_C24     4 0.000
#> HP1504101T2D_E5      1 0.751
#> HP1504101T2D_K5      1 0.249
#> HP1504101T2D_N11     1 0.751
#> HP1502401_K18        1 0.747
#> HP1502401_N5         1 0.502
#> HP1502401_N22        1 0.249
#> HP1504101T2D_K16     1 1.000
#> HP1504101T2D_I4      4 1.000
#> HP1504101T2D_E17     1 0.502
#> HP1504101T2D_P6      1 0.000
#> HP1504101T2D_M11     1 0.253
#> HP1504101T2D_O21     4 0.000
#> HP1502401_L19        3 0.000
#> HP1504101T2D_O7      1 1.000
#> HP1504101T2D_A11     1 0.000
#> HP1502401_M18        2 0.249
#> HP1502401_C19        1 0.000
#> HP1504101T2D_G5      4 1.000
#> HP1502401_O5         1 0.000
#> HP1504101T2D_J19     1 0.751
#> HP1504101T2D_B15     4 0.000
#> HP1502401_E4         1 0.502
#> HP1502401_F7         1 0.000
#> HP1504101T2D_K1      1 0.000
#> HP1502401_A21        1 0.751
#> HP1502401_D23        1 0.747
#> HP1502401_A9         1 0.502
#> HP1504101T2D_I13     4 0.000
#> HP1502401_G15        1 0.502
#> HP1504101T2D_M17     2 1.000
#> HP1502401_D21        1 0.249
#> HP1502401_G21        1 0.249
#> HP1502401_G1         3 0.000
#> HP1504101T2D_C23     1 1.000
#> HP1502401_N6         1 0.249
#> HP1504101T2D_O19     4 0.000
#> HP1502401_A8         1 1.000
#> HP1504101T2D_F6      1 1.000
#> HP1502401_L8         1 0.498
#> HP1504101T2D_B19     4 0.000
#> HP1504101T2D_F5      4 1.000
#> HP1504101T2D_D10     1 1.000
#> HP1504101T2D_C2      1 0.249
#> HP1504101T2D_P16     1 0.000
#> HP1504101T2D_N14     1 0.253
#> HP1502401_E8         1 0.751
#> HP1502401_H10        2 1.000
#> HP1502401_O12        3 0.502
#> HP1502401_I3         1 0.751
#> HP1504101T2D_C19     1 1.000
#> HP1504101T2D_M14     1 0.502
#> HP1502401_A1         1 0.502
#> HP1504101T2D_D1      2 0.000
#> HP1504101T2D_G6      4 0.249
#> HP1504101T2D_B1      1 0.253
#> HP1502401_C2         1 0.249
#> HP1502401_O19        4 1.000
#> HP1502401_C15        4 0.000
#> HP1504101T2D_E13     2 1.000
#> HP1502401_G19        1 0.751
#> HP1502401_D19        1 1.000
#> HP1502401_B6         1 0.249
#> HP1504101T2D_I9      1 0.498
#> HP1504101T2D_K13     1 0.249
#> HP1504101T2D_B20     3 0.000
#> HP1502401_F11        2 0.249
#> HP1502401_A16        1 1.000
#> HP1504101T2D_J6      2 1.000
#> HP1504101T2D_N4      1 1.000
#> HP1504101T2D_P19     4 0.000
#> HP1504101T2D_D14     1 1.000
#> HP1504101T2D_L9      1 1.000
#> HP1502401_J3         4 0.000
#> HP1504101T2D_P15     1 0.000
#> HP1502401_I5         3 0.249
#> HP1502401_E1         1 0.498
#> HP1504101T2D_M20     4 0.000
#> HP1504101T2D_L17     3 0.000
#> HP1504101T2D_K6      1 1.000
#> HP1504101T2D_A7      1 1.000
#> HP1504101T2D_H12     3 0.000
#> HP1504101T2D_H8      1 0.751
#> HP1502401_C23        1 0.249
#> HP1502401_D11        2 0.000
#> HP1502401_G2         1 0.751
#> HP1504101T2D_N3      1 0.000
#> HP1504101T2D_G7      1 0.747
#> HP1504101T2D_P23     4 0.000
#> HP1504101T2D_B9      1 1.000
#> HP1502401_A23        1 0.249
#> HP1504101T2D_J23     1 1.000
#> HP1502401_O15        1 1.000
#> HP1502401_F3         1 0.000
#> HP1502401_G17        1 1.000
#> HP1502401_E15        1 0.000
#> HP1504101T2D_M16     1 1.000
#> HP1502401_O9         2 1.000
#> HP1502401_A19        1 1.000
#> HP1504101T2D_L12     1 0.249
#> HP1504101T2D_J21     1 0.249
#> HP1502401_N11        2 0.000
#> HP1502401_K8         3 0.000
#> HP1504101T2D_P1      4 1.000
#> HP1504101T2D_F23     1 0.751
#> HP1504101T2D_O15     1 0.000
#> HP1504101T2D_C5      1 0.000
#> HP1502401_M9         2 0.000
#> HP1504101T2D_K9      1 0.000
#> HP1502401_O11        1 0.502
#> HP1502401_A3         3 0.000
#> HP1504101T2D_O8      4 1.000
#> HP1502401_F5         1 0.253
#> HP1502401_F2         1 0.498
#> HP1504101T2D_L16     1 1.000
#> HP1502401_I20        1 0.751
#> HP1504101T2D_P10     4 1.000
#> HP1502401_B12        1 0.249
#> HP1504101T2D_H10     1 1.000
#> HP1504101T2D_B23     1 1.000
#> HP1504101T2D_J10     1 0.498
#> HP1504101T2D_J12     1 0.498
#> HP1502401_C9         1 0.000
#> HP1504101T2D_A1      1 0.000
#> HP1504101T2D_I21     4 0.000
#> HP1504101T2D_O18     4 0.000
#> HP1502401_B2         1 0.751
#> HP1504101T2D_H16     1 0.249
#> HP1504101T2D_L20     1 0.249
#> HP1502401_L9         2 0.000
#> HP1502401_D9         1 0.253
#> HP1504101T2D_H19     1 0.751
#> HP1502401_A20        1 0.502
#> HP1502401_J16        2 1.000
#> HP1504101T2D_C7      1 0.249
#> HP1504101T2D_A9      1 1.000
#> HP1504101T2D_H13     4 0.000
#> HP1504101T2D_A22     4 0.000
#> HP1504101T2D_J4      4 0.000
#> HP1504101T2D_J17     1 1.000
#> HP1504101T2D_K7      1 0.000
#> HP1504101T2D_C8      4 0.000
#> HP1504101T2D_A3      1 1.000
#> HP1504101T2D_G20     1 0.751
#> HP1504101T2D_M22     1 0.253
#> HP1502401_G9         1 0.000
#> HP1502401_C22        4 0.000
#> HP1502401_E12        1 0.751
#> HP1502401_L24        1 0.502
#> HP1504101T2D_N18     1 0.000
#> HP1504101T2D_O5      4 0.000
#> HP1502401_F8         1 0.000
#> HP1502401_B9         1 0.000
#> HP1502401_M17        2 1.000
#> HP1504101T2D_D20     1 0.498
#> HP1504101T2D_K3      1 0.000
#> HP1504101T2D_D4      1 0.000
#> HP1504101T2D_M13     1 0.249
#> HP1504101T2D_K21     4 0.000
#> HP1504101T2D_F9      4 0.000
#> HP1504101T2D_I11     2 1.000
#> HP1504101T2D_A21     1 0.498
#> HP1504101T2D_C6      3 0.000
#> HP1504101T2D_J8      1 1.000
#> HP1502401_A5         1 0.751
#> HP1502401_N14        1 0.249
#> HP1504101T2D_C3      1 1.000
#> HP1504101T2D_P4      2 1.000
#> HP1502401_I19        2 1.000
#> HP1502401_C17        1 0.000
#> HP1504101T2D_E12     4 0.249
#> HP1504101T2D_A2      1 1.000
#> HP1504101T2D_K11     1 0.000
#> HP1504101T2D_E2      1 0.747
#> HP1504101T2D_N23     4 0.000
#> HP1504101T2D_A16     1 1.000
#> HP1502401_E18        1 1.000
#> HP1504101T2D_O17     4 0.249
#> HP1502401_C24        1 0.000
#> HP1504101T2D_M12     4 0.000
#> HP1504101T2D_D3      4 0.000
#> HP1504101T2D_F21     4 0.000
#> HP1504101T2D_K15     1 0.498
#> HP1502401_I17        1 0.000
#> HP1504101T2D_F24     4 0.000
#> HP1504101T2D_P20     4 0.000
#> HP1504101T2D_B14     4 0.000
#> HP1502401_F6         1 0.000
#> HP1502401_F1         1 0.253
#> HP1502401_C3         1 0.000
#> HP1504101T2D_H3      1 1.000
#> HP1504101T2D_O2      4 1.000
#> HP1504101T2D_A14     3 0.000
#> HP1504101T2D_I12     3 1.000
#> HP1502401_K7         1 0.249
#> HP1504101T2D_K14     2 1.000
#> HP1502401_J9         4 1.000
#> HP1504101T2D_F4      1 1.000
#> HP1504101T2D_G11     4 0.747
#> HP1504101T2D_G18     1 0.751
#> HP1504101T2D_O1      4 0.000
#> HP1502401_D15        1 0.249
#> HP1502401_H9         1 0.000
#> HP1502401_I10        2 1.000
#> AZ_A1                1 0.000
#> AZ_A3                4 0.000
#> AZ_B6                1 0.498
#> AZ_B4                3 0.000
#> AZ_A4                1 0.000
#> AZ_A5                2 1.000
#> AZ_C12               1 0.498
#> AZ_B7                4 0.000
#> AZ_A9                2 0.000
#> AZ_G12               1 1.000
#> AZ_F10               1 0.000
#> AZ_H4                2 1.000
#> AZ_E10               1 0.000
#> AZ_H8                1 0.502
#> AZ_G11               1 1.000
#> AZ_F3                2 1.000
#> AZ_E11               1 0.000
#> AZ_G7                1 0.751
#> AZ_G9                1 0.000
#> AZ_D10               4 1.000
#> AZ_E1                3 1.000
#> AZ_C7                4 0.000
#> AZ_H7                1 0.751
#> AZ_D1                1 0.249
#> AZ_G8                1 0.502
#> AZ_H3                2 1.000
#> AZ_F12               1 0.000
#> AZ_D11               1 0.000
#> AZ_F11               2 1.000
#> AZ_C6                1 1.000
#> AZ_E6                4 0.000
#> HP1508501T2D_E3      3 0.000
#> HP1508501T2D_C1      1 0.502
#> HP1508501T2D_O2      1 0.000
#> HP1508501T2D_E2      2 0.000
#> HP1508501T2D_M2      1 0.000
#> HP1508501T2D_C3      1 0.249
#> HP1508501T2D_A2      4 0.000
#> HP1508501T2D_A1      1 0.751
#> HP1508501T2D_D23     1 0.000
#> HP1508501T2D_K13     4 0.000
#> HP1508501T2D_N14     1 0.502
#> HP1508501T2D_D20     2 0.000
#> HP1508501T2D_I5      3 0.000
#> HP1508501T2D_C6      2 0.000
#> HP1508501T2D_K11     1 0.000
#> HP1508501T2D_G16     3 0.000
#> HP1508501T2D_L8      4 0.000
#> HP1508501T2D_L19     1 0.000
#> HP1508501T2D_H24     2 0.000
#> HP1508501T2D_D7      3 1.000
#> HP1508501T2D_O21     1 0.000
#> HP1508501T2D_L12     1 0.502
#> HP1508501T2D_P10     4 1.000
#> HP1508501T2D_B9      2 0.000
#> HP1508501T2D_A20     1 0.000
#> HP1508501T2D_P24     1 0.000
#> HP1508501T2D_G7      1 0.000
#> HP1508501T2D_A6      2 0.249
#> HP1508501T2D_H8      1 0.253
#> HP1508501T2D_K8      1 0.000
#> HP1508501T2D_O16     1 0.000
#> HP1508501T2D_O24     1 0.000
#> HP1508501T2D_M24     1 0.000
#> HP1508501T2D_G9      2 1.000
#> HP1508501T2D_J10     1 0.747
#> HP1508501T2D_C7      2 0.000
#> HP1508501T2D_H20     4 0.498
#> HP1508501T2D_I6      4 0.000
#> HP1508501T2D_N3      1 1.000
#> HP1508501T2D_A22     1 0.000
#> HP1508501T2D_F13     1 0.000
#> HP1508501T2D_P17     1 0.751
#> HP1508501T2D_O15     1 0.253
#> HP1508501T2D_F22     4 0.498
#> HP1508501T2D_H1      1 0.498
#> HP1508501T2D_N19     2 0.000
#> HP1508501T2D_B19     2 0.000
#> HP1508501T2D_M11     2 0.751
#> HP1508501T2D_L3      1 0.747
#> HP1508501T2D_P5      2 0.000
#> HP1508501T2D_A16     2 0.000
#> HP1508501T2D_P15     1 0.751
#> HP1508501T2D_P18     1 0.000
#> HP1508501T2D_O18     1 0.000
#> HP1508501T2D_L4      1 0.000
#> HP1508501T2D_P21     1 0.000
#> HP1508501T2D_F10     1 0.000
#> HP1508501T2D_L22     1 0.000
#> HP1508501T2D_L1      1 0.498
#> HP1508501T2D_G5      2 0.000
#> HP1508501T2D_B2      1 0.000
#> HP1508501T2D_P22     1 0.000
#> HP1508501T2D_A7      2 0.000
#> HP1508501T2D_C22     1 0.000
#> HP1508501T2D_O10     2 0.000
#> HP1508501T2D_P23     1 0.000
#> HP1508501T2D_K5      3 0.253
#> HP1508501T2D_P12     2 0.000
#> HP1508501T2D_B1      1 1.000
#> HP1508501T2D_G8      2 1.000
#> HP1508501T2D_F19     4 0.000
#> HP1508501T2D_A5      1 0.000
#> HP1508501T2D_J7      1 0.498
#> HP1508501T2D_H9      2 0.000
#> HP1508501T2D_O22     1 0.253
#> HP1508501T2D_C21     2 0.000
#> HP1508501T2D_G21     2 0.000
#> HP1508501T2D_N16     1 0.249
#> HP1508501T2D_O5      1 1.000
#> HP1508501T2D_B6      1 0.498
#> HP1508501T2D_A9      4 1.000
#> HP1508501T2D_I9      1 0.253
#> HP1508501T2D_O20     1 0.000
#> HP1508501T2D_D12     2 0.000
#> HP1508501T2D_F5      2 1.000
#> HP1508501T2D_A4      2 0.000
#> HP1508501T2D_C5      1 1.000
#> HP1508501T2D_B7      1 0.249
#> HP1508501T2D_F24     1 0.000
#> HP1508501T2D_O17     1 0.000
#> HP1508501T2D_K10     1 0.000
#> HP1508501T2D_F6      1 0.000
#> HP1508501T2D_F23     2 0.000
#> HP1508501T2D_D11     2 0.000
#> HP1508501T2D_B13     3 0.000
#> HP1508501T2D_N5      2 0.498
#> HP1508501T2D_D4      1 0.751
#> HP1508501T2D_A21     1 0.000
#> HP1508501T2D_M13     1 0.253
#> HP1508501T2D_O19     1 0.000
#> HP1508501T2D_P19     1 0.000
#> HP1508501T2D_O6      2 0.502
#> HP1508501T2D_E5      1 0.000
#> HP1508501T2D_D19     4 0.751
#> HP1508501T2D_E21     2 0.000
#> HP1508501T2D_N12     3 0.000
#> HP1508501T2D_H7      3 0.000
#> HP1508501T2D_J19     2 0.000
#> HP1508501T2D_O23     1 0.253
#> HP1508501T2D_M6      3 0.000
#> HP1508501T2D_A18     1 0.253
#> HP1508501T2D_C17     2 1.000
#> HP1508501T2D_E16     2 0.000
#> HP1508501T2D_H19     4 0.253
#> HP1508501T2D_P20     1 0.000
#> HP1508501T2D_M21     3 0.249
#> HP1508501T2D_P16     1 0.000
#> HP1506401_E1         1 0.000
#> HP1506401_A3         1 0.000
#> HP1506401_A2         1 0.000
#> HP1506401_O1         1 0.000
#> HP1506401_E2         1 0.249
#> HP1506401_C2         1 0.000
#> HP1506401_M2         1 0.000
#> HP1506401_G3         2 0.000
#> HP1506401_A1         1 0.000
#> HP1506401_C1         1 0.000
#> HP1506401_C3         1 0.000
#> HP1506401_E3         2 0.498
#> HP1506401_M9         1 1.000
#> HP1506401_E10        1 0.253
#> HP1506401_K10        1 1.000
#> HP1506401_N6         1 0.000
#> HP1506401_N7         2 0.000
#> HP1506401_D21        2 0.000
#> HP1506401_F7         2 0.000
#> HP1506401_E7         1 0.000
#> HP1506401_C18        2 1.000
#> HP1506401_J19        2 0.000
#> HP1506401_C14        1 0.000
#> HP1506401_L12        1 0.000
#> HP1506401_C21        4 0.000
#> HP1506401_B7         1 0.000
#> HP1506401_L19        2 1.000
#> HP1506401_A18        2 0.000
#> HP1506401_C19        1 0.000
#> HP1506401_P8         1 0.249
#> HP1506401_C12        2 0.000
#> HP1506401_A19        1 0.000
#> HP1506401_F6         1 0.000
#> HP1506401_N21        2 1.000
#> HP1506401_O19        4 0.000
#> HP1506401_M15        1 0.000
#> HP1506401_N18        1 0.000
#> HP1506401_N12        1 0.502
#> HP1506401_M13        1 0.000
#> HP1506401_K13        1 0.000
#> HP1506401_I5         1 0.000
#> HP1506401_A13        2 0.000
#> HP1506401_K5         1 0.000
#> HP1506401_M3         4 0.498
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#> HP1509101_J21        1 0.502
#> HP1509101_K17        3 0.751
#> HP1509101_M22        1 0.000
#> HP1509101_M20        1 0.000
#> HP1509101_H12        1 0.000
#> HP1509101_O19        2 0.502
#> HP1509101_P5         2 0.000
#> HP1509101_N6         2 0.000
#> HP1509101_N19        3 0.502
#> HP1509101_L21        4 1.000
#> HP1509101_O24        2 0.249
#> HP1509101_N22        3 0.253
#> HP1509101_G11        1 0.000
#> HP1509101_D11        1 0.000
#> HP1509101_A5         3 0.249
#> HP1509101_C7         1 0.751
#> HP1509101_P24        1 0.000
#> HP1509101_L14        2 0.000
#> HP1509101_C6         3 0.000
#> HP1509101_D4         1 0.000
#> HP1509101_D6         1 0.000
#> HP1509101_E18        1 0.000
#> HP1509101_O11        3 0.502
#> HP1509101_H15        4 1.000
#> HP1509101_D1         1 0.000
#> HP1509101_I18        2 0.000
#> HP1509101_A23        1 0.502
#> HP1509101_A20        2 0.000
#> HP1509101_M24        3 1.000
#> HP1509101_F5         1 0.000
#> HP1509101_B18        1 0.000
#> HP1509101_H5         3 0.249
#> HP1509101_M8         2 0.502
#> HP1509101_K3         1 0.249
#> HP1509101_H2         1 0.000
#> HP1509101_I13        3 0.000
#> HP1509101_J6         2 0.000
#> HP1509101_C14        1 0.000
#> HP1509101_D14        1 0.000
#> HP1509101_B15        1 0.000
#> HP1509101_K8         2 1.000
#> HP1509101_H4         1 0.000
#> HP1509101_E10        2 0.000
#> HP1509101_A6         1 0.000
#> HP1509101_C17        1 0.000
#> HP1509101_E9         2 0.253
#> HP1509101_K14        1 0.000
#> HP1509101_C19        3 1.000
#> HP1509101_A17        2 0.000
#> HP1509101_B3         1 0.000
#> HP1509101_I7         1 0.000
#> HP1509101_C16        1 0.249
#> HP1509101_P15        2 0.000
#> HP1509101_C15        1 0.000
#> HP1509101_L7         1 0.000
#> HP1509101_G13        1 0.000
#> HP1509101_C24        4 0.249
#> HP1509101_G17        2 0.000
#> HP1509101_D21        2 0.253
#> HP1509101_K23        3 0.502
#> HP1509101_K4         1 0.000
#> HP1509101_J1         1 0.498
#> HP1509101_L23        2 0.000
#> HP1509101_K18        3 0.751
#> HP1509101_L1         1 0.000
#> HP1504901_E22        1 0.253
#> HP1504901_C21        1 0.000
#> HP1504901_I20        3 0.000
#> HP1504901_M20        4 0.000
#> HP1504901_E19        1 1.000
#> HP1504901_I7         2 1.000
#> HP1504901_P2         1 0.751
#> HP1504901_L10        1 1.000
#> HP1504901_O15        1 0.000
#> HP1504901_J1         1 0.000
#> HP1504901_L2         4 1.000
#> HP1504901_L11        1 0.751
#> HP1504901_H23        1 0.751
#> HP1504901_G23        1 0.249
#> HP1504901_C20        1 0.249
#> HP1504901_A8         1 0.249
#> HP1504901_J11        1 1.000
#> HP1504901_C8         1 1.000
#> HP1504901_B12        1 0.751
#> HP1504901_H15        1 0.502
#> HP1504901_N11        1 0.751
#> HP1504901_K16        1 1.000
#> HP1504901_N3         1 0.502
#> HP1504901_J2         1 0.253
#> HP1504901_K9         1 0.249
#> HP1504901_P5         1 0.000
#> HP1504901_K21        1 1.000
#> HP1504901_E4         1 1.000
#> HP1504901_K3         1 0.000
#> HP1504901_M14        1 1.000
#> HP1504901_H3         1 0.253
#> HP1504901_M8         1 0.249
#> HP1504901_E8         1 1.000
#> HP1504901_B19        1 0.253
#> HP1504901_J16        1 0.000
#> HP1504901_K2         1 1.000
#> HP1504901_K10        1 0.249
#> HP1504901_M2         1 0.000
#> HP1504901_D19        1 1.000
#> HP1504901_C12        1 0.502
#> HP1504901_B5         1 1.000
#> HP1504901_M5         1 0.253
#> HP1504901_C4         1 0.000
#> HP1504901_E5         1 0.000
#> HP1504901_F7         1 0.253
#> HP1504901_K24        1 0.000
#> HP1504901_P8         1 0.000
#> HP1504901_O12        1 0.253
#> HP1504901_F13        2 1.000
#> HP1504901_E17        1 0.751
#> HP1504901_K11        1 0.000
#> HP1504901_G7         1 0.000
#> HP1504901_O19        1 1.000
#> HP1504901_C19        1 0.000
#> HP1504901_M16        4 0.747
#> HP1504901_C5         4 1.000
#> HP1504901_C24        1 1.000
#> HP1504901_O23        1 0.249
#> HP1504901_G5         1 0.253
#> HP1504901_K15        1 0.000
#> HP1504901_I1         1 0.000
#> HP1504901_A11        1 0.502
#> HP1504901_K1         2 1.000
#> HP1504901_N14        1 0.249
#> HP1504901_C15        1 0.751
#> HP1504901_L4         1 0.751
#> HP1504901_P19        1 0.000
#> HP1504901_A15        1 0.000
#> HP1504901_E7         1 0.249
#> HP1504901_L7         1 0.000
#> HP1504901_H13        1 1.000
#> HP1504901_J13        4 0.253
#> HP1504901_A13        1 1.000
#> HP1504901_L6         1 0.253
#> HP1504901_E11        1 0.747
#> HP1504901_P4         1 1.000
#> HP1504901_K13        1 1.000
#> HP1504901_M6         4 0.000
#> HP1504901_A7         1 1.000
#> HP1504901_A4         1 0.253
#> HP1504901_G1         1 1.000
#> HP1504901_A6         1 1.000
#> HP1504901_A17        1 0.498
#> HP1504901_C18        1 0.751
#> HP1504901_E1         1 0.000
#> HP1504901_A12        1 0.751
#> HP1504901_H20        1 1.000
#> HP1504901_M7         1 1.000
#> HP1504901_E3         1 0.249
#> HP1504901_H24        1 0.253
#> HP1504901_H7         1 0.000
#> HP1504901_O2         1 0.502
#> HP1504901_O22        1 0.502
#> HP1504901_C9         3 0.000
#> HP1504901_I15        1 0.253
#> HP1504901_L15        1 1.000
#> HP1504901_E20        3 0.000
#> HP1504901_M10        1 0.249
#> HP1504901_K4         1 0.249
#> HP1504901_P23        1 1.000
#> HP1504901_F22        1 0.000
#> HP1504901_L24        1 1.000
#> HP1504901_I9         1 0.000
#> HP1504901_L23        1 1.000
#> HP1504901_E12        2 0.751
#> HP1504901_I16        1 0.751
#> HP1504901_K17        1 0.502
#> HP1504901_K7         1 0.000
#> HP1504901_B17        1 0.000
#> HP1504901_O13        1 1.000
#> HP1504901_A18        1 0.751
#> HP1504901_H9         1 0.502
#> HP1504901_G14        1 0.000
#> HP1504901_C7         1 0.249
#> HP1504901_A24        1 0.000
#> HP1504901_I4         1 0.000
#> HP1504901_M22        1 0.502
#> HP1504901_J19        2 0.502
#> HP1504901_D10        1 0.751
#> HP1504901_A1         1 0.000
#> HP1504901_L19        4 0.000
#> HP1504901_I5         1 1.000
#> HP1504901_N20        1 0.253
#> HP1504901_I11        1 0.000
#> HP1504901_M17        1 0.000
#> HP1504901_J21        1 0.000
#> HP1504901_P1         1 0.000
#> HP1504901_J14        1 0.751
#> HP1504901_K8         1 0.249
#> HP1504901_H21        1 0.751
#> HP1504901_I6         1 0.253
#> HP1504901_E15        1 0.000
#> HP1504901_O3         1 0.000
#> HP1504901_F21        1 0.751
#> HP1504901_P24        1 0.000
#> HP1504901_C3         1 0.000
#> HP1504901_I14        1 0.249
#> HP1504901_M15        1 0.253
#> HP1504901_D20        1 0.249
#> HP1504901_C1         1 1.000
#> HP1504901_I12        2 1.000
#> HP1504901_P15        4 0.000
#> HP1504901_G22        4 0.000
#> HP1504901_P22        1 0.000
#> HP1504901_N10        1 0.249
#> HP1504901_P12        1 0.000
#> HP1504901_M9         1 0.249
#> HP1504901_E13        1 0.253
#> HP1504901_M13        1 1.000
#> HP1504901_N6         1 0.747
#> HP1504901_M23        1 1.000
#> HP1504901_P17        1 0.253
#> HP1504901_L21        4 0.751
#> HP1504901_D11        1 1.000
#> HP1504901_P6         1 0.000
#> HP1504901_C6         1 0.253
#> HP1504901_D3         1 0.751
#> HP1504901_L5         1 0.751
#> HP1504901_K18        1 1.000
#> HP1504901_D8         1 0.502
#> HP1504901_G17        1 0.502
#> HP1504901_M1         1 0.249
#> HP1504901_N4         1 0.751
#> HP1504901_A20        1 1.000
#> HP1504901_N5         1 0.000
#> HP1504901_C22        4 0.000
#> HP1526901T2D_K9      1 0.000
#> HP1526901T2D_A18     2 1.000
#> HP1525301T2D_G16     1 0.000
#> HP1525301T2D_P12     1 0.000
#> HP1525301T2D_N22     1 1.000
#> HP1525301T2D_M23     4 0.502
#> HP1525301T2D_B9      1 0.000
#> HP1525301T2D_A10     1 0.502
#> HP1525301T2D_F22     1 0.249
#> HP1526901T2D_M5      1 1.000
#> HP1525301T2D_F11     1 0.502
#> HP1526901T2D_C21     1 0.000
#> HP1525301T2D_J22     4 0.000
#> HP1525301T2D_K9      1 0.249
#> HP1525301T2D_C20     1 0.000
#> HP1525301T2D_D18     4 0.000
#> HP1526901T2D_J16     1 0.502
#> HP1526901T2D_D15     1 1.000
#> HP1526901T2D_G6      1 0.000
#> HP1525301T2D_I13     1 0.000
#> HP1525301T2D_P7      1 1.000
#> HP1525301T2D_D7      3 0.249
#> HP1526901T2D_G5      1 0.000
#> HP1525301T2D_D16     1 0.000
#> HP1525301T2D_C12     1 1.000
#> HP1525301T2D_K4      1 0.000
#> HP1525301T2D_F6      1 1.000
#> HP1525301T2D_H5      1 0.502
#> HP1525301T2D_D17     3 0.000
#> HP1526901T2D_F14     1 0.751
#> HP1526901T2D_P3      1 0.000
#> HP1525301T2D_M24     1 0.000
#> HP1526901T2D_B21     1 0.747
#> HP1525301T2D_E21     3 0.249
#> HP1525301T2D_E14     1 0.000
#> HP1525301T2D_B22     1 0.249
#> HP1526901T2D_P5      1 0.000
#> HP1525301T2D_K13     1 0.000
#> HP1525301T2D_A22     1 0.000
#> HP1525301T2D_A18     1 0.000
#> HP1526901T2D_E24     1 0.249
#> HP1525301T2D_N2      1 0.502
#> HP1526901T2D_G12     1 0.000
#> HP1526901T2D_L20     1 0.000
#> HP1525301T2D_O15     3 0.000
#> HP1526901T2D_B8      1 0.000
#> HP1526901T2D_J23     1 0.502
#> HP1526901T2D_B15     1 0.000
#> HP1525301T2D_M21     1 1.000
#> HP1526901T2D_M12     3 1.000
#> HP1525301T2D_J12     1 0.000
#> HP1526901T2D_M17     3 0.000
#> HP1526901T2D_C5      1 1.000
#> HP1525301T2D_L10     1 1.000
#> HP1525301T2D_A21     1 0.000
#> HP1526901T2D_E13     1 0.000
#> HP1526901T2D_H7      1 0.000
#> HP1526901T2D_P15     1 0.000
#> HP1526901T2D_J9      1 1.000
#> HP1526901T2D_B19     1 0.000
#> HP1525301T2D_A8      1 0.000
#> HP1526901T2D_N22     1 0.000
#> HP1526901T2D_D20     1 0.000
#> HP1526901T2D_B16     1 0.000
#> HP1526901T2D_I2      1 0.249
#> HP1526901T2D_H13     1 0.000
#> HP1525301T2D_D24     1 1.000
#> HP1525301T2D_A20     1 0.000
#> HP1525301T2D_B20     1 0.000
#> HP1525301T2D_G6      3 0.000
#> HP1525301T2D_L12     1 1.000
#> HP1525301T2D_L7      1 0.000
#> HP1526901T2D_F13     1 0.249
#> HP1525301T2D_M4      3 0.000
#> HP1525301T2D_F13     3 0.000
#> HP1525301T2D_L11     1 0.000
#> HP1525301T2D_A24     1 1.000
#> HP1525301T2D_A2      1 1.000
#> HP1525301T2D_E9      1 0.000
#> HP1526901T2D_L10     1 0.000
#> HP1525301T2D_F1      1 0.000
#> HP1526901T2D_G3      1 0.249
#> HP1525301T2D_O12     1 0.249
#> HP1525301T2D_H21     4 1.000
#> HP1526901T2D_M6      1 0.000
#> HP1525301T2D_H22     1 1.000
#> HP1526901T2D_O18     1 0.000
#> HP1525301T2D_D13     1 0.249
#> HP1526901T2D_P24     1 0.751
#> HP1525301T2D_I9      1 0.502
#> HP1525301T2D_M1      4 0.000
#> HP1525301T2D_E20     4 0.000
#> HP1525301T2D_K24     1 1.000
#> HP1525301T2D_B16     1 0.000
#> HP1526901T2D_K8      1 0.249
#> HP1526901T2D_K16     1 0.502
#> HP1525301T2D_G2      1 1.000
#> HP1525301T2D_M3      1 0.498
#> HP1526901T2D_H11     1 0.000
#> HP1526901T2D_D13     1 0.000
#> HP1525301T2D_L21     1 0.000
#> HP1526901T2D_D24     3 0.000
#> HP1525301T2D_N17     1 1.000
#> HP1526901T2D_P6      1 0.000
#> HP1525301T2D_O21     1 1.000
#> HP1526901T2D_E12     1 0.502
#> HP1525301T2D_L3      4 0.000
#> HP1525301T2D_D5      2 1.000
#> HP1525301T2D_H4      4 0.000
#> HP1525301T2D_F14     1 0.249
#> HP1526901T2D_E4      2 1.000
#> HP1525301T2D_D23     2 1.000
#> HP1526901T2D_C9      1 1.000
#> HP1526901T2D_K13     3 0.000
#> HP1525301T2D_H13     1 1.000
#> HP1526901T2D_N24     1 1.000
#> HP1526901T2D_J10     1 0.000
#> HP1526901T2D_B2      1 0.000
#> HP1526901T2D_H1      1 0.000
#> HP1526901T2D_M9      1 0.000
#> HP1526901T2D_J7      1 0.253
#> HP1526901T2D_M10     1 0.000
#> HP1525301T2D_J24     1 1.000
#> HP1526901T2D_E17     2 1.000
#> HP1525301T2D_P10     1 1.000
#> HP1525301T2D_F18     1 0.249
#> HP1525301T2D_G12     4 1.000
#> HP1526901T2D_O16     1 0.000
#> HP1526901T2D_L18     1 0.000
#> HP1526901T2D_G15     1 0.000
#> HP1526901T2D_K5      1 0.000
#> HP1526901T2D_N5      2 1.000
#> HP1525301T2D_F17     1 0.000
#> HP1525301T2D_M19     3 0.000
#> HP1525301T2D_B19     1 1.000
#> HP1526901T2D_C12     1 0.751
#> HP1525301T2D_O8      4 1.000
#> HP1525301T2D_L19     1 1.000
#> HP1526901T2D_L8      1 0.000
#> HP1526901T2D_M11     1 0.000
#> HP1525301T2D_J11     1 0.000
#> HP1525301T2D_D20     1 0.249
#> HP1526901T2D_O20     1 1.000
#> HP1526901T2D_J15     1 0.000
#> HP1526901T2D_D23     1 0.000
#> HP1526901T2D_C7      2 1.000
#> HP1525301T2D_C18     1 0.000
#> HP1526901T2D_B22     1 0.000
#> HP1525301T2D_M18     1 0.000
#> HP1526901T2D_D11     1 0.000
#> HP1525301T2D_O4      1 0.253
#> HP1526901T2D_L22     1 0.000
#> HP1525301T2D_F20     2 0.751
#> HP1525301T2D_N15     4 0.000
#> HP1525301T2D_K20     1 0.249
#> HP1525301T2D_G24     1 0.502
#> HP1525301T2D_H15     1 0.000
#> HP1525301T2D_J3      1 0.000
#> HP1526901T2D_L9      1 0.000
#> HP1526901T2D_P16     1 0.000
#> HP1526901T2D_G20     1 0.000
#> HP1526901T2D_E7      1 0.000
#> HP1525301T2D_F9      1 0.000
#> HP1525301T2D_E6      4 1.000
#> HP1525301T2D_P3      1 0.249
#> HP1525301T2D_I20     1 0.000
#> HP1526901T2D_F11     1 0.000
#> HP1525301T2D_B17     2 1.000
#> HP1526901T2D_D6      1 0.000
#> HP1525301T2D_N19     2 0.249
#> HP1526901T2D_F6      1 1.000
#> HP1525301T2D_A23     1 1.000
#> HP1525301T2D_B2      1 0.000
#> HP1526901T2D_N17     1 0.253
#> HP1525301T2D_I14     1 0.000
#> HP1525301T2D_E4      2 0.000
#> HP1525301T2D_J6      1 1.000
#> HP1525301T2D_E10     1 1.000
#> HP1525301T2D_A4      4 0.502
#> HP1525301T2D_G7      1 0.000
#> HP1525301T2D_E18     1 0.000
#> HP1525301T2D_O19     1 0.000
#> HP1526901T2D_H15     1 0.000
#> HP1526901T2D_C18     1 0.000
#> HP1525301T2D_L18     1 0.751
#> HP1525301T2D_O10     4 0.000
#> HP1526901T2D_I23     1 0.000
#> HP1526901T2D_O11     1 0.249

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

consensus_heatmap(res, k = 2)

plot of chunk tab-node-01-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-01-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-01-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-01-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-01-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-01-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-01-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-01-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-01-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-01-get-signatures-no-scale-1

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

plot of chunk tab-node-01-get-signatures-no-scale-2

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

plot of chunk tab-node-01-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-01-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-01-dimension-reduction-1

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

plot of chunk tab-node-01-dimension-reduction-2

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

plot of chunk tab-node-01-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-01-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans      877           2.76e-02         9.29e-09     3.13e-09 2
#> ATC:skmeans      897           3.18e-10         4.51e-05     9.12e-06 3
#> ATC:skmeans      780           4.10e-11         2.13e-09     9.56e-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.


Node012

Parent node: Node01. Child nodes: Node0121-leaf , Node0122 , Node0123-leaf , Node0131-leaf , Node0132-leaf , Node0211 , Node0212 , Node0213-leaf , Node0221 , Node0222 , Node0223 , Node0231 , Node0232 , Node0233 , Node0241 , Node0242 , Node0243 .

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 11971 rows and 275 columns.
#>   Top rows (1197) 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)

plot of chunk node-012-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-012-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 1.000           0.988       0.995          0.502 0.499   0.499
#> 3 3 1.000           0.986       0.994          0.288 0.799   0.618
#> 4 4 0.812           0.882       0.907          0.111 0.898   0.726

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                  class entropy silhouette   p1   p2
#> HP1502401_H13        1   0.000     0.9937 1.00 0.00
#> HP1502401_D13        2   0.000     0.9961 0.00 1.00
#> HP1502401_F4         2   0.000     0.9961 0.00 1.00
#> HP1502401_M18        2   0.000     0.9961 0.00 1.00
#> HP1504101T2D_M17     1   0.000     0.9937 1.00 0.00
#> HP1504101T2D_F5      2   0.000     0.9961 0.00 1.00
#> HP1502401_H10        2   0.000     0.9961 0.00 1.00
#> HP1504101T2D_D1      2   0.000     0.9961 0.00 1.00
#> HP1504101T2D_E13     1   0.000     0.9937 1.00 0.00
#> HP1502401_F11        2   0.402     0.9133 0.08 0.92
#> HP1504101T2D_J6      2   0.000     0.9961 0.00 1.00
#> HP1502401_D11        1   0.000     0.9937 1.00 0.00
#> HP1502401_O9         1   0.000     0.9937 1.00 0.00
#> HP1502401_N11        2   0.000     0.9961 0.00 1.00
#> HP1502401_M9         1   0.000     0.9937 1.00 0.00
#> HP1504101T2D_I21     2   0.000     0.9961 0.00 1.00
#> HP1502401_L9         2   0.000     0.9961 0.00 1.00
#> HP1502401_J16        1   0.000     0.9937 1.00 0.00
#> HP1502401_M17        1   0.000     0.9937 1.00 0.00
#> HP1504101T2D_I11     2   0.000     0.9961 0.00 1.00
#> HP1504101T2D_P4      2   0.000     0.9961 0.00 1.00
#> HP1502401_I19        1   0.000     0.9937 1.00 0.00
#> HP1504101T2D_K14     2   0.000     0.9961 0.00 1.00
#> HP1502401_I10        1   0.000     0.9937 1.00 0.00
#> AZ_A5                1   0.000     0.9937 1.00 0.00
#> AZ_A9                1   0.000     0.9937 1.00 0.00
#> AZ_H4                1   0.000     0.9937 1.00 0.00
#> AZ_F3                1   0.000     0.9937 1.00 0.00
#> AZ_E1                1   0.000     0.9937 1.00 0.00
#> AZ_H3                1   0.000     0.9937 1.00 0.00
#> AZ_F11               1   0.000     0.9937 1.00 0.00
#> HP1508501T2D_E2      2   0.000     0.9961 0.00 1.00
#> HP1508501T2D_D20     2   0.000     0.9961 0.00 1.00
#> HP1508501T2D_C6      1   0.000     0.9937 1.00 0.00
#> HP1508501T2D_H24     2   0.000     0.9961 0.00 1.00
#> HP1508501T2D_B9      2   0.000     0.9961 0.00 1.00
#> HP1508501T2D_A6      1   0.000     0.9937 1.00 0.00
#> HP1508501T2D_G9      1   0.000     0.9937 1.00 0.00
#> HP1508501T2D_C7      1   0.000     0.9937 1.00 0.00
#> HP1508501T2D_N19     2   0.000     0.9961 0.00 1.00
#> HP1508501T2D_B19     1   0.000     0.9937 1.00 0.00
#> HP1508501T2D_M11     2   0.000     0.9961 0.00 1.00
#> HP1508501T2D_P5      2   0.000     0.9961 0.00 1.00
#> HP1508501T2D_A16     2   0.000     0.9961 0.00 1.00
#> HP1508501T2D_G5      2   0.000     0.9961 0.00 1.00
#> HP1508501T2D_A7      2   0.000     0.9961 0.00 1.00
#> HP1508501T2D_O10     1   0.141     0.9744 0.98 0.02
#> HP1508501T2D_P12     1   0.000     0.9937 1.00 0.00
#> HP1508501T2D_G8      1   0.000     0.9937 1.00 0.00
#> HP1508501T2D_H9      2   0.000     0.9961 0.00 1.00
#> HP1508501T2D_C21     1   0.000     0.9937 1.00 0.00
#> HP1508501T2D_G21     2   0.000     0.9961 0.00 1.00
#> HP1508501T2D_D12     2   0.000     0.9961 0.00 1.00
#> HP1508501T2D_F5      1   0.000     0.9937 1.00 0.00
#> HP1508501T2D_A4      2   0.000     0.9961 0.00 1.00
#> HP1508501T2D_F23     2   0.000     0.9961 0.00 1.00
#> HP1508501T2D_D11     2   0.000     0.9961 0.00 1.00
#> HP1508501T2D_N5      1   0.000     0.9937 1.00 0.00
#> HP1508501T2D_O6      1   0.000     0.9937 1.00 0.00
#> HP1508501T2D_E21     2   0.000     0.9961 0.00 1.00
#> HP1508501T2D_J19     1   0.000     0.9937 1.00 0.00
#> HP1508501T2D_C17     2   0.000     0.9961 0.00 1.00
#> HP1508501T2D_E16     2   0.000     0.9961 0.00 1.00
#> HP1506401_G3         2   0.000     0.9961 0.00 1.00
#> HP1506401_E3         2   0.000     0.9961 0.00 1.00
#> HP1506401_N7         1   0.000     0.9937 1.00 0.00
#> HP1506401_D21        1   0.000     0.9937 1.00 0.00
#> HP1506401_F7         1   0.000     0.9937 1.00 0.00
#> HP1506401_C18        1   0.000     0.9937 1.00 0.00
#> HP1506401_J19        2   0.000     0.9961 0.00 1.00
#> HP1506401_L19        1   0.000     0.9937 1.00 0.00
#> HP1506401_A18        1   0.000     0.9937 1.00 0.00
#> HP1506401_C12        2   0.000     0.9961 0.00 1.00
#> HP1506401_N21        1   0.000     0.9937 1.00 0.00
#> HP1506401_A13        1   0.000     0.9937 1.00 0.00
#> HP1506401_J18        2   0.000     0.9961 0.00 1.00
#> HP1506401_E20        1   0.000     0.9937 1.00 0.00
#> HP1506401_F21        2   0.000     0.9961 0.00 1.00
#> HP1506401_K18        1   0.000     0.9937 1.00 0.00
#> HP1506401_L22        1   0.000     0.9937 1.00 0.00
#> HP1506401_D10        1   0.000     0.9937 1.00 0.00
#> HP1506401_C15        2   0.000     0.9961 0.00 1.00
#> HP1506401_P17        2   0.000     0.9961 0.00 1.00
#> HP1506401_P19        2   0.000     0.9961 0.00 1.00
#> HP1506401_K22        2   0.000     0.9961 0.00 1.00
#> HP1506401_N19        2   0.000     0.9961 0.00 1.00
#> HP1506401_G9         2   0.000     0.9961 0.00 1.00
#> HP1506401_K15        1   0.141     0.9744 0.98 0.02
#> HP1506401_A20        2   0.000     0.9961 0.00 1.00
#> HP1506401_A15        2   0.000     0.9961 0.00 1.00
#> HP1506401_G20        2   0.000     0.9961 0.00 1.00
#> HP1506401_M17        2   0.000     0.9961 0.00 1.00
#> HP1506401_L5         2   0.000     0.9961 0.00 1.00
#> HP1506401_P15        1   0.000     0.9937 1.00 0.00
#> HP1506401_N11        2   0.000     0.9961 0.00 1.00
#> HP1506401_I16        2   0.000     0.9961 0.00 1.00
#> HP1506401_I3         1   0.000     0.9937 1.00 0.00
#> HP1506401_E9         2   0.000     0.9961 0.00 1.00
#> HP1506401_E4         1   0.000     0.9937 1.00 0.00
#> HP1506401_D18        2   0.000     0.9961 0.00 1.00
#> HP1506401_E11        2   0.000     0.9961 0.00 1.00
#> HP1506401_M14        2   0.000     0.9961 0.00 1.00
#> HP1506401_E21        2   0.000     0.9961 0.00 1.00
#> HP1506401_E19        1   0.000     0.9937 1.00 0.00
#> HP1506401_M10        1   0.000     0.9937 1.00 0.00
#> HP1506401_B18        2   0.000     0.9961 0.00 1.00
#> HP1506401_B20        1   0.000     0.9937 1.00 0.00
#> HP1506401_H19        2   0.000     0.9961 0.00 1.00
#> HP1507101_O2         2   0.000     0.9961 0.00 1.00
#> HP1507101_E3         2   0.000     0.9961 0.00 1.00
#> HP1507101_G3         2   0.000     0.9961 0.00 1.00
#> HP1507101_O1         2   0.000     0.9961 0.00 1.00
#> HP1507101_L22        2   0.000     0.9961 0.00 1.00
#> HP1507101_L15        1   0.000     0.9937 1.00 0.00
#> HP1507101_L11        2   0.000     0.9961 0.00 1.00
#> HP1507101_A16        2   0.000     0.9961 0.00 1.00
#> HP1507101_L24        2   0.000     0.9961 0.00 1.00
#> HP1507101_M16        1   0.000     0.9937 1.00 0.00
#> HP1507101_A14        2   0.000     0.9961 0.00 1.00
#> HP1507101_H7         2   0.000     0.9961 0.00 1.00
#> HP1507101_I15        1   0.000     0.9937 1.00 0.00
#> HP1507101_L5         2   0.000     0.9961 0.00 1.00
#> HP1507101_O6         2   0.000     0.9961 0.00 1.00
#> HP1507101_N22        1   0.000     0.9937 1.00 0.00
#> HP1507101_H24        1   0.000     0.9937 1.00 0.00
#> HP1507101_N24        1   0.000     0.9937 1.00 0.00
#> HP1507101_E24        2   0.000     0.9961 0.00 1.00
#> HP1507101_C24        2   0.000     0.9961 0.00 1.00
#> HP1507101_C7         2   0.000     0.9961 0.00 1.00
#> HP1507101_G22        1   0.000     0.9937 1.00 0.00
#> HP1507101_C18        2   0.000     0.9961 0.00 1.00
#> HP1507101_K8         1   0.000     0.9937 1.00 0.00
#> HP1507101_G19        1   0.000     0.9937 1.00 0.00
#> HP1507101_K5         2   0.000     0.9961 0.00 1.00
#> HP1507101_O18        1   0.000     0.9937 1.00 0.00
#> HP1507101_L23        2   0.000     0.9961 0.00 1.00
#> HP1507101_K3         2   0.000     0.9961 0.00 1.00
#> HP1507101_L10        2   0.000     0.9961 0.00 1.00
#> HP1507101_G23        1   0.141     0.9744 0.98 0.02
#> HP1507101_A6         2   0.000     0.9961 0.00 1.00
#> HP1507101_M6         1   0.000     0.9937 1.00 0.00
#> HP1507101_L19        2   0.000     0.9961 0.00 1.00
#> HP1507101_A5         2   0.000     0.9961 0.00 1.00
#> HP1507101_K22        1   0.000     0.9937 1.00 0.00
#> HP1507101_K17        2   0.327     0.9358 0.06 0.94
#> HP1507101_G13        1   0.000     0.9937 1.00 0.00
#> HP1507101_P23        1   0.999     0.0743 0.52 0.48
#> HP1507101_H21        2   0.000     0.9961 0.00 1.00
#> HP1507101_E21        1   0.000     0.9937 1.00 0.00
#> HP1507101_K15        1   0.327     0.9323 0.94 0.06
#> HP1507101_C11        1   0.000     0.9937 1.00 0.00
#> HP1507101_E14        2   0.000     0.9961 0.00 1.00
#> HP1507101_A13        1   0.000     0.9937 1.00 0.00
#> HP1507101_I19        1   0.000     0.9937 1.00 0.00
#> HP1507101_J21        1   0.000     0.9937 1.00 0.00
#> HP1507101_M22        2   0.000     0.9961 0.00 1.00
#> HP1507101_L17        1   0.855     0.6108 0.72 0.28
#> HP1507101_B10        2   0.000     0.9961 0.00 1.00
#> HP1507101_F5         2   0.000     0.9961 0.00 1.00
#> HP1507101_O14        1   0.000     0.9937 1.00 0.00
#> HP1507101_C6         1   0.000     0.9937 1.00 0.00
#> HP1507101_K13        2   0.000     0.9961 0.00 1.00
#> HP1507101_E9         2   0.000     0.9961 0.00 1.00
#> HP1507101_F23        2   0.000     0.9961 0.00 1.00
#> HP1507101_P20        1   0.000     0.9937 1.00 0.00
#> HP1507101_E16        2   0.000     0.9961 0.00 1.00
#> HP1507101_F21        2   0.000     0.9961 0.00 1.00
#> HP1507101_G15        2   0.000     0.9961 0.00 1.00
#> HP1507101_E23        1   0.000     0.9937 1.00 0.00
#> HP1507101_P8         1   0.000     0.9937 1.00 0.00
#> HP1509101_E3         1   0.000     0.9937 1.00 0.00
#> HP1509101_O1         1   0.000     0.9937 1.00 0.00
#> HP1509101_D5         2   0.760     0.7184 0.22 0.78
#> HP1509101_J22        2   0.000     0.9961 0.00 1.00
#> HP1509101_K19        2   0.000     0.9961 0.00 1.00
#> HP1509101_J16        2   0.327     0.9360 0.06 0.94
#> HP1509101_P4         2   0.000     0.9961 0.00 1.00
#> HP1509101_B8         1   0.000     0.9937 1.00 0.00
#> HP1509101_M14        1   0.000     0.9937 1.00 0.00
#> HP1509101_K15        2   0.000     0.9961 0.00 1.00
#> HP1509101_F8         1   0.000     0.9937 1.00 0.00
#> HP1509101_L17        2   0.000     0.9961 0.00 1.00
#> HP1509101_L6         1   0.000     0.9937 1.00 0.00
#> HP1509101_H19        1   0.000     0.9937 1.00 0.00
#> HP1509101_J11        1   0.000     0.9937 1.00 0.00
#> HP1509101_I5         2   0.000     0.9961 0.00 1.00
#> HP1509101_K22        2   0.000     0.9961 0.00 1.00
#> HP1509101_H17        1   0.000     0.9937 1.00 0.00
#> HP1509101_F13        2   0.000     0.9961 0.00 1.00
#> HP1509101_D15        1   0.000     0.9937 1.00 0.00
#> HP1509101_H7         2   0.000     0.9961 0.00 1.00
#> HP1509101_O7         1   0.000     0.9937 1.00 0.00
#> HP1509101_F18        2   0.000     0.9961 0.00 1.00
#> HP1509101_P14        2   0.000     0.9961 0.00 1.00
#> HP1509101_F1         2   0.000     0.9961 0.00 1.00
#> HP1509101_N15        1   0.000     0.9937 1.00 0.00
#> HP1509101_G22        2   0.000     0.9961 0.00 1.00
#> HP1509101_D22        2   0.000     0.9961 0.00 1.00
#> HP1509101_I11        1   0.000     0.9937 1.00 0.00
#> HP1509101_M16        1   0.000     0.9937 1.00 0.00
#> HP1509101_I10        2   0.000     0.9961 0.00 1.00
#> HP1509101_G18        2   0.000     0.9961 0.00 1.00
#> HP1509101_L3         1   0.000     0.9937 1.00 0.00
#> HP1509101_I22        1   0.000     0.9937 1.00 0.00
#> HP1509101_N16        1   0.000     0.9937 1.00 0.00
#> HP1509101_G4         1   0.000     0.9937 1.00 0.00
#> HP1509101_P22        1   0.000     0.9937 1.00 0.00
#> HP1509101_C23        2   0.000     0.9961 0.00 1.00
#> HP1509101_G15        1   0.000     0.9937 1.00 0.00
#> HP1509101_J14        1   0.000     0.9937 1.00 0.00
#> HP1509101_G9         2   0.000     0.9961 0.00 1.00
#> HP1509101_C22        2   0.000     0.9961 0.00 1.00
#> HP1509101_E19        2   0.000     0.9961 0.00 1.00
#> HP1509101_O23        1   0.000     0.9937 1.00 0.00
#> HP1509101_E24        2   0.327     0.9361 0.06 0.94
#> HP1509101_B11        1   0.000     0.9937 1.00 0.00
#> HP1509101_K21        1   0.000     0.9937 1.00 0.00
#> HP1509101_G20        1   0.000     0.9937 1.00 0.00
#> HP1509101_J18        1   0.000     0.9937 1.00 0.00
#> HP1509101_N1         1   0.000     0.9937 1.00 0.00
#> HP1509101_H14        1   0.000     0.9937 1.00 0.00
#> HP1509101_J23        2   0.000     0.9961 0.00 1.00
#> HP1509101_O20        1   0.000     0.9937 1.00 0.00
#> HP1509101_P10        1   0.000     0.9937 1.00 0.00
#> HP1509101_L16        2   0.000     0.9961 0.00 1.00
#> HP1509101_N21        1   0.000     0.9937 1.00 0.00
#> HP1509101_K5         1   0.000     0.9937 1.00 0.00
#> HP1509101_I8         2   0.000     0.9961 0.00 1.00
#> HP1509101_K7         1   0.000     0.9937 1.00 0.00
#> HP1509101_N5         1   0.000     0.9937 1.00 0.00
#> HP1509101_B13        1   0.000     0.9937 1.00 0.00
#> HP1509101_G8         1   0.000     0.9937 1.00 0.00
#> HP1509101_O18        1   0.000     0.9937 1.00 0.00
#> HP1509101_N23        2   0.000     0.9961 0.00 1.00
#> HP1509101_I16        1   0.000     0.9937 1.00 0.00
#> HP1509101_A8         1   0.000     0.9937 1.00 0.00
#> HP1509101_C21        2   0.000     0.9961 0.00 1.00
#> HP1509101_O19        2   0.000     0.9961 0.00 1.00
#> HP1509101_P5         1   0.000     0.9937 1.00 0.00
#> HP1509101_N6         1   0.000     0.9937 1.00 0.00
#> HP1509101_O24        2   0.000     0.9961 0.00 1.00
#> HP1509101_L14        1   0.000     0.9937 1.00 0.00
#> HP1509101_C6         1   0.000     0.9937 1.00 0.00
#> HP1509101_I18        1   0.000     0.9937 1.00 0.00
#> HP1509101_A20        1   0.000     0.9937 1.00 0.00
#> HP1509101_M24        1   0.000     0.9937 1.00 0.00
#> HP1509101_M8         1   0.000     0.9937 1.00 0.00
#> HP1509101_J6         1   0.000     0.9937 1.00 0.00
#> HP1509101_K8         1   0.000     0.9937 1.00 0.00
#> HP1509101_E10        1   0.000     0.9937 1.00 0.00
#> HP1509101_E9         2   0.000     0.9961 0.00 1.00
#> HP1509101_A17        1   0.000     0.9937 1.00 0.00
#> HP1509101_P15        1   0.000     0.9937 1.00 0.00
#> HP1509101_G17        2   0.000     0.9961 0.00 1.00
#> HP1509101_D21        2   0.000     0.9961 0.00 1.00
#> HP1509101_L23        2   0.000     0.9961 0.00 1.00
#> HP1504901_I7         1   0.000     0.9937 1.00 0.00
#> HP1504901_F13        1   0.000     0.9937 1.00 0.00
#> HP1504901_K1         2   0.000     0.9961 0.00 1.00
#> HP1504901_E12        1   0.000     0.9937 1.00 0.00
#> HP1504901_J19        1   0.000     0.9937 1.00 0.00
#> HP1504901_I12        1   0.000     0.9937 1.00 0.00
#> HP1504901_L21        1   0.000     0.9937 1.00 0.00
#> HP1526901T2D_A18     1   0.000     0.9937 1.00 0.00
#> HP1526901T2D_M12     2   0.242     0.9574 0.04 0.96
#> HP1525301T2D_D5      1   0.000     0.9937 1.00 0.00
#> HP1526901T2D_E4      2   0.000     0.9961 0.00 1.00
#> HP1525301T2D_D23     2   0.000     0.9961 0.00 1.00
#> HP1526901T2D_E17     1   0.000     0.9937 1.00 0.00
#> HP1526901T2D_N5      2   0.000     0.9961 0.00 1.00
#> HP1526901T2D_C7      1   0.000     0.9937 1.00 0.00
#> HP1525301T2D_F20     1   0.000     0.9937 1.00 0.00
#> HP1525301T2D_B17     1   0.000     0.9937 1.00 0.00
#> HP1525301T2D_N19     2   0.000     0.9961 0.00 1.00
#> HP1525301T2D_E4      1   0.000     0.9937 1.00 0.00

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                  class entropy silhouette   p1   p2   p3
#> HP1502401_H13        1  0.0000      0.994 1.00 0.00 0.00
#> HP1502401_D13        2  0.0000      0.995 0.00 1.00 0.00
#> HP1502401_F4         2  0.0000      0.995 0.00 1.00 0.00
#> HP1502401_M18        2  0.0000      0.995 0.00 1.00 0.00
#> HP1504101T2D_M17     1  0.0000      0.994 1.00 0.00 0.00
#> HP1504101T2D_F5      2  0.0000      0.995 0.00 1.00 0.00
#> HP1502401_H10        2  0.0000      0.995 0.00 1.00 0.00
#> HP1504101T2D_D1      2  0.0000      0.995 0.00 1.00 0.00
#> HP1504101T2D_E13     1  0.0000      0.994 1.00 0.00 0.00
#> HP1502401_F11        2  0.0000      0.995 0.00 1.00 0.00
#> HP1504101T2D_J6      2  0.0000      0.995 0.00 1.00 0.00
#> HP1502401_D11        3  0.0000      0.992 0.00 0.00 1.00
#> HP1502401_O9         1  0.0000      0.994 1.00 0.00 0.00
#> HP1502401_N11        2  0.0000      0.995 0.00 1.00 0.00
#> HP1502401_M9         1  0.0000      0.994 1.00 0.00 0.00
#> HP1504101T2D_I21     2  0.0000      0.995 0.00 1.00 0.00
#> HP1502401_L9         2  0.0000      0.995 0.00 1.00 0.00
#> HP1502401_J16        1  0.0000      0.994 1.00 0.00 0.00
#> HP1502401_M17        1  0.0000      0.994 1.00 0.00 0.00
#> HP1504101T2D_I11     2  0.0000      0.995 0.00 1.00 0.00
#> HP1504101T2D_P4      2  0.0000      0.995 0.00 1.00 0.00
#> HP1502401_I19        1  0.0000      0.994 1.00 0.00 0.00
#> HP1504101T2D_K14     2  0.0000      0.995 0.00 1.00 0.00
#> HP1502401_I10        1  0.0000      0.994 1.00 0.00 0.00
#> AZ_A5                3  0.0000      0.992 0.00 0.00 1.00
#> AZ_A9                1  0.0000      0.994 1.00 0.00 0.00
#> AZ_H4                1  0.0000      0.994 1.00 0.00 0.00
#> AZ_F3                1  0.0000      0.994 1.00 0.00 0.00
#> AZ_E1                1  0.0000      0.994 1.00 0.00 0.00
#> AZ_H3                1  0.0000      0.994 1.00 0.00 0.00
#> AZ_F11               1  0.0000      0.994 1.00 0.00 0.00
#> HP1508501T2D_E2      2  0.0000      0.995 0.00 1.00 0.00
#> HP1508501T2D_D20     2  0.0000      0.995 0.00 1.00 0.00
#> HP1508501T2D_C6      3  0.0000      0.992 0.00 0.00 1.00
#> HP1508501T2D_H24     2  0.0000      0.995 0.00 1.00 0.00
#> HP1508501T2D_B9      2  0.0000      0.995 0.00 1.00 0.00
#> HP1508501T2D_A6      1  0.0000      0.994 1.00 0.00 0.00
#> HP1508501T2D_G9      1  0.0000      0.994 1.00 0.00 0.00
#> HP1508501T2D_C7      1  0.0000      0.994 1.00 0.00 0.00
#> HP1508501T2D_N19     3  0.0000      0.992 0.00 0.00 1.00
#> HP1508501T2D_B19     3  0.0000      0.992 0.00 0.00 1.00
#> HP1508501T2D_M11     3  0.0000      0.992 0.00 0.00 1.00
#> HP1508501T2D_P5      2  0.0000      0.995 0.00 1.00 0.00
#> HP1508501T2D_A16     2  0.0000      0.995 0.00 1.00 0.00
#> HP1508501T2D_G5      2  0.0000      0.995 0.00 1.00 0.00
#> HP1508501T2D_A7      3  0.0000      0.992 0.00 0.00 1.00
#> HP1508501T2D_O10     1  0.0892      0.972 0.98 0.02 0.00
#> HP1508501T2D_P12     3  0.0000      0.992 0.00 0.00 1.00
#> HP1508501T2D_G8      1  0.0000      0.994 1.00 0.00 0.00
#> HP1508501T2D_H9      3  0.0000      0.992 0.00 0.00 1.00
#> HP1508501T2D_C21     3  0.0000      0.992 0.00 0.00 1.00
#> HP1508501T2D_G21     2  0.0000      0.995 0.00 1.00 0.00
#> HP1508501T2D_D12     2  0.0000      0.995 0.00 1.00 0.00
#> HP1508501T2D_F5      1  0.0000      0.994 1.00 0.00 0.00
#> HP1508501T2D_A4      2  0.0000      0.995 0.00 1.00 0.00
#> HP1508501T2D_F23     2  0.0000      0.995 0.00 1.00 0.00
#> HP1508501T2D_D11     2  0.0000      0.995 0.00 1.00 0.00
#> HP1508501T2D_N5      1  0.0000      0.994 1.00 0.00 0.00
#> HP1508501T2D_O6      1  0.0000      0.994 1.00 0.00 0.00
#> HP1508501T2D_E21     2  0.0000      0.995 0.00 1.00 0.00
#> HP1508501T2D_J19     3  0.0000      0.992 0.00 0.00 1.00
#> HP1508501T2D_C17     2  0.0000      0.995 0.00 1.00 0.00
#> HP1508501T2D_E16     3  0.0000      0.992 0.00 0.00 1.00
#> HP1506401_G3         2  0.0000      0.995 0.00 1.00 0.00
#> HP1506401_E3         2  0.0000      0.995 0.00 1.00 0.00
#> HP1506401_N7         1  0.0000      0.994 1.00 0.00 0.00
#> HP1506401_D21        3  0.0000      0.992 0.00 0.00 1.00
#> HP1506401_F7         1  0.4555      0.746 0.80 0.00 0.20
#> HP1506401_C18        1  0.0000      0.994 1.00 0.00 0.00
#> HP1506401_J19        2  0.0000      0.995 0.00 1.00 0.00
#> HP1506401_L19        3  0.0000      0.992 0.00 0.00 1.00
#> HP1506401_A18        3  0.0000      0.992 0.00 0.00 1.00
#> HP1506401_C12        3  0.0000      0.992 0.00 0.00 1.00
#> HP1506401_N21        3  0.5948      0.437 0.36 0.00 0.64
#> HP1506401_A13        3  0.0000      0.992 0.00 0.00 1.00
#> HP1506401_J18        2  0.0000      0.995 0.00 1.00 0.00
#> HP1506401_E20        3  0.0000      0.992 0.00 0.00 1.00
#> HP1506401_F21        3  0.0000      0.992 0.00 0.00 1.00
#> HP1506401_K18        1  0.0000      0.994 1.00 0.00 0.00
#> HP1506401_L22        1  0.0000      0.994 1.00 0.00 0.00
#> HP1506401_D10        3  0.0000      0.992 0.00 0.00 1.00
#> HP1506401_C15        2  0.0000      0.995 0.00 1.00 0.00
#> HP1506401_P17        3  0.0000      0.992 0.00 0.00 1.00
#> HP1506401_P19        2  0.0000      0.995 0.00 1.00 0.00
#> HP1506401_K22        2  0.0000      0.995 0.00 1.00 0.00
#> HP1506401_N19        2  0.0000      0.995 0.00 1.00 0.00
#> HP1506401_G9         2  0.0000      0.995 0.00 1.00 0.00
#> HP1506401_K15        3  0.0000      0.992 0.00 0.00 1.00
#> HP1506401_A20        3  0.0000      0.992 0.00 0.00 1.00
#> HP1506401_A15        2  0.0000      0.995 0.00 1.00 0.00
#> HP1506401_G20        3  0.0000      0.992 0.00 0.00 1.00
#> HP1506401_M17        3  0.0000      0.992 0.00 0.00 1.00
#> HP1506401_L5         2  0.0000      0.995 0.00 1.00 0.00
#> HP1506401_P15        1  0.0000      0.994 1.00 0.00 0.00
#> HP1506401_N11        2  0.0000      0.995 0.00 1.00 0.00
#> HP1506401_I16        3  0.0000      0.992 0.00 0.00 1.00
#> HP1506401_I3         3  0.0000      0.992 0.00 0.00 1.00
#> HP1506401_E9         2  0.0000      0.995 0.00 1.00 0.00
#> HP1506401_E4         1  0.0000      0.994 1.00 0.00 0.00
#> HP1506401_D18        3  0.0000      0.992 0.00 0.00 1.00
#> HP1506401_E11        2  0.0000      0.995 0.00 1.00 0.00
#> HP1506401_M14        2  0.0000      0.995 0.00 1.00 0.00
#> HP1506401_E21        2  0.0000      0.995 0.00 1.00 0.00
#> HP1506401_E19        3  0.0000      0.992 0.00 0.00 1.00
#> HP1506401_M10        1  0.0000      0.994 1.00 0.00 0.00
#> HP1506401_B18        3  0.0000      0.992 0.00 0.00 1.00
#> HP1506401_B20        3  0.0000      0.992 0.00 0.00 1.00
#> HP1506401_H19        2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_O2         2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_E3         2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_G3         2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_O1         2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_L22        2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_L15        1  0.0000      0.994 1.00 0.00 0.00
#> HP1507101_L11        2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_A16        2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_L24        2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_M16        1  0.0000      0.994 1.00 0.00 0.00
#> HP1507101_A14        2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_H7         2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_I15        1  0.0000      0.994 1.00 0.00 0.00
#> HP1507101_L5         2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_O6         2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_N22        1  0.0000      0.994 1.00 0.00 0.00
#> HP1507101_H24        1  0.0000      0.994 1.00 0.00 0.00
#> HP1507101_N24        1  0.0000      0.994 1.00 0.00 0.00
#> HP1507101_E24        2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_C24        2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_C7         2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_G22        1  0.0000      0.994 1.00 0.00 0.00
#> HP1507101_C18        2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_K8         1  0.0000      0.994 1.00 0.00 0.00
#> HP1507101_G19        1  0.0000      0.994 1.00 0.00 0.00
#> HP1507101_K5         2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_O18        1  0.0000      0.994 1.00 0.00 0.00
#> HP1507101_L23        2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_K3         2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_L10        2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_G23        1  0.5835      0.483 0.66 0.34 0.00
#> HP1507101_A6         2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_M6         1  0.0000      0.994 1.00 0.00 0.00
#> HP1507101_L19        2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_A5         2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_K22        1  0.0000      0.994 1.00 0.00 0.00
#> HP1507101_K17        2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_G13        1  0.0000      0.994 1.00 0.00 0.00
#> HP1507101_P23        2  0.1529      0.949 0.04 0.96 0.00
#> HP1507101_H21        2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_E21        1  0.0000      0.994 1.00 0.00 0.00
#> HP1507101_K15        2  0.6192      0.270 0.42 0.58 0.00
#> HP1507101_C11        1  0.0000      0.994 1.00 0.00 0.00
#> HP1507101_E14        2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_A13        1  0.0000      0.994 1.00 0.00 0.00
#> HP1507101_I19        1  0.1529      0.949 0.96 0.04 0.00
#> HP1507101_J21        1  0.0000      0.994 1.00 0.00 0.00
#> HP1507101_M22        2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_L17        3  0.0000      0.992 0.00 0.00 1.00
#> HP1507101_B10        2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_F5         2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_O14        1  0.0000      0.994 1.00 0.00 0.00
#> HP1507101_C6         1  0.0000      0.994 1.00 0.00 0.00
#> HP1507101_K13        3  0.0000      0.992 0.00 0.00 1.00
#> HP1507101_E9         2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_F23        2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_P20        1  0.0000      0.994 1.00 0.00 0.00
#> HP1507101_E16        2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_F21        2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_G15        2  0.0000      0.995 0.00 1.00 0.00
#> HP1507101_E23        3  0.2959      0.885 0.10 0.00 0.90
#> HP1507101_P8         1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_E3         3  0.0000      0.992 0.00 0.00 1.00
#> HP1509101_O1         1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_D5         2  0.0000      0.995 0.00 1.00 0.00
#> HP1509101_J22        3  0.0000      0.992 0.00 0.00 1.00
#> HP1509101_K19        3  0.0000      0.992 0.00 0.00 1.00
#> HP1509101_J16        2  0.0000      0.995 0.00 1.00 0.00
#> HP1509101_P4         2  0.0000      0.995 0.00 1.00 0.00
#> HP1509101_B8         1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_M14        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_K15        3  0.0000      0.992 0.00 0.00 1.00
#> HP1509101_F8         1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_L17        2  0.0000      0.995 0.00 1.00 0.00
#> HP1509101_L6         1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_H19        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_J11        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_I5         2  0.0000      0.995 0.00 1.00 0.00
#> HP1509101_K22        2  0.0000      0.995 0.00 1.00 0.00
#> HP1509101_H17        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_F13        2  0.0000      0.995 0.00 1.00 0.00
#> HP1509101_D15        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_H7         2  0.0000      0.995 0.00 1.00 0.00
#> HP1509101_O7         1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_F18        3  0.0000      0.992 0.00 0.00 1.00
#> HP1509101_P14        3  0.0000      0.992 0.00 0.00 1.00
#> HP1509101_F1         2  0.0000      0.995 0.00 1.00 0.00
#> HP1509101_N15        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_G22        2  0.0000      0.995 0.00 1.00 0.00
#> HP1509101_D22        2  0.0000      0.995 0.00 1.00 0.00
#> HP1509101_I11        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_M16        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_I10        2  0.0000      0.995 0.00 1.00 0.00
#> HP1509101_G18        2  0.0000      0.995 0.00 1.00 0.00
#> HP1509101_L3         3  0.0000      0.992 0.00 0.00 1.00
#> HP1509101_I22        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_N16        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_G4         3  0.0000      0.992 0.00 0.00 1.00
#> HP1509101_P22        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_C23        2  0.0000      0.995 0.00 1.00 0.00
#> HP1509101_G15        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_J14        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_G9         2  0.0000      0.995 0.00 1.00 0.00
#> HP1509101_C22        2  0.0000      0.995 0.00 1.00 0.00
#> HP1509101_E19        2  0.0000      0.995 0.00 1.00 0.00
#> HP1509101_O23        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_E24        3  0.0000      0.992 0.00 0.00 1.00
#> HP1509101_B11        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_K21        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_G20        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_J18        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_N1         1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_H14        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_J23        3  0.0000      0.992 0.00 0.00 1.00
#> HP1509101_O20        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_P10        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_L16        3  0.0000      0.992 0.00 0.00 1.00
#> HP1509101_N21        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_K5         1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_I8         2  0.0000      0.995 0.00 1.00 0.00
#> HP1509101_K7         1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_N5         1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_B13        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_G8         1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_O18        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_N23        2  0.0000      0.995 0.00 1.00 0.00
#> HP1509101_I16        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_A8         3  0.0000      0.992 0.00 0.00 1.00
#> HP1509101_C21        3  0.0000      0.992 0.00 0.00 1.00
#> HP1509101_O19        2  0.0000      0.995 0.00 1.00 0.00
#> HP1509101_P5         1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_N6         3  0.0000      0.992 0.00 0.00 1.00
#> HP1509101_O24        2  0.0000      0.995 0.00 1.00 0.00
#> HP1509101_L14        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_C6         1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_I18        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_A20        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_M24        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_M8         1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_J6         1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_K8         1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_E10        3  0.0000      0.992 0.00 0.00 1.00
#> HP1509101_E9         3  0.0000      0.992 0.00 0.00 1.00
#> HP1509101_A17        3  0.0000      0.992 0.00 0.00 1.00
#> HP1509101_P15        1  0.0000      0.994 1.00 0.00 0.00
#> HP1509101_G17        2  0.0000      0.995 0.00 1.00 0.00
#> HP1509101_D21        3  0.0000      0.992 0.00 0.00 1.00
#> HP1509101_L23        2  0.0000      0.995 0.00 1.00 0.00
#> HP1504901_I7         1  0.0000      0.994 1.00 0.00 0.00
#> HP1504901_F13        1  0.0000      0.994 1.00 0.00 0.00
#> HP1504901_K1         2  0.0000      0.995 0.00 1.00 0.00
#> HP1504901_E12        1  0.0000      0.994 1.00 0.00 0.00
#> HP1504901_J19        1  0.0892      0.972 0.98 0.02 0.00
#> HP1504901_I12        1  0.0000      0.994 1.00 0.00 0.00
#> HP1504901_L21        1  0.0000      0.994 1.00 0.00 0.00
#> HP1526901T2D_A18     1  0.0000      0.994 1.00 0.00 0.00
#> HP1526901T2D_M12     3  0.0000      0.992 0.00 0.00 1.00
#> HP1525301T2D_D5      3  0.0000      0.992 0.00 0.00 1.00
#> HP1526901T2D_E4      2  0.0000      0.995 0.00 1.00 0.00
#> HP1525301T2D_D23     2  0.0000      0.995 0.00 1.00 0.00
#> HP1526901T2D_E17     3  0.0000      0.992 0.00 0.00 1.00
#> HP1526901T2D_N5      3  0.0000      0.992 0.00 0.00 1.00
#> HP1526901T2D_C7      1  0.0000      0.994 1.00 0.00 0.00
#> HP1525301T2D_F20     1  0.0000      0.994 1.00 0.00 0.00
#> HP1525301T2D_B17     1  0.0000      0.994 1.00 0.00 0.00
#> HP1525301T2D_N19     2  0.0000      0.995 0.00 1.00 0.00
#> HP1525301T2D_E4      3  0.0000      0.992 0.00 0.00 1.00

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                  class entropy silhouette   p1   p2   p3   p4
#> HP1502401_H13        1  0.3975      0.930 0.76 0.00 0.00 0.24
#> HP1502401_D13        2  0.3975      0.832 0.24 0.76 0.00 0.00
#> HP1502401_F4         2  0.4134      0.819 0.26 0.74 0.00 0.00
#> HP1502401_M18        2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1504101T2D_M17     1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1504101T2D_F5      2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1502401_H10        2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1504101T2D_D1      2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1504101T2D_E13     4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1502401_F11        2  0.4522      0.761 0.32 0.68 0.00 0.00
#> HP1504101T2D_J6      2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1502401_D11        4  0.4277      0.632 0.00 0.00 0.28 0.72
#> HP1502401_O9         4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1502401_N11        2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1502401_M9         1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1504101T2D_I21     2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1502401_L9         2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1502401_J16        4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1502401_M17        4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1504101T2D_I11     2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1504101T2D_P4      2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1502401_I19        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1504101T2D_K14     2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1502401_I10        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> AZ_A5                3  0.0707      0.976 0.00 0.00 0.98 0.02
#> AZ_A9                1  0.4134      0.938 0.74 0.00 0.00 0.26
#> AZ_H4                4  0.0707      0.838 0.02 0.00 0.00 0.98
#> AZ_F3                1  0.4134      0.938 0.74 0.00 0.00 0.26
#> AZ_E1                1  0.4134      0.938 0.74 0.00 0.00 0.26
#> AZ_H3                1  0.3975      0.930 0.76 0.00 0.00 0.24
#> AZ_F11               1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1508501T2D_E2      2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1508501T2D_D20     2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1508501T2D_C6      4  0.4277      0.632 0.00 0.00 0.28 0.72
#> HP1508501T2D_H24     2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1508501T2D_B9      2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1508501T2D_A6      4  0.4948     -0.367 0.44 0.00 0.00 0.56
#> HP1508501T2D_G9      1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1508501T2D_C7      1  0.3975      0.930 0.76 0.00 0.00 0.24
#> HP1508501T2D_N19     3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1508501T2D_B19     3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1508501T2D_M11     3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1508501T2D_P5      2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1508501T2D_A16     2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1508501T2D_G5      2  0.3610      0.851 0.20 0.80 0.00 0.00
#> HP1508501T2D_A7      3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1508501T2D_O10     1  0.0000      0.691 1.00 0.00 0.00 0.00
#> HP1508501T2D_P12     3  0.0707      0.976 0.00 0.00 0.98 0.02
#> HP1508501T2D_G8      1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1508501T2D_H9      3  0.0707      0.979 0.00 0.00 0.98 0.02
#> HP1508501T2D_C21     3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1508501T2D_G21     2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1508501T2D_D12     2  0.4134      0.819 0.26 0.74 0.00 0.00
#> HP1508501T2D_F5      4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1508501T2D_A4      2  0.3975      0.832 0.24 0.76 0.00 0.00
#> HP1508501T2D_F23     2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1508501T2D_D11     2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1508501T2D_N5      1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1508501T2D_O6      1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1508501T2D_E21     2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1508501T2D_J19     4  0.4277      0.632 0.00 0.00 0.28 0.72
#> HP1508501T2D_C17     2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1508501T2D_E16     3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1506401_G3         2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1506401_E3         2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1506401_N7         1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1506401_D21        4  0.4277      0.632 0.00 0.00 0.28 0.72
#> HP1506401_F7         4  0.1211      0.828 0.00 0.00 0.04 0.96
#> HP1506401_C18        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1506401_J19        2  0.3172      0.866 0.16 0.84 0.00 0.00
#> HP1506401_L19        4  0.4277      0.632 0.00 0.00 0.28 0.72
#> HP1506401_A18        3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1506401_C12        3  0.0707      0.979 0.00 0.00 0.98 0.02
#> HP1506401_N21        4  0.1637      0.819 0.00 0.00 0.06 0.94
#> HP1506401_A13        3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1506401_J18        2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1506401_E20        3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1506401_F21        3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1506401_K18        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1506401_L22        4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1506401_D10        4  0.4277      0.632 0.00 0.00 0.28 0.72
#> HP1506401_C15        2  0.1211      0.906 0.04 0.96 0.00 0.00
#> HP1506401_P17        3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1506401_P19        2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1506401_K22        2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1506401_N19        2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1506401_G9         2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1506401_K15        3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1506401_A20        3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1506401_A15        2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1506401_G20        3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1506401_M17        3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1506401_L5         2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1506401_P15        4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1506401_N11        2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1506401_I16        3  0.0707      0.979 0.00 0.00 0.98 0.02
#> HP1506401_I3         4  0.4277      0.632 0.00 0.00 0.28 0.72
#> HP1506401_E9         2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1506401_E4         1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1506401_D18        3  0.0707      0.979 0.00 0.00 0.98 0.02
#> HP1506401_E11        2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1506401_M14        2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1506401_E21        2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1506401_E19        4  0.4277      0.632 0.00 0.00 0.28 0.72
#> HP1506401_M10        4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1506401_B18        3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1506401_B20        4  0.4277      0.632 0.00 0.00 0.28 0.72
#> HP1506401_H19        2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1507101_O2         2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1507101_E3         2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1507101_G3         2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1507101_O1         2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1507101_L22        2  0.3975      0.832 0.24 0.76 0.00 0.00
#> HP1507101_L15        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1507101_L11        2  0.2647      0.881 0.12 0.88 0.00 0.00
#> HP1507101_A16        2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1507101_L24        2  0.3801      0.842 0.22 0.78 0.00 0.00
#> HP1507101_M16        4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1507101_A14        2  0.3975      0.832 0.24 0.76 0.00 0.00
#> HP1507101_H7         2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1507101_I15        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1507101_L5         2  0.0707      0.911 0.02 0.98 0.00 0.00
#> HP1507101_O6         2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1507101_N22        1  0.3975      0.930 0.76 0.00 0.00 0.24
#> HP1507101_H24        1  0.3975      0.930 0.76 0.00 0.00 0.24
#> HP1507101_N24        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1507101_E24        2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1507101_C24        2  0.3975      0.832 0.24 0.76 0.00 0.00
#> HP1507101_C7         2  0.1211      0.906 0.04 0.96 0.00 0.00
#> HP1507101_G22        1  0.3975      0.930 0.76 0.00 0.00 0.24
#> HP1507101_C18        2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1507101_K8         1  0.3975      0.930 0.76 0.00 0.00 0.24
#> HP1507101_G19        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1507101_K5         2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1507101_O18        1  0.3172      0.858 0.84 0.00 0.00 0.16
#> HP1507101_L23        2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1507101_K3         2  0.2011      0.894 0.08 0.92 0.00 0.00
#> HP1507101_L10        2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1507101_G23        1  0.0707      0.666 0.98 0.02 0.00 0.00
#> HP1507101_A6         2  0.3975      0.832 0.24 0.76 0.00 0.00
#> HP1507101_M6         1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1507101_L19        2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1507101_A5         2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1507101_K22        1  0.3975      0.930 0.76 0.00 0.00 0.24
#> HP1507101_K17        2  0.4472      0.660 0.22 0.76 0.00 0.02
#> HP1507101_G13        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1507101_P23        1  0.0707      0.666 0.98 0.02 0.00 0.00
#> HP1507101_H21        2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1507101_E21        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1507101_K15        1  0.0707      0.666 0.98 0.02 0.00 0.00
#> HP1507101_C11        4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1507101_E14        2  0.3975      0.832 0.24 0.76 0.00 0.00
#> HP1507101_A13        1  0.0000      0.691 1.00 0.00 0.00 0.00
#> HP1507101_I19        1  0.0000      0.691 1.00 0.00 0.00 0.00
#> HP1507101_J21        1  0.3975      0.930 0.76 0.00 0.00 0.24
#> HP1507101_M22        2  0.4134      0.819 0.26 0.74 0.00 0.00
#> HP1507101_L17        3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1507101_B10        2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1507101_F5         2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1507101_O14        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1507101_C6         1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1507101_K13        3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1507101_E9         2  0.4277      0.802 0.28 0.72 0.00 0.00
#> HP1507101_F23        2  0.3975      0.832 0.24 0.76 0.00 0.00
#> HP1507101_P20        4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1507101_E16        2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1507101_F21        2  0.0707      0.911 0.02 0.98 0.00 0.00
#> HP1507101_G15        2  0.3975      0.832 0.24 0.76 0.00 0.00
#> HP1507101_E23        4  0.3975      0.674 0.00 0.00 0.24 0.76
#> HP1507101_P8         1  0.3975      0.930 0.76 0.00 0.00 0.24
#> HP1509101_E3         3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1509101_O1         1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1509101_D5         1  0.0707      0.666 0.98 0.02 0.00 0.00
#> HP1509101_J22        3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1509101_K19        3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1509101_J16        2  0.4713      0.710 0.36 0.64 0.00 0.00
#> HP1509101_P4         2  0.3975      0.832 0.24 0.76 0.00 0.00
#> HP1509101_B8         1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1509101_M14        4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1509101_K15        3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1509101_F8         4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1509101_L17        2  0.4134      0.819 0.26 0.74 0.00 0.00
#> HP1509101_L6         1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1509101_H19        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1509101_J11        4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1509101_I5         2  0.3975      0.832 0.24 0.76 0.00 0.00
#> HP1509101_K22        2  0.3975      0.832 0.24 0.76 0.00 0.00
#> HP1509101_H17        4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1509101_F13        2  0.3801      0.842 0.22 0.78 0.00 0.00
#> HP1509101_D15        1  0.3975      0.930 0.76 0.00 0.00 0.24
#> HP1509101_H7         2  0.4134      0.819 0.26 0.74 0.00 0.00
#> HP1509101_O7         1  0.0707      0.712 0.98 0.00 0.00 0.02
#> HP1509101_F18        3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1509101_P14        3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1509101_F1         2  0.3975      0.832 0.24 0.76 0.00 0.00
#> HP1509101_N15        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1509101_G22        2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1509101_D22        2  0.4134      0.819 0.26 0.74 0.00 0.00
#> HP1509101_I11        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1509101_M16        4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1509101_I10        2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1509101_G18        2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1509101_L3         3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1509101_I22        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1509101_N16        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1509101_G4         4  0.4277      0.632 0.00 0.00 0.28 0.72
#> HP1509101_P22        4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1509101_C23        2  0.3975      0.832 0.24 0.76 0.00 0.00
#> HP1509101_G15        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1509101_J14        4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1509101_G9         2  0.3975      0.832 0.24 0.76 0.00 0.00
#> HP1509101_C22        2  0.2647      0.881 0.12 0.88 0.00 0.00
#> HP1509101_E19        2  0.4134      0.819 0.26 0.74 0.00 0.00
#> HP1509101_O23        1  0.3975      0.930 0.76 0.00 0.00 0.24
#> HP1509101_E24        3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1509101_B11        1  0.2647      0.817 0.88 0.00 0.00 0.12
#> HP1509101_K21        1  0.0000      0.691 1.00 0.00 0.00 0.00
#> HP1509101_G20        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1509101_J18        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1509101_N1         1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1509101_H14        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1509101_J23        3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1509101_O20        1  0.3975      0.930 0.76 0.00 0.00 0.24
#> HP1509101_P10        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1509101_L16        3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1509101_N21        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1509101_K5         4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1509101_I8         2  0.3975      0.832 0.24 0.76 0.00 0.00
#> HP1509101_K7         1  0.3975      0.930 0.76 0.00 0.00 0.24
#> HP1509101_N5         1  0.3975      0.930 0.76 0.00 0.00 0.24
#> HP1509101_B13        1  0.0000      0.691 1.00 0.00 0.00 0.00
#> HP1509101_G8         1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1509101_O18        1  0.0000      0.691 1.00 0.00 0.00 0.00
#> HP1509101_N23        2  0.3975      0.832 0.24 0.76 0.00 0.00
#> HP1509101_I16        4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1509101_A8         3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1509101_C21        3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1509101_O19        2  0.3975      0.832 0.24 0.76 0.00 0.00
#> HP1509101_P5         4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1509101_N6         3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1509101_O24        2  0.4134      0.819 0.26 0.74 0.00 0.00
#> HP1509101_L14        1  0.0000      0.691 1.00 0.00 0.00 0.00
#> HP1509101_C6         4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1509101_I18        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1509101_A20        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1509101_M24        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1509101_M8         1  0.3975      0.930 0.76 0.00 0.00 0.24
#> HP1509101_J6         1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1509101_K8         1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1509101_E10        3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1509101_E9         3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1509101_A17        4  0.4277      0.632 0.00 0.00 0.28 0.72
#> HP1509101_P15        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1509101_G17        2  0.0000      0.914 0.00 1.00 0.00 0.00
#> HP1509101_D21        3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1509101_L23        2  0.4134      0.819 0.26 0.74 0.00 0.00
#> HP1504901_I7         1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1504901_F13        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1504901_K1         2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1504901_E12        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1504901_J19        1  0.4797      0.903 0.72 0.02 0.00 0.26
#> HP1504901_I12        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1504901_L21        1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1526901T2D_A18     1  0.4134      0.938 0.74 0.00 0.00 0.26
#> HP1526901T2D_M12     3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1525301T2D_D5      3  0.0000      0.996 0.00 0.00 1.00 0.00
#> HP1526901T2D_E4      2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1525301T2D_D23     2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1526901T2D_E17     4  0.4277      0.632 0.00 0.00 0.28 0.72
#> HP1526901T2D_N5      3  0.0707      0.979 0.00 0.00 0.98 0.02
#> HP1526901T2D_C7      4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1525301T2D_F20     1  0.3400      0.877 0.82 0.00 0.00 0.18
#> HP1525301T2D_B17     4  0.0707      0.838 0.02 0.00 0.00 0.98
#> HP1525301T2D_N19     2  0.0707      0.909 0.00 0.98 0.00 0.02
#> HP1525301T2D_E4      4  0.4277      0.632 0.00 0.00 0.28 0.72

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

consensus_heatmap(res, k = 2)

plot of chunk tab-node-012-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-012-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-012-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-012-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-012-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-012-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-012-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-012-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-012-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-012-get-signatures-no-scale-1

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

plot of chunk tab-node-012-get-signatures-no-scale-2

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

plot of chunk tab-node-012-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-012-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-012-dimension-reduction-1

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

plot of chunk tab-node-012-dimension-reduction-2

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

plot of chunk tab-node-012-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-012-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans      274           1.93e-04           0.1611     2.62e-01 2
#> ATC:skmeans      272           6.59e-25           0.0737     5.44e-05 3
#> ATC:skmeans      274           1.53e-33           0.1047     2.11e-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.


Node0122

Parent node: Node012. Child nodes: Node01221-leaf , Node01222-leaf , Node02111 , Node02112 , Node02121 , Node02122 , Node02211 , Node02212-leaf , Node02213-leaf , Node02221 , Node02222 , Node02223-leaf , Node02231-leaf , Node02232-leaf , Node02233-leaf , Node02234-leaf , Node02311-leaf , Node02312 , Node02313-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02331-leaf , Node02332-leaf , Node02411-leaf , Node02412-leaf , Node02421-leaf , Node02422 , Node02423-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .

The object with results only for a single top-value method and a single partitioning method can be extracted as:

res = res_rh["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 11545 rows and 108 columns.
#>   Top rows (1154) 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)

plot of chunk node-0122-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-0122-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 1.000           0.968       0.987          0.360 0.651   0.651
#> 3 3 0.790           0.881       0.946          0.793 0.691   0.529
#> 4 4 0.867           0.852       0.933          0.165 0.827   0.554

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                  class entropy silhouette   p1   p2
#> HP1502401_D13        1   0.000      0.985 1.00 0.00
#> HP1502401_F4         1   0.000      0.985 1.00 0.00
#> HP1502401_M18        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_F5      2   0.000      0.992 0.00 1.00
#> HP1502401_H10        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_D1      1   0.000      0.985 1.00 0.00
#> HP1502401_F11        1   0.000      0.985 1.00 0.00
#> HP1504101T2D_J6      2   0.000      0.992 0.00 1.00
#> HP1502401_N11        1   0.990      0.222 0.56 0.44
#> HP1504101T2D_I21     2   0.000      0.992 0.00 1.00
#> HP1502401_L9         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_I11     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_P4      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_K14     2   0.000      0.992 0.00 1.00
#> HP1508501T2D_E2      2   0.680      0.775 0.18 0.82
#> HP1508501T2D_D20     1   0.795      0.685 0.76 0.24
#> HP1508501T2D_H24     1   0.000      0.985 1.00 0.00
#> HP1508501T2D_B9      1   0.000      0.985 1.00 0.00
#> HP1508501T2D_P5      1   0.000      0.985 1.00 0.00
#> HP1508501T2D_A16     1   0.000      0.985 1.00 0.00
#> HP1508501T2D_G5      1   0.000      0.985 1.00 0.00
#> HP1508501T2D_G21     1   0.000      0.985 1.00 0.00
#> HP1508501T2D_D12     1   0.000      0.985 1.00 0.00
#> HP1508501T2D_A4      1   0.000      0.985 1.00 0.00
#> HP1508501T2D_F23     1   0.634      0.806 0.84 0.16
#> HP1508501T2D_D11     1   0.000      0.985 1.00 0.00
#> HP1508501T2D_E21     1   0.000      0.985 1.00 0.00
#> HP1508501T2D_C17     1   0.958      0.395 0.62 0.38
#> HP1506401_G3         1   0.000      0.985 1.00 0.00
#> HP1506401_E3         2   0.000      0.992 0.00 1.00
#> HP1506401_J19        1   0.000      0.985 1.00 0.00
#> HP1506401_J18        2   0.000      0.992 0.00 1.00
#> HP1506401_C15        1   0.000      0.985 1.00 0.00
#> HP1506401_P19        1   0.000      0.985 1.00 0.00
#> HP1506401_K22        1   0.000      0.985 1.00 0.00
#> HP1506401_N19        1   0.000      0.985 1.00 0.00
#> HP1506401_G9         1   0.000      0.985 1.00 0.00
#> HP1506401_A15        1   0.000      0.985 1.00 0.00
#> HP1506401_L5         1   0.000      0.985 1.00 0.00
#> HP1506401_N11        1   0.000      0.985 1.00 0.00
#> HP1506401_E9         2   0.000      0.992 0.00 1.00
#> HP1506401_E11        1   0.000      0.985 1.00 0.00
#> HP1506401_M14        2   0.000      0.992 0.00 1.00
#> HP1506401_E21        2   0.000      0.992 0.00 1.00
#> HP1506401_H19        2   0.000      0.992 0.00 1.00
#> HP1507101_O2         2   0.000      0.992 0.00 1.00
#> HP1507101_E3         1   0.000      0.985 1.00 0.00
#> HP1507101_G3         1   0.000      0.985 1.00 0.00
#> HP1507101_O1         1   0.000      0.985 1.00 0.00
#> HP1507101_L22        1   0.000      0.985 1.00 0.00
#> HP1507101_L11        1   0.000      0.985 1.00 0.00
#> HP1507101_A16        1   0.000      0.985 1.00 0.00
#> HP1507101_L24        1   0.000      0.985 1.00 0.00
#> HP1507101_A14        1   0.000      0.985 1.00 0.00
#> HP1507101_H7         1   0.000      0.985 1.00 0.00
#> HP1507101_L5         1   0.000      0.985 1.00 0.00
#> HP1507101_O6         2   0.000      0.992 0.00 1.00
#> HP1507101_E24        1   0.000      0.985 1.00 0.00
#> HP1507101_C24        1   0.000      0.985 1.00 0.00
#> HP1507101_C7         1   0.000      0.985 1.00 0.00
#> HP1507101_C18        1   0.000      0.985 1.00 0.00
#> HP1507101_K5         1   0.000      0.985 1.00 0.00
#> HP1507101_L23        1   0.000      0.985 1.00 0.00
#> HP1507101_K3         1   0.000      0.985 1.00 0.00
#> HP1507101_L10        1   0.000      0.985 1.00 0.00
#> HP1507101_A6         1   0.000      0.985 1.00 0.00
#> HP1507101_L19        1   0.000      0.985 1.00 0.00
#> HP1507101_A5         1   0.000      0.985 1.00 0.00
#> HP1507101_K17        2   0.000      0.992 0.00 1.00
#> HP1507101_P23        1   0.000      0.985 1.00 0.00
#> HP1507101_H21        2   0.000      0.992 0.00 1.00
#> HP1507101_K15        1   0.000      0.985 1.00 0.00
#> HP1507101_E14        1   0.000      0.985 1.00 0.00
#> HP1507101_M22        1   0.000      0.985 1.00 0.00
#> HP1507101_B10        1   0.000      0.985 1.00 0.00
#> HP1507101_F5         1   0.000      0.985 1.00 0.00
#> HP1507101_E9         1   0.000      0.985 1.00 0.00
#> HP1507101_F23        1   0.000      0.985 1.00 0.00
#> HP1507101_E16        1   0.000      0.985 1.00 0.00
#> HP1507101_F21        1   0.000      0.985 1.00 0.00
#> HP1507101_G15        1   0.000      0.985 1.00 0.00
#> HP1509101_D5         1   0.000      0.985 1.00 0.00
#> HP1509101_J16        1   0.000      0.985 1.00 0.00
#> HP1509101_P4         1   0.000      0.985 1.00 0.00
#> HP1509101_L17        1   0.000      0.985 1.00 0.00
#> HP1509101_I5         1   0.000      0.985 1.00 0.00
#> HP1509101_K22        1   0.000      0.985 1.00 0.00
#> HP1509101_F13        1   0.000      0.985 1.00 0.00
#> HP1509101_H7         1   0.000      0.985 1.00 0.00
#> HP1509101_F1         1   0.000      0.985 1.00 0.00
#> HP1509101_G22        1   0.000      0.985 1.00 0.00
#> HP1509101_D22        1   0.000      0.985 1.00 0.00
#> HP1509101_I10        1   0.000      0.985 1.00 0.00
#> HP1509101_G18        1   0.000      0.985 1.00 0.00
#> HP1509101_C23        1   0.000      0.985 1.00 0.00
#> HP1509101_G9         1   0.000      0.985 1.00 0.00
#> HP1509101_C22        1   0.000      0.985 1.00 0.00
#> HP1509101_E19        1   0.000      0.985 1.00 0.00
#> HP1509101_I8         1   0.000      0.985 1.00 0.00
#> HP1509101_N23        1   0.000      0.985 1.00 0.00
#> HP1509101_O19        1   0.000      0.985 1.00 0.00
#> HP1509101_O24        1   0.000      0.985 1.00 0.00
#> HP1509101_G17        1   0.000      0.985 1.00 0.00
#> HP1509101_L23        1   0.000      0.985 1.00 0.00
#> HP1504901_K1         2   0.000      0.992 0.00 1.00
#> HP1526901T2D_E4      2   0.000      0.992 0.00 1.00
#> HP1525301T2D_D23     2   0.000      0.992 0.00 1.00
#> HP1525301T2D_N19     2   0.000      0.992 0.00 1.00

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                  class entropy silhouette   p1   p2   p3
#> HP1502401_D13        1  0.0000      0.900 1.00 0.00 0.00
#> HP1502401_F4         1  0.5016      0.740 0.76 0.00 0.24
#> HP1502401_M18        2  0.0000      0.991 0.00 1.00 0.00
#> HP1504101T2D_F5      2  0.0000      0.991 0.00 1.00 0.00
#> HP1502401_H10        2  0.0000      0.991 0.00 1.00 0.00
#> HP1504101T2D_D1      3  0.0000      0.955 0.00 0.00 1.00
#> HP1502401_F11        1  0.0000      0.900 1.00 0.00 0.00
#> HP1504101T2D_J6      2  0.0000      0.991 0.00 1.00 0.00
#> HP1502401_N11        1  0.5817      0.752 0.80 0.10 0.10
#> HP1504101T2D_I21     2  0.0000      0.991 0.00 1.00 0.00
#> HP1502401_L9         2  0.0000      0.991 0.00 1.00 0.00
#> HP1504101T2D_I11     2  0.0000      0.991 0.00 1.00 0.00
#> HP1504101T2D_P4      2  0.0000      0.991 0.00 1.00 0.00
#> HP1504101T2D_K14     2  0.0000      0.991 0.00 1.00 0.00
#> HP1508501T2D_E2      3  0.0000      0.955 0.00 0.00 1.00
#> HP1508501T2D_D20     1  0.5858      0.729 0.74 0.02 0.24
#> HP1508501T2D_H24     3  0.0892      0.936 0.02 0.00 0.98
#> HP1508501T2D_B9      1  0.6244      0.354 0.56 0.00 0.44
#> HP1508501T2D_P5      1  0.5560      0.653 0.70 0.00 0.30
#> HP1508501T2D_A16     3  0.0000      0.955 0.00 0.00 1.00
#> HP1508501T2D_G5      1  0.0000      0.900 1.00 0.00 0.00
#> HP1508501T2D_G21     3  0.0000      0.955 0.00 0.00 1.00
#> HP1508501T2D_D12     1  0.0000      0.900 1.00 0.00 0.00
#> HP1508501T2D_A4      1  0.0000      0.900 1.00 0.00 0.00
#> HP1508501T2D_F23     3  0.0000      0.955 0.00 0.00 1.00
#> HP1508501T2D_D11     3  0.0000      0.955 0.00 0.00 1.00
#> HP1508501T2D_E21     3  0.0000      0.955 0.00 0.00 1.00
#> HP1508501T2D_C17     1  0.0000      0.900 1.00 0.00 0.00
#> HP1506401_G3         3  0.0000      0.955 0.00 0.00 1.00
#> HP1506401_E3         2  0.0000      0.991 0.00 1.00 0.00
#> HP1506401_J19        1  0.0000      0.900 1.00 0.00 0.00
#> HP1506401_J18        2  0.0000      0.991 0.00 1.00 0.00
#> HP1506401_C15        1  0.0000      0.900 1.00 0.00 0.00
#> HP1506401_P19        3  0.0000      0.955 0.00 0.00 1.00
#> HP1506401_K22        3  0.0000      0.955 0.00 0.00 1.00
#> HP1506401_N19        1  0.2066      0.867 0.94 0.00 0.06
#> HP1506401_G9         1  0.0000      0.900 1.00 0.00 0.00
#> HP1506401_A15        1  0.4291      0.749 0.82 0.00 0.18
#> HP1506401_L5         1  0.0000      0.900 1.00 0.00 0.00
#> HP1506401_N11        1  0.0000      0.900 1.00 0.00 0.00
#> HP1506401_E9         2  0.1529      0.953 0.00 0.96 0.04
#> HP1506401_E11        1  0.4291      0.802 0.82 0.00 0.18
#> HP1506401_M14        2  0.0000      0.991 0.00 1.00 0.00
#> HP1506401_E21        2  0.0000      0.991 0.00 1.00 0.00
#> HP1506401_H19        2  0.0000      0.991 0.00 1.00 0.00
#> HP1507101_O2         2  0.0000      0.991 0.00 1.00 0.00
#> HP1507101_E3         3  0.0000      0.955 0.00 0.00 1.00
#> HP1507101_G3         3  0.0000      0.955 0.00 0.00 1.00
#> HP1507101_O1         3  0.0000      0.955 0.00 0.00 1.00
#> HP1507101_L22        1  0.0000      0.900 1.00 0.00 0.00
#> HP1507101_L11        3  0.0000      0.955 0.00 0.00 1.00
#> HP1507101_A16        3  0.0000      0.955 0.00 0.00 1.00
#> HP1507101_L24        1  0.0000      0.900 1.00 0.00 0.00
#> HP1507101_A14        1  0.4796      0.767 0.78 0.00 0.22
#> HP1507101_H7         3  0.0000      0.955 0.00 0.00 1.00
#> HP1507101_L5         3  0.0000      0.955 0.00 0.00 1.00
#> HP1507101_O6         2  0.0000      0.991 0.00 1.00 0.00
#> HP1507101_E24        3  0.0000      0.955 0.00 0.00 1.00
#> HP1507101_C24        3  0.6302     -0.116 0.48 0.00 0.52
#> HP1507101_C7         1  0.0000      0.900 1.00 0.00 0.00
#> HP1507101_C18        3  0.0000      0.955 0.00 0.00 1.00
#> HP1507101_K5         3  0.0000      0.955 0.00 0.00 1.00
#> HP1507101_L23        3  0.4291      0.745 0.18 0.00 0.82
#> HP1507101_K3         3  0.0000      0.955 0.00 0.00 1.00
#> HP1507101_L10        3  0.0000      0.955 0.00 0.00 1.00
#> HP1507101_A6         1  0.0000      0.900 1.00 0.00 0.00
#> HP1507101_L19        3  0.0000      0.955 0.00 0.00 1.00
#> HP1507101_A5         1  0.0000      0.900 1.00 0.00 0.00
#> HP1507101_K17        2  0.0000      0.991 0.00 1.00 0.00
#> HP1507101_P23        1  0.4002      0.817 0.84 0.00 0.16
#> HP1507101_H21        2  0.0000      0.991 0.00 1.00 0.00
#> HP1507101_K15        1  0.0000      0.900 1.00 0.00 0.00
#> HP1507101_E14        1  0.0000      0.900 1.00 0.00 0.00
#> HP1507101_M22        1  0.0000      0.900 1.00 0.00 0.00
#> HP1507101_B10        3  0.0000      0.955 0.00 0.00 1.00
#> HP1507101_F5         3  0.0000      0.955 0.00 0.00 1.00
#> HP1507101_E9         1  0.4002      0.817 0.84 0.00 0.16
#> HP1507101_F23        1  0.0000      0.900 1.00 0.00 0.00
#> HP1507101_E16        3  0.6126      0.339 0.40 0.00 0.60
#> HP1507101_F21        3  0.0000      0.955 0.00 0.00 1.00
#> HP1507101_G15        1  0.4291      0.802 0.82 0.00 0.18
#> HP1509101_D5         1  0.4291      0.802 0.82 0.00 0.18
#> HP1509101_J16        1  0.0000      0.900 1.00 0.00 0.00
#> HP1509101_P4         3  0.0000      0.955 0.00 0.00 1.00
#> HP1509101_L17        1  0.0000      0.900 1.00 0.00 0.00
#> HP1509101_I5         1  0.6280      0.288 0.54 0.00 0.46
#> HP1509101_K22        1  0.4796      0.763 0.78 0.00 0.22
#> HP1509101_F13        1  0.4291      0.802 0.82 0.00 0.18
#> HP1509101_H7         1  0.0000      0.900 1.00 0.00 0.00
#> HP1509101_F1         3  0.0000      0.955 0.00 0.00 1.00
#> HP1509101_G22        3  0.5706      0.446 0.32 0.00 0.68
#> HP1509101_D22        1  0.0000      0.900 1.00 0.00 0.00
#> HP1509101_I10        3  0.0000      0.955 0.00 0.00 1.00
#> HP1509101_G18        3  0.0000      0.955 0.00 0.00 1.00
#> HP1509101_C23        1  0.0000      0.900 1.00 0.00 0.00
#> HP1509101_G9         1  0.0000      0.900 1.00 0.00 0.00
#> HP1509101_C22        3  0.0000      0.955 0.00 0.00 1.00
#> HP1509101_E19        1  0.4555      0.784 0.80 0.00 0.20
#> HP1509101_I8         1  0.1529      0.885 0.96 0.00 0.04
#> HP1509101_N23        1  0.0000      0.900 1.00 0.00 0.00
#> HP1509101_O19        1  0.6192      0.405 0.58 0.00 0.42
#> HP1509101_O24        1  0.0000      0.900 1.00 0.00 0.00
#> HP1509101_G17        3  0.0000      0.955 0.00 0.00 1.00
#> HP1509101_L23        1  0.0000      0.900 1.00 0.00 0.00
#> HP1504901_K1         2  0.0000      0.991 0.00 1.00 0.00
#> HP1526901T2D_E4      2  0.0000      0.991 0.00 1.00 0.00
#> HP1525301T2D_D23     2  0.4002      0.820 0.16 0.84 0.00
#> HP1525301T2D_N19     2  0.0000      0.991 0.00 1.00 0.00

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                  class entropy silhouette   p1   p2   p3   p4
#> HP1502401_D13        1  0.0000     0.9186 1.00 0.00 0.00 0.00
#> HP1502401_F4         4  0.0707     0.8755 0.02 0.00 0.00 0.98
#> HP1502401_M18        2  0.0000     0.9868 0.00 1.00 0.00 0.00
#> HP1504101T2D_F5      2  0.0000     0.9868 0.00 1.00 0.00 0.00
#> HP1502401_H10        2  0.0000     0.9868 0.00 1.00 0.00 0.00
#> HP1504101T2D_D1      3  0.3975     0.6496 0.00 0.00 0.76 0.24
#> HP1502401_F11        1  0.2921     0.8250 0.86 0.00 0.00 0.14
#> HP1504101T2D_J6      2  0.0000     0.9868 0.00 1.00 0.00 0.00
#> HP1502401_N11        4  0.7217     0.4305 0.28 0.06 0.06 0.60
#> HP1504101T2D_I21     2  0.0000     0.9868 0.00 1.00 0.00 0.00
#> HP1502401_L9         2  0.0000     0.9868 0.00 1.00 0.00 0.00
#> HP1504101T2D_I11     2  0.0000     0.9868 0.00 1.00 0.00 0.00
#> HP1504101T2D_P4      2  0.0000     0.9868 0.00 1.00 0.00 0.00
#> HP1504101T2D_K14     2  0.0000     0.9868 0.00 1.00 0.00 0.00
#> HP1508501T2D_E2      3  0.0707     0.9264 0.00 0.00 0.98 0.02
#> HP1508501T2D_D20     4  0.0000     0.8687 0.00 0.00 0.00 1.00
#> HP1508501T2D_H24     4  0.4790     0.3941 0.00 0.00 0.38 0.62
#> HP1508501T2D_B9      4  0.0000     0.8687 0.00 0.00 0.00 1.00
#> HP1508501T2D_P5      4  0.2335     0.8322 0.06 0.00 0.02 0.92
#> HP1508501T2D_A16     3  0.0000     0.9410 0.00 0.00 1.00 0.00
#> HP1508501T2D_G5      1  0.0000     0.9186 1.00 0.00 0.00 0.00
#> HP1508501T2D_G21     3  0.2011     0.8775 0.00 0.00 0.92 0.08
#> HP1508501T2D_D12     4  0.0000     0.8687 0.00 0.00 0.00 1.00
#> HP1508501T2D_A4      4  0.1211     0.8645 0.04 0.00 0.00 0.96
#> HP1508501T2D_F23     4  0.4790     0.3734 0.00 0.00 0.38 0.62
#> HP1508501T2D_D11     3  0.0000     0.9410 0.00 0.00 1.00 0.00
#> HP1508501T2D_E21     3  0.0707     0.9259 0.00 0.00 0.98 0.02
#> HP1508501T2D_C17     1  0.0000     0.9186 1.00 0.00 0.00 0.00
#> HP1506401_G3         3  0.0000     0.9410 0.00 0.00 1.00 0.00
#> HP1506401_E3         2  0.0000     0.9868 0.00 1.00 0.00 0.00
#> HP1506401_J19        1  0.0000     0.9186 1.00 0.00 0.00 0.00
#> HP1506401_J18        2  0.0000     0.9868 0.00 1.00 0.00 0.00
#> HP1506401_C15        1  0.0000     0.9186 1.00 0.00 0.00 0.00
#> HP1506401_P19        3  0.0000     0.9410 0.00 0.00 1.00 0.00
#> HP1506401_K22        3  0.0000     0.9410 0.00 0.00 1.00 0.00
#> HP1506401_N19        1  0.0707     0.9098 0.98 0.00 0.00 0.02
#> HP1506401_G9         1  0.0707     0.9098 0.98 0.00 0.00 0.02
#> HP1506401_A15        1  0.0707     0.9098 0.98 0.00 0.00 0.02
#> HP1506401_L5         1  0.0707     0.9098 0.98 0.00 0.00 0.02
#> HP1506401_N11        1  0.1211     0.9062 0.96 0.00 0.00 0.04
#> HP1506401_E9         2  0.4971     0.8037 0.10 0.80 0.08 0.02
#> HP1506401_E11        4  0.0707     0.8755 0.02 0.00 0.00 0.98
#> HP1506401_M14        2  0.0000     0.9868 0.00 1.00 0.00 0.00
#> HP1506401_E21        2  0.0000     0.9868 0.00 1.00 0.00 0.00
#> HP1506401_H19        2  0.1637     0.9304 0.00 0.94 0.00 0.06
#> HP1507101_O2         2  0.0000     0.9868 0.00 1.00 0.00 0.00
#> HP1507101_E3         3  0.0000     0.9410 0.00 0.00 1.00 0.00
#> HP1507101_G3         3  0.0000     0.9410 0.00 0.00 1.00 0.00
#> HP1507101_O1         3  0.0000     0.9410 0.00 0.00 1.00 0.00
#> HP1507101_L22        1  0.0000     0.9186 1.00 0.00 0.00 0.00
#> HP1507101_L11        4  0.4948     0.2472 0.00 0.00 0.44 0.56
#> HP1507101_A16        3  0.0000     0.9410 0.00 0.00 1.00 0.00
#> HP1507101_L24        1  0.0000     0.9186 1.00 0.00 0.00 0.00
#> HP1507101_A14        4  0.1411     0.8699 0.02 0.00 0.02 0.96
#> HP1507101_H7         3  0.0000     0.9410 0.00 0.00 1.00 0.00
#> HP1507101_L5         3  0.0000     0.9410 0.00 0.00 1.00 0.00
#> HP1507101_O6         2  0.0000     0.9868 0.00 1.00 0.00 0.00
#> HP1507101_E24        3  0.0000     0.9410 0.00 0.00 1.00 0.00
#> HP1507101_C24        4  0.5392     0.5961 0.04 0.00 0.28 0.68
#> HP1507101_C7         1  0.0000     0.9186 1.00 0.00 0.00 0.00
#> HP1507101_C18        3  0.0000     0.9410 0.00 0.00 1.00 0.00
#> HP1507101_K5         3  0.0000     0.9410 0.00 0.00 1.00 0.00
#> HP1507101_L23        1  0.4522     0.5291 0.68 0.00 0.32 0.00
#> HP1507101_K3         3  0.4977     0.0683 0.00 0.00 0.54 0.46
#> HP1507101_L10        3  0.0000     0.9410 0.00 0.00 1.00 0.00
#> HP1507101_A6         1  0.0000     0.9186 1.00 0.00 0.00 0.00
#> HP1507101_L19        3  0.0000     0.9410 0.00 0.00 1.00 0.00
#> HP1507101_A5         1  0.0000     0.9186 1.00 0.00 0.00 0.00
#> HP1507101_K17        2  0.0000     0.9868 0.00 1.00 0.00 0.00
#> HP1507101_P23        4  0.0707     0.8755 0.02 0.00 0.00 0.98
#> HP1507101_H21        2  0.0000     0.9868 0.00 1.00 0.00 0.00
#> HP1507101_K15        1  0.2921     0.8213 0.86 0.00 0.00 0.14
#> HP1507101_E14        1  0.0000     0.9186 1.00 0.00 0.00 0.00
#> HP1507101_M22        1  0.4713     0.4765 0.64 0.00 0.00 0.36
#> HP1507101_B10        3  0.0000     0.9410 0.00 0.00 1.00 0.00
#> HP1507101_F5         3  0.0000     0.9410 0.00 0.00 1.00 0.00
#> HP1507101_E9         4  0.0707     0.8755 0.02 0.00 0.00 0.98
#> HP1507101_F23        1  0.0000     0.9186 1.00 0.00 0.00 0.00
#> HP1507101_E16        1  0.1637     0.8774 0.94 0.00 0.06 0.00
#> HP1507101_F21        3  0.4977     0.0729 0.00 0.00 0.54 0.46
#> HP1507101_G15        4  0.0707     0.8755 0.02 0.00 0.00 0.98
#> HP1509101_D5         4  0.0707     0.8755 0.02 0.00 0.00 0.98
#> HP1509101_J16        4  0.3975     0.6345 0.24 0.00 0.00 0.76
#> HP1509101_P4         3  0.0000     0.9410 0.00 0.00 1.00 0.00
#> HP1509101_L17        4  0.0707     0.8755 0.02 0.00 0.00 0.98
#> HP1509101_I5         4  0.1913     0.8603 0.02 0.00 0.04 0.94
#> HP1509101_K22        4  0.0707     0.8755 0.02 0.00 0.00 0.98
#> HP1509101_F13        4  0.0707     0.8755 0.02 0.00 0.00 0.98
#> HP1509101_H7         1  0.3400     0.7748 0.82 0.00 0.00 0.18
#> HP1509101_F1         3  0.3610     0.7142 0.00 0.00 0.80 0.20
#> HP1509101_G22        4  0.7021     0.2466 0.12 0.00 0.40 0.48
#> HP1509101_D22        1  0.4522     0.5550 0.68 0.00 0.00 0.32
#> HP1509101_I10        3  0.0000     0.9410 0.00 0.00 1.00 0.00
#> HP1509101_G18        3  0.0000     0.9410 0.00 0.00 1.00 0.00
#> HP1509101_C23        1  0.0000     0.9186 1.00 0.00 0.00 0.00
#> HP1509101_G9         1  0.0000     0.9186 1.00 0.00 0.00 0.00
#> HP1509101_C22        3  0.1211     0.9086 0.00 0.00 0.96 0.04
#> HP1509101_E19        4  0.0707     0.8755 0.02 0.00 0.00 0.98
#> HP1509101_I8         4  0.0707     0.8755 0.02 0.00 0.00 0.98
#> HP1509101_N23        1  0.0000     0.9186 1.00 0.00 0.00 0.00
#> HP1509101_O19        4  0.2335     0.8499 0.02 0.00 0.06 0.92
#> HP1509101_O24        1  0.1637     0.8830 0.94 0.00 0.00 0.06
#> HP1509101_G17        3  0.0000     0.9410 0.00 0.00 1.00 0.00
#> HP1509101_L23        1  0.2345     0.8564 0.90 0.00 0.00 0.10
#> HP1504901_K1         2  0.1211     0.9562 0.00 0.96 0.00 0.04
#> HP1526901T2D_E4      2  0.0000     0.9868 0.00 1.00 0.00 0.00
#> HP1525301T2D_D23     1  0.4790     0.3846 0.62 0.38 0.00 0.00
#> HP1525301T2D_N19     2  0.0000     0.9868 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)

plot of chunk tab-node-0122-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-0122-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-0122-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-0122-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-0122-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-0122-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-0122-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-0122-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-0122-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-0122-get-signatures-no-scale-1

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

plot of chunk tab-node-0122-get-signatures-no-scale-2

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

plot of chunk tab-node-0122-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-0122-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-0122-dimension-reduction-1

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

plot of chunk tab-node-0122-dimension-reduction-2

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

plot of chunk tab-node-0122-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-0122-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans      106           4.37e-02           0.0157     0.000383 2
#> ATC:skmeans      102           6.07e-05           0.0543     0.001606 3
#> ATC:skmeans       99           3.24e-12           0.0927     0.007126 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.


Node013

Parent node: Node01. Child nodes: Node0121-leaf , Node0122 , Node0123-leaf , Node0131-leaf , Node0132-leaf , Node0211 , Node0212 , Node0213-leaf , Node0221 , Node0222 , Node0223 , Node0231 , Node0232 , Node0233 , Node0241 , Node0242 , Node0243 .

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 11354 rows and 182 columns.
#>   Top rows (1046) 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)

plot of chunk node-013-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-013-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 1.000           0.992       0.997          0.394 0.609   0.609
#> 3 3 0.788           0.919       0.932          0.365 0.835   0.729
#> 4 4 0.826           0.810       0.900          0.104 0.963   0.917

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                  class entropy silhouette   p1   p2
#> HP1502401_B13        1   0.000      0.996 1.00 0.00
#> HP1504101T2D_G13     1   0.000      0.996 1.00 0.00
#> HP1502401_I11        1   0.000      0.996 1.00 0.00
#> HP1502401_D1         2   0.000      1.000 0.00 1.00
#> HP1504101T2D_L22     2   0.000      1.000 0.00 1.00
#> HP1504101T2D_P8      1   0.000      0.996 1.00 0.00
#> HP1504101T2D_C24     2   0.000      1.000 0.00 1.00
#> HP1502401_L19        1   0.000      0.996 1.00 0.00
#> HP1504101T2D_B15     2   0.000      1.000 0.00 1.00
#> HP1504101T2D_I13     2   0.000      1.000 0.00 1.00
#> HP1502401_G1         1   0.000      0.996 1.00 0.00
#> HP1504101T2D_O19     2   0.000      1.000 0.00 1.00
#> HP1504101T2D_B19     2   0.000      1.000 0.00 1.00
#> HP1502401_O12        1   0.000      0.996 1.00 0.00
#> HP1504101T2D_B20     1   0.000      0.996 1.00 0.00
#> HP1504101T2D_P19     2   0.000      1.000 0.00 1.00
#> HP1502401_J3         1   0.000      0.996 1.00 0.00
#> HP1502401_I5         1   0.000      0.996 1.00 0.00
#> HP1504101T2D_M20     2   0.000      1.000 0.00 1.00
#> HP1504101T2D_L17     1   0.680      0.781 0.82 0.18
#> HP1504101T2D_H12     1   0.000      0.996 1.00 0.00
#> HP1502401_K8         1   0.000      0.996 1.00 0.00
#> HP1504101T2D_P1      1   0.242      0.955 0.96 0.04
#> HP1502401_A3         1   0.000      0.996 1.00 0.00
#> HP1504101T2D_O18     2   0.000      1.000 0.00 1.00
#> HP1504101T2D_H13     2   0.000      1.000 0.00 1.00
#> HP1502401_C22        1   0.943      0.441 0.64 0.36
#> HP1504101T2D_O5      2   0.000      1.000 0.00 1.00
#> HP1504101T2D_K21     2   0.000      1.000 0.00 1.00
#> HP1504101T2D_F9      2   0.000      1.000 0.00 1.00
#> HP1504101T2D_C6      1   0.000      0.996 1.00 0.00
#> HP1504101T2D_O17     2   0.000      1.000 0.00 1.00
#> HP1504101T2D_F24     2   0.000      1.000 0.00 1.00
#> HP1504101T2D_B14     2   0.000      1.000 0.00 1.00
#> HP1504101T2D_A14     1   0.000      0.996 1.00 0.00
#> HP1504101T2D_I12     1   0.000      0.996 1.00 0.00
#> HP1502401_J9         1   0.000      0.996 1.00 0.00
#> HP1504101T2D_O1      2   0.000      1.000 0.00 1.00
#> AZ_A3                2   0.000      1.000 0.00 1.00
#> AZ_B4                1   0.000      0.996 1.00 0.00
#> AZ_B7                2   0.000      1.000 0.00 1.00
#> AZ_E11               1   0.000      0.996 1.00 0.00
#> AZ_D10               1   0.000      0.996 1.00 0.00
#> AZ_C7                1   0.000      0.996 1.00 0.00
#> HP1508501T2D_E3      2   0.000      1.000 0.00 1.00
#> HP1508501T2D_A2      2   0.000      1.000 0.00 1.00
#> HP1508501T2D_K13     2   0.000      1.000 0.00 1.00
#> HP1508501T2D_I5      1   0.000      0.996 1.00 0.00
#> HP1508501T2D_G16     1   0.000      0.996 1.00 0.00
#> HP1508501T2D_L8      2   0.000      1.000 0.00 1.00
#> HP1508501T2D_D7      1   0.000      0.996 1.00 0.00
#> HP1508501T2D_H20     2   0.000      1.000 0.00 1.00
#> HP1508501T2D_I6      2   0.000      1.000 0.00 1.00
#> HP1508501T2D_F22     2   0.000      1.000 0.00 1.00
#> HP1508501T2D_K5      2   0.000      1.000 0.00 1.00
#> HP1508501T2D_F19     1   0.000      0.996 1.00 0.00
#> HP1508501T2D_B13     2   0.000      1.000 0.00 1.00
#> HP1508501T2D_D19     1   0.000      0.996 1.00 0.00
#> HP1508501T2D_N12     1   0.000      0.996 1.00 0.00
#> HP1508501T2D_H7      1   0.000      0.996 1.00 0.00
#> HP1508501T2D_M6      1   0.000      0.996 1.00 0.00
#> HP1508501T2D_H19     1   0.000      0.996 1.00 0.00
#> HP1508501T2D_M21     1   0.000      0.996 1.00 0.00
#> HP1506401_C21        1   0.000      0.996 1.00 0.00
#> HP1506401_M3         2   0.000      1.000 0.00 1.00
#> HP1506401_E22        1   0.000      0.996 1.00 0.00
#> HP1506401_O13        1   0.000      0.996 1.00 0.00
#> HP1506401_M5         2   0.000      1.000 0.00 1.00
#> HP1506401_O17        1   0.000      0.996 1.00 0.00
#> HP1506401_O14        1   0.000      0.996 1.00 0.00
#> HP1506401_P18        2   0.000      1.000 0.00 1.00
#> HP1506401_H17        1   0.000      0.996 1.00 0.00
#> HP1506401_P7         1   0.000      0.996 1.00 0.00
#> HP1506401_H5         1   0.000      0.996 1.00 0.00
#> HP1506401_B9         2   0.000      1.000 0.00 1.00
#> HP1506401_D19        1   0.000      0.996 1.00 0.00
#> HP1506401_I22        1   0.000      0.996 1.00 0.00
#> HP1506401_M7         1   0.000      0.996 1.00 0.00
#> HP1506401_D22        2   0.000      1.000 0.00 1.00
#> HP1507101_K1         1   0.000      0.996 1.00 0.00
#> HP1507101_A3         2   0.000      1.000 0.00 1.00
#> HP1507101_C9         1   0.000      0.996 1.00 0.00
#> HP1507101_H19        1   0.000      0.996 1.00 0.00
#> HP1507101_K12        1   0.000      0.996 1.00 0.00
#> HP1507101_E13        1   0.000      0.996 1.00 0.00
#> HP1507101_A17        1   0.000      0.996 1.00 0.00
#> HP1507101_M24        1   0.000      0.996 1.00 0.00
#> HP1507101_K19        1   0.000      0.996 1.00 0.00
#> HP1507101_G17        1   0.000      0.996 1.00 0.00
#> HP1507101_F17        2   0.000      1.000 0.00 1.00
#> HP1507101_N15        1   0.000      0.996 1.00 0.00
#> HP1507101_A11        1   0.000      0.996 1.00 0.00
#> HP1507101_K10        1   0.000      0.996 1.00 0.00
#> HP1507101_D13        1   0.000      0.996 1.00 0.00
#> HP1507101_B8         1   0.000      0.996 1.00 0.00
#> HP1507101_C13        1   0.000      0.996 1.00 0.00
#> HP1507101_G21        1   0.000      0.996 1.00 0.00
#> HP1507101_K21        1   0.000      0.996 1.00 0.00
#> HP1507101_A10        1   0.000      0.996 1.00 0.00
#> HP1507101_E19        1   0.000      0.996 1.00 0.00
#> HP1507101_C17        1   0.000      0.996 1.00 0.00
#> HP1507101_H2         2   0.000      1.000 0.00 1.00
#> HP1507101_C19        1   0.000      0.996 1.00 0.00
#> HP1507101_E15        1   0.000      0.996 1.00 0.00
#> HP1507101_C15        1   0.000      0.996 1.00 0.00
#> HP1507101_A7         1   0.000      0.996 1.00 0.00
#> HP1507101_A8         1   0.000      0.996 1.00 0.00
#> HP1507101_N10        1   0.000      0.996 1.00 0.00
#> HP1507101_A19        1   0.000      0.996 1.00 0.00
#> HP1509101_G3         1   0.000      0.996 1.00 0.00
#> HP1509101_G2         1   0.000      0.996 1.00 0.00
#> HP1509101_I19        1   0.000      0.996 1.00 0.00
#> HP1509101_L20        1   0.000      0.996 1.00 0.00
#> HP1509101_A13        1   0.000      0.996 1.00 0.00
#> HP1509101_B9         1   0.000      0.996 1.00 0.00
#> HP1509101_E23        1   0.000      0.996 1.00 0.00
#> HP1509101_P11        1   0.000      0.996 1.00 0.00
#> HP1509101_M18        1   0.000      0.996 1.00 0.00
#> HP1509101_K6         1   0.000      0.996 1.00 0.00
#> HP1509101_A9         1   0.000      0.996 1.00 0.00
#> HP1509101_K12        1   0.000      0.996 1.00 0.00
#> HP1509101_A4         1   0.000      0.996 1.00 0.00
#> HP1509101_D7         1   0.000      0.996 1.00 0.00
#> HP1509101_E14        1   0.000      0.996 1.00 0.00
#> HP1509101_C11        1   0.000      0.996 1.00 0.00
#> HP1509101_P19        1   0.000      0.996 1.00 0.00
#> HP1509101_L9         1   0.000      0.996 1.00 0.00
#> HP1509101_K13        1   0.000      0.996 1.00 0.00
#> HP1509101_L10        1   0.000      0.996 1.00 0.00
#> HP1509101_A11        1   0.000      0.996 1.00 0.00
#> HP1509101_I3         1   0.000      0.996 1.00 0.00
#> HP1509101_D9         1   0.000      0.996 1.00 0.00
#> HP1509101_N11        1   0.000      0.996 1.00 0.00
#> HP1509101_I4         1   0.000      0.996 1.00 0.00
#> HP1509101_O10        1   0.000      0.996 1.00 0.00
#> HP1509101_K16        1   0.000      0.996 1.00 0.00
#> HP1509101_K24        1   0.000      0.996 1.00 0.00
#> HP1509101_A14        1   0.000      0.996 1.00 0.00
#> HP1509101_A10        1   0.000      0.996 1.00 0.00
#> HP1509101_J5         1   0.000      0.996 1.00 0.00
#> HP1509101_K20        1   0.000      0.996 1.00 0.00
#> HP1509101_K17        1   0.000      0.996 1.00 0.00
#> HP1509101_N19        1   0.000      0.996 1.00 0.00
#> HP1509101_L21        1   0.000      0.996 1.00 0.00
#> HP1509101_N22        1   0.000      0.996 1.00 0.00
#> HP1509101_G11        1   0.000      0.996 1.00 0.00
#> HP1509101_A5         1   0.000      0.996 1.00 0.00
#> HP1509101_O11        1   0.000      0.996 1.00 0.00
#> HP1509101_H15        1   0.000      0.996 1.00 0.00
#> HP1509101_H5         1   0.000      0.996 1.00 0.00
#> HP1509101_I13        1   0.000      0.996 1.00 0.00
#> HP1509101_C19        1   0.000      0.996 1.00 0.00
#> HP1509101_C24        1   0.000      0.996 1.00 0.00
#> HP1509101_K23        1   0.000      0.996 1.00 0.00
#> HP1509101_K18        1   0.000      0.996 1.00 0.00
#> HP1504901_I20        1   0.000      0.996 1.00 0.00
#> HP1504901_M20        2   0.000      1.000 0.00 1.00
#> HP1504901_J13        2   0.000      1.000 0.00 1.00
#> HP1504901_C9         1   0.000      0.996 1.00 0.00
#> HP1504901_E20        1   0.000      0.996 1.00 0.00
#> HP1504901_L19        2   0.000      1.000 0.00 1.00
#> HP1504901_P15        2   0.000      1.000 0.00 1.00
#> HP1525301T2D_D18     2   0.000      1.000 0.00 1.00
#> HP1525301T2D_D7      1   0.000      0.996 1.00 0.00
#> HP1525301T2D_D17     1   0.000      0.996 1.00 0.00
#> HP1526901T2D_B21     1   0.000      0.996 1.00 0.00
#> HP1525301T2D_E21     2   0.000      1.000 0.00 1.00
#> HP1525301T2D_O15     1   0.000      0.996 1.00 0.00
#> HP1526901T2D_M17     1   0.000      0.996 1.00 0.00
#> HP1525301T2D_G6      1   0.000      0.996 1.00 0.00
#> HP1525301T2D_M4      1   0.000      0.996 1.00 0.00
#> HP1525301T2D_F13     1   0.000      0.996 1.00 0.00
#> HP1525301T2D_E20     2   0.000      1.000 0.00 1.00
#> HP1526901T2D_D24     1   0.000      0.996 1.00 0.00
#> HP1525301T2D_L3      2   0.000      1.000 0.00 1.00
#> HP1526901T2D_K13     1   0.000      0.996 1.00 0.00
#> HP1525301T2D_M19     1   0.000      0.996 1.00 0.00
#> HP1526901T2D_C12     1   0.000      0.996 1.00 0.00
#> HP1525301T2D_O8      2   0.000      1.000 0.00 1.00
#> HP1525301T2D_N15     2   0.000      1.000 0.00 1.00
#> HP1525301T2D_A4      1   0.000      0.996 1.00 0.00
#> HP1525301T2D_O10     2   0.000      1.000 0.00 1.00

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                  class entropy silhouette   p1   p2   p3
#> HP1502401_B13        3  0.4796     0.9275 0.22 0.00 0.78
#> HP1504101T2D_G13     1  0.0892     0.9511 0.98 0.00 0.02
#> HP1502401_I11        3  0.5560     0.8539 0.30 0.00 0.70
#> HP1502401_D1         2  0.0000     0.9205 0.00 1.00 0.00
#> HP1504101T2D_L22     2  0.0000     0.9205 0.00 1.00 0.00
#> HP1504101T2D_P8      1  0.0892     0.9511 0.98 0.00 0.02
#> HP1504101T2D_C24     2  0.0000     0.9205 0.00 1.00 0.00
#> HP1502401_L19        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1504101T2D_B15     2  0.0000     0.9205 0.00 1.00 0.00
#> HP1504101T2D_I13     2  0.0000     0.9205 0.00 1.00 0.00
#> HP1502401_G1         1  0.0000     0.9743 1.00 0.00 0.00
#> HP1504101T2D_O19     2  0.0000     0.9205 0.00 1.00 0.00
#> HP1504101T2D_B19     2  0.0000     0.9205 0.00 1.00 0.00
#> HP1502401_O12        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1504101T2D_B20     1  0.0000     0.9743 1.00 0.00 0.00
#> HP1504101T2D_P19     2  0.0000     0.9205 0.00 1.00 0.00
#> HP1502401_J3         1  0.0000     0.9743 1.00 0.00 0.00
#> HP1502401_I5         1  0.0000     0.9743 1.00 0.00 0.00
#> HP1504101T2D_M20     2  0.0892     0.9127 0.00 0.98 0.02
#> HP1504101T2D_L17     1  0.6232     0.5630 0.74 0.22 0.04
#> HP1504101T2D_H12     1  0.0892     0.9511 0.98 0.00 0.02
#> HP1502401_K8         1  0.0000     0.9743 1.00 0.00 0.00
#> HP1504101T2D_P1      3  0.7310     0.5180 0.36 0.04 0.60
#> HP1502401_A3         1  0.0000     0.9743 1.00 0.00 0.00
#> HP1504101T2D_O18     2  0.0000     0.9205 0.00 1.00 0.00
#> HP1504101T2D_H13     2  0.4555     0.8885 0.00 0.80 0.20
#> HP1502401_C22        1  0.6758     0.3048 0.62 0.36 0.02
#> HP1504101T2D_O5      2  0.0000     0.9205 0.00 1.00 0.00
#> HP1504101T2D_K21     2  0.0000     0.9205 0.00 1.00 0.00
#> HP1504101T2D_F9      2  0.0000     0.9205 0.00 1.00 0.00
#> HP1504101T2D_C6      1  0.0000     0.9743 1.00 0.00 0.00
#> HP1504101T2D_O17     2  0.4291     0.8931 0.00 0.82 0.18
#> HP1504101T2D_F24     2  0.0000     0.9205 0.00 1.00 0.00
#> HP1504101T2D_B14     2  0.0892     0.9127 0.00 0.98 0.02
#> HP1504101T2D_A14     1  0.0000     0.9743 1.00 0.00 0.00
#> HP1504101T2D_I12     1  0.0000     0.9743 1.00 0.00 0.00
#> HP1502401_J9         1  0.0000     0.9743 1.00 0.00 0.00
#> HP1504101T2D_O1      2  0.0000     0.9205 0.00 1.00 0.00
#> AZ_A3                2  0.0000     0.9205 0.00 1.00 0.00
#> AZ_B4                1  0.0000     0.9743 1.00 0.00 0.00
#> AZ_B7                2  0.4002     0.8985 0.00 0.84 0.16
#> AZ_E11               1  0.0000     0.9743 1.00 0.00 0.00
#> AZ_D10               1  0.4796     0.6053 0.78 0.00 0.22
#> AZ_C7                1  0.0000     0.9743 1.00 0.00 0.00
#> HP1508501T2D_E3      2  0.1529     0.9168 0.00 0.96 0.04
#> HP1508501T2D_A2      2  0.0000     0.9205 0.00 1.00 0.00
#> HP1508501T2D_K13     2  0.4555     0.8885 0.00 0.80 0.20
#> HP1508501T2D_I5      1  0.0000     0.9743 1.00 0.00 0.00
#> HP1508501T2D_G16     1  0.0000     0.9743 1.00 0.00 0.00
#> HP1508501T2D_L8      2  0.4555     0.8885 0.00 0.80 0.20
#> HP1508501T2D_D7      1  0.0000     0.9743 1.00 0.00 0.00
#> HP1508501T2D_H20     2  0.4555     0.8885 0.00 0.80 0.20
#> HP1508501T2D_I6      2  0.4796     0.8764 0.00 0.78 0.22
#> HP1508501T2D_F22     2  0.6280     0.5824 0.00 0.54 0.46
#> HP1508501T2D_K5      2  0.4555     0.8885 0.00 0.80 0.20
#> HP1508501T2D_F19     1  0.0000     0.9743 1.00 0.00 0.00
#> HP1508501T2D_B13     2  0.2959     0.9088 0.00 0.90 0.10
#> HP1508501T2D_D19     1  0.0000     0.9743 1.00 0.00 0.00
#> HP1508501T2D_N12     3  0.4002     0.8477 0.16 0.00 0.84
#> HP1508501T2D_H7      1  0.0000     0.9743 1.00 0.00 0.00
#> HP1508501T2D_M6      1  0.0000     0.9743 1.00 0.00 0.00
#> HP1508501T2D_H19     3  0.0892     0.6239 0.02 0.00 0.98
#> HP1508501T2D_M21     3  0.5016     0.9130 0.24 0.00 0.76
#> HP1506401_C21        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1506401_M3         2  0.4555     0.8885 0.00 0.80 0.20
#> HP1506401_E22        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1506401_O13        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1506401_M5         2  0.0000     0.9205 0.00 1.00 0.00
#> HP1506401_O17        3  0.2959     0.7686 0.10 0.00 0.90
#> HP1506401_O14        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1506401_P18        2  0.4555     0.8885 0.00 0.80 0.20
#> HP1506401_H17        3  0.5835     0.8001 0.34 0.00 0.66
#> HP1506401_P7         1  0.0000     0.9743 1.00 0.00 0.00
#> HP1506401_H5         1  0.0000     0.9743 1.00 0.00 0.00
#> HP1506401_B9         2  0.0892     0.9127 0.00 0.98 0.02
#> HP1506401_D19        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1506401_I22        3  0.4796     0.9275 0.22 0.00 0.78
#> HP1506401_M7         1  0.0000     0.9743 1.00 0.00 0.00
#> HP1506401_D22        2  0.4555     0.8885 0.00 0.80 0.20
#> HP1507101_K1         1  0.0000     0.9743 1.00 0.00 0.00
#> HP1507101_A3         2  0.0000     0.9205 0.00 1.00 0.00
#> HP1507101_C9         1  0.0000     0.9743 1.00 0.00 0.00
#> HP1507101_H19        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1507101_K12        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1507101_E13        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1507101_A17        1  0.4796     0.6020 0.78 0.00 0.22
#> HP1507101_M24        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1507101_K19        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1507101_G17        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1507101_F17        2  0.0000     0.9205 0.00 1.00 0.00
#> HP1507101_N15        1  0.1781     0.9256 0.96 0.02 0.02
#> HP1507101_A11        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1507101_K10        1  0.3686     0.7709 0.86 0.00 0.14
#> HP1507101_D13        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1507101_B8         3  0.4796     0.9275 0.22 0.00 0.78
#> HP1507101_C13        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1507101_G21        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1507101_K21        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1507101_A10        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1507101_E19        3  0.4796     0.9275 0.22 0.00 0.78
#> HP1507101_C17        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1507101_H2         2  0.0000     0.9205 0.00 1.00 0.00
#> HP1507101_C19        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1507101_E15        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1507101_C15        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1507101_A7         1  0.0000     0.9743 1.00 0.00 0.00
#> HP1507101_A8         1  0.0000     0.9743 1.00 0.00 0.00
#> HP1507101_N10        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1507101_A19        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_G3         3  0.4796     0.9275 0.22 0.00 0.78
#> HP1509101_G2         3  0.4796     0.9275 0.22 0.00 0.78
#> HP1509101_I19        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_L20        1  0.6126    -0.0538 0.60 0.00 0.40
#> HP1509101_A13        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_B9         3  0.4796     0.9275 0.22 0.00 0.78
#> HP1509101_E23        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_P11        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_M18        3  0.4796     0.9275 0.22 0.00 0.78
#> HP1509101_K6         1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_A9         1  0.4796     0.6016 0.78 0.00 0.22
#> HP1509101_K12        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_A4         1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_D7         1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_E14        3  0.4796     0.9275 0.22 0.00 0.78
#> HP1509101_C11        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_P19        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_L9         3  0.4796     0.9275 0.22 0.00 0.78
#> HP1509101_K13        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_L10        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_A11        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_I3         1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_D9         3  0.4796     0.9275 0.22 0.00 0.78
#> HP1509101_N11        3  0.4796     0.9275 0.22 0.00 0.78
#> HP1509101_I4         1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_O10        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_K16        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_K24        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_A14        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_A10        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_J5         3  0.4796     0.9275 0.22 0.00 0.78
#> HP1509101_K20        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_K17        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_N19        3  0.4555     0.9070 0.20 0.00 0.80
#> HP1509101_L21        3  0.4796     0.9275 0.22 0.00 0.78
#> HP1509101_N22        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_G11        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_A5         1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_O11        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_H15        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_H5         1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_I13        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_C19        3  0.4796     0.9275 0.22 0.00 0.78
#> HP1509101_C24        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_K23        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1509101_K18        3  0.5948     0.7673 0.36 0.00 0.64
#> HP1504901_I20        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1504901_M20        2  0.0000     0.9205 0.00 1.00 0.00
#> HP1504901_J13        2  0.4555     0.8885 0.00 0.80 0.20
#> HP1504901_C9         1  0.0000     0.9743 1.00 0.00 0.00
#> HP1504901_E20        1  0.0000     0.9743 1.00 0.00 0.00
#> HP1504901_L19        2  0.0892     0.9127 0.00 0.98 0.02
#> HP1504901_P15        2  0.0000     0.9205 0.00 1.00 0.00
#> HP1525301T2D_D18     2  0.4555     0.8885 0.00 0.80 0.20
#> HP1525301T2D_D7      3  0.6045     0.7275 0.38 0.00 0.62
#> HP1525301T2D_D17     1  0.0000     0.9743 1.00 0.00 0.00
#> HP1526901T2D_B21     1  0.0000     0.9743 1.00 0.00 0.00
#> HP1525301T2D_E21     2  0.4555     0.8885 0.00 0.80 0.20
#> HP1525301T2D_O15     1  0.0000     0.9743 1.00 0.00 0.00
#> HP1526901T2D_M17     1  0.0000     0.9743 1.00 0.00 0.00
#> HP1525301T2D_G6      1  0.0892     0.9511 0.98 0.00 0.02
#> HP1525301T2D_M4      1  0.2959     0.8389 0.90 0.00 0.10
#> HP1525301T2D_F13     1  0.0000     0.9743 1.00 0.00 0.00
#> HP1525301T2D_E20     2  0.4555     0.8885 0.00 0.80 0.20
#> HP1526901T2D_D24     1  0.0000     0.9743 1.00 0.00 0.00
#> HP1525301T2D_L3      2  0.4555     0.8885 0.00 0.80 0.20
#> HP1526901T2D_K13     1  0.0000     0.9743 1.00 0.00 0.00
#> HP1525301T2D_M19     1  0.0000     0.9743 1.00 0.00 0.00
#> HP1526901T2D_C12     1  0.0000     0.9743 1.00 0.00 0.00
#> HP1525301T2D_O8      2  0.4555     0.8885 0.00 0.80 0.20
#> HP1525301T2D_N15     2  0.4555     0.8885 0.00 0.80 0.20
#> HP1525301T2D_A4      1  0.0000     0.9743 1.00 0.00 0.00
#> HP1525301T2D_O10     2  0.4555     0.8885 0.00 0.80 0.20

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                  class entropy silhouette   p1   p2   p3   p4
#> HP1502401_B13        3  0.1637     0.7807 0.06 0.00 0.94 0.00
#> HP1504101T2D_G13     4  0.4624     0.2182 0.34 0.00 0.00 0.66
#> HP1502401_I11        3  0.6497     0.4531 0.20 0.00 0.64 0.16
#> HP1502401_D1         2  0.4624     0.7270 0.00 0.66 0.00 0.34
#> HP1504101T2D_L22     2  0.4624     0.7270 0.00 0.66 0.00 0.34
#> HP1504101T2D_P8      1  0.3975     0.6954 0.76 0.00 0.00 0.24
#> HP1504101T2D_C24     2  0.4624     0.7270 0.00 0.66 0.00 0.34
#> HP1502401_L19        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1504101T2D_B15     2  0.4624     0.7270 0.00 0.66 0.00 0.34
#> HP1504101T2D_I13     2  0.4624     0.7270 0.00 0.66 0.00 0.34
#> HP1502401_G1         1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1504101T2D_O19     2  0.4624     0.7270 0.00 0.66 0.00 0.34
#> HP1504101T2D_B19     2  0.4624     0.7270 0.00 0.66 0.00 0.34
#> HP1502401_O12        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1504101T2D_B20     1  0.1637     0.9209 0.94 0.00 0.00 0.06
#> HP1504101T2D_P19     2  0.4624     0.7270 0.00 0.66 0.00 0.34
#> HP1502401_J3         1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1502401_I5         1  0.0707     0.9533 0.98 0.00 0.00 0.02
#> HP1504101T2D_M20     4  0.1211     0.5672 0.00 0.04 0.00 0.96
#> HP1504101T2D_L17     4  0.2706     0.6018 0.02 0.00 0.08 0.90
#> HP1504101T2D_H12     1  0.5570     0.1690 0.54 0.00 0.02 0.44
#> HP1502401_K8         1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1504101T2D_P1      4  0.7120     0.4658 0.08 0.18 0.08 0.66
#> HP1502401_A3         1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1504101T2D_O18     2  0.4624     0.7270 0.00 0.66 0.00 0.34
#> HP1504101T2D_H13     2  0.0707     0.6995 0.00 0.98 0.02 0.00
#> HP1502401_C22        4  0.1411     0.6019 0.02 0.00 0.02 0.96
#> HP1504101T2D_O5      2  0.4624     0.7270 0.00 0.66 0.00 0.34
#> HP1504101T2D_K21     2  0.4624     0.7270 0.00 0.66 0.00 0.34
#> HP1504101T2D_F9      2  0.4624     0.7270 0.00 0.66 0.00 0.34
#> HP1504101T2D_C6      1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1504101T2D_O17     2  0.1211     0.6950 0.00 0.96 0.00 0.04
#> HP1504101T2D_F24     2  0.4624     0.7270 0.00 0.66 0.00 0.34
#> HP1504101T2D_B14     4  0.2647     0.4976 0.00 0.12 0.00 0.88
#> HP1504101T2D_A14     1  0.1211     0.9383 0.96 0.00 0.00 0.04
#> HP1504101T2D_I12     1  0.1211     0.9383 0.96 0.00 0.00 0.04
#> HP1502401_J9         1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1504101T2D_O1      2  0.4624     0.7270 0.00 0.66 0.00 0.34
#> AZ_A3                2  0.4134     0.7233 0.00 0.74 0.00 0.26
#> AZ_B4                1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> AZ_B7                4  0.6336     0.2651 0.00 0.46 0.06 0.48
#> AZ_E11               1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> AZ_D10               1  0.5327     0.5907 0.72 0.00 0.22 0.06
#> AZ_C7                1  0.0707     0.9533 0.98 0.00 0.00 0.02
#> HP1508501T2D_E3      2  0.4522     0.6401 0.00 0.68 0.00 0.32
#> HP1508501T2D_A2      2  0.4624     0.7270 0.00 0.66 0.00 0.34
#> HP1508501T2D_K13     2  0.0707     0.6995 0.00 0.98 0.02 0.00
#> HP1508501T2D_I5      1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1508501T2D_G16     1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1508501T2D_L8      2  0.0707     0.6995 0.00 0.98 0.02 0.00
#> HP1508501T2D_D7      1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1508501T2D_H20     2  0.0707     0.6995 0.00 0.98 0.02 0.00
#> HP1508501T2D_I6      2  0.1411     0.6824 0.00 0.96 0.02 0.02
#> HP1508501T2D_F22     2  0.6497     0.0916 0.00 0.64 0.20 0.16
#> HP1508501T2D_K5      2  0.2830     0.6176 0.00 0.90 0.04 0.06
#> HP1508501T2D_F19     1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1508501T2D_B13     2  0.4406     0.4561 0.00 0.70 0.00 0.30
#> HP1508501T2D_D19     1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1508501T2D_N12     4  0.7824    -0.0383 0.10 0.04 0.42 0.44
#> HP1508501T2D_H7      1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1508501T2D_M6      1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1508501T2D_H19     3  0.0000     0.7238 0.00 0.00 1.00 0.00
#> HP1508501T2D_M21     3  0.3975     0.6111 0.24 0.00 0.76 0.00
#> HP1506401_C21        1  0.1913     0.9225 0.94 0.00 0.02 0.04
#> HP1506401_M3         2  0.0707     0.6995 0.00 0.98 0.02 0.00
#> HP1506401_E22        1  0.0707     0.9509 0.98 0.00 0.02 0.00
#> HP1506401_O13        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1506401_M5         2  0.4624     0.7270 0.00 0.66 0.00 0.34
#> HP1506401_O17        3  0.0707     0.7194 0.00 0.02 0.98 0.00
#> HP1506401_O14        1  0.1637     0.9209 0.94 0.00 0.00 0.06
#> HP1506401_P18        2  0.0707     0.6995 0.00 0.98 0.02 0.00
#> HP1506401_H17        3  0.5487     0.3738 0.40 0.00 0.58 0.02
#> HP1506401_P7         1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1506401_H5         1  0.0707     0.9533 0.98 0.00 0.00 0.02
#> HP1506401_B9         4  0.3975     0.3211 0.00 0.24 0.00 0.76
#> HP1506401_D19        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1506401_I22        3  0.3400     0.6993 0.18 0.00 0.82 0.00
#> HP1506401_M7         1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1506401_D22        2  0.0707     0.6995 0.00 0.98 0.02 0.00
#> HP1507101_K1         1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1507101_A3         2  0.4624     0.7270 0.00 0.66 0.00 0.34
#> HP1507101_C9         1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1507101_H19        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1507101_K12        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1507101_E13        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1507101_A17        1  0.3610     0.7149 0.80 0.00 0.20 0.00
#> HP1507101_M24        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1507101_K19        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1507101_G17        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1507101_F17        2  0.4624     0.7270 0.00 0.66 0.00 0.34
#> HP1507101_N15        1  0.4134     0.6488 0.74 0.00 0.00 0.26
#> HP1507101_A11        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1507101_K10        1  0.2921     0.8108 0.86 0.00 0.14 0.00
#> HP1507101_D13        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1507101_B8         3  0.1211     0.7851 0.04 0.00 0.96 0.00
#> HP1507101_C13        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1507101_G21        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1507101_K21        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1507101_A10        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1507101_E19        3  0.1211     0.7851 0.04 0.00 0.96 0.00
#> HP1507101_C17        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1507101_H2         2  0.4624     0.7270 0.00 0.66 0.00 0.34
#> HP1507101_C19        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1507101_E15        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1507101_C15        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1507101_A7         1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1507101_A8         1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1507101_N10        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1507101_A19        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_G3         3  0.1637     0.7805 0.06 0.00 0.94 0.00
#> HP1509101_G2         3  0.3172     0.7208 0.16 0.00 0.84 0.00
#> HP1509101_I19        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_L20        1  0.4907     0.1191 0.58 0.00 0.42 0.00
#> HP1509101_A13        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_B9         3  0.1211     0.7851 0.04 0.00 0.96 0.00
#> HP1509101_E23        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_P11        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_M18        3  0.1211     0.7851 0.04 0.00 0.96 0.00
#> HP1509101_K6         1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_A9         1  0.3801     0.6748 0.78 0.00 0.22 0.00
#> HP1509101_K12        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_A4         1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_D7         1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_E14        3  0.1211     0.7851 0.04 0.00 0.96 0.00
#> HP1509101_C11        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_P19        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_L9         3  0.3172     0.7208 0.16 0.00 0.84 0.00
#> HP1509101_K13        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_L10        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_A11        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_I3         1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_D9         3  0.1211     0.7851 0.04 0.00 0.96 0.00
#> HP1509101_N11        3  0.0707     0.7608 0.02 0.00 0.98 0.00
#> HP1509101_I4         1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_O10        1  0.2345     0.8735 0.90 0.00 0.00 0.10
#> HP1509101_K16        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_K24        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_A14        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_A10        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_J5         3  0.0707     0.7608 0.02 0.00 0.98 0.00
#> HP1509101_K20        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_K17        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_N19        3  0.0707     0.7608 0.02 0.00 0.98 0.00
#> HP1509101_L21        3  0.3172     0.7208 0.16 0.00 0.84 0.00
#> HP1509101_N22        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_G11        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_A5         1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_O11        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_H15        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_H5         1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_I13        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_C19        3  0.1211     0.7851 0.04 0.00 0.96 0.00
#> HP1509101_C24        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_K23        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1509101_K18        3  0.4713     0.4555 0.36 0.00 0.64 0.00
#> HP1504901_I20        1  0.1211     0.9377 0.96 0.00 0.00 0.04
#> HP1504901_M20        2  0.4713     0.7050 0.00 0.64 0.00 0.36
#> HP1504901_J13        2  0.0707     0.6995 0.00 0.98 0.02 0.00
#> HP1504901_C9         1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1504901_E20        1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1504901_L19        4  0.4624    -0.0545 0.00 0.34 0.00 0.66
#> HP1504901_P15        2  0.4713     0.7050 0.00 0.64 0.00 0.36
#> HP1525301T2D_D18     2  0.0707     0.6995 0.00 0.98 0.02 0.00
#> HP1525301T2D_D7      3  0.4948     0.3431 0.44 0.00 0.56 0.00
#> HP1525301T2D_D17     1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1526901T2D_B21     1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1525301T2D_E21     2  0.0707     0.6995 0.00 0.98 0.02 0.00
#> HP1525301T2D_O15     1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1526901T2D_M17     1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1525301T2D_G6      1  0.3935     0.8079 0.84 0.00 0.10 0.06
#> HP1525301T2D_M4      1  0.2706     0.8762 0.90 0.00 0.08 0.02
#> HP1525301T2D_F13     1  0.1211     0.9369 0.96 0.00 0.00 0.04
#> HP1525301T2D_E20     2  0.0707     0.6995 0.00 0.98 0.02 0.00
#> HP1526901T2D_D24     1  0.0000     0.9668 1.00 0.00 0.00 0.00
#> HP1525301T2D_L3      2  0.0707     0.6995 0.00 0.98 0.02 0.00
#> HP1526901T2D_K13     1  0.0707     0.9533 0.98 0.00 0.00 0.02
#> HP1525301T2D_M19     1  0.2345     0.8821 0.90 0.00 0.00 0.10
#> HP1526901T2D_C12     1  0.0707     0.9533 0.98 0.00 0.00 0.02
#> HP1525301T2D_O8      2  0.0707     0.6995 0.00 0.98 0.02 0.00
#> HP1525301T2D_N15     2  0.0707     0.6995 0.00 0.98 0.02 0.00
#> HP1525301T2D_A4      1  0.0707     0.9522 0.98 0.00 0.00 0.02
#> HP1525301T2D_O10     2  0.0707     0.6995 0.00 0.98 0.02 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)

plot of chunk tab-node-013-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-013-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-013-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-013-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-013-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-013-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-013-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-013-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-013-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-013-get-signatures-no-scale-1

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

plot of chunk tab-node-013-get-signatures-no-scale-2

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

plot of chunk tab-node-013-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-013-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-013-dimension-reduction-1

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

plot of chunk tab-node-013-dimension-reduction-2

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

plot of chunk tab-node-013-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-013-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans      181              1.000         8.47e-08     1.49e-07 2
#> ATC:skmeans      180              0.638         2.43e-07     1.39e-06 3
#> ATC:skmeans      167              0.710         6.78e-08     1.33e-03 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.


Node02

Parent node: Node0. Child nodes: Node011-leaf , Node012 , Node013 , Node021 , Node022 , Node023 , Node024 .

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 12668 rows and 500 columns, randomly sampled from 2159 columns.
#>   Top rows (1043) 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)

plot of chunk node-02-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-02-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 1.000           0.975       0.989          0.477 0.522   0.522
#> 3 3 1.000           0.986       0.994          0.372 0.727   0.522
#> 4 4 0.993           0.957       0.971          0.123 0.892   0.698

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.

show/hide code output

get_classes(res, k = 2)
#>                  class     p
#> HP1502401_J14        1 0.000
#> HP1502401_B14        1 0.000
#> HP1502401_A14        2 0.000
#> HP1502401_C14        1 0.000
#> HP1502401_G14        1 0.000
#> HP1502401_E14        1 0.000
#> HP1502401_L14        1 0.000
#> HP1502401_M14        1 0.000
#> HP1502401_K14        1 0.000
#> HP1502401_I14        2 0.000
#> HP1502401_F13        2 0.000
#> HP1502401_L13        1 0.000
#> HP1502401_H14        1 0.000
#> HP1502401_F17        1 0.000
#> HP1504101T2D_B4      1 0.000
#> HP1504101T2D_M6      1 0.000
#> HP1504101T2D_F15     1 0.000
#> HP1504101T2D_H7      2 0.000
#> HP1502401_H23        2 0.000
#> HP1502401_L21        1 0.000
#> HP1504101T2D_F10     1 0.000
#> HP1504101T2D_B10     1 0.000
#> HP1502401_G18        2 0.000
#> HP1502401_K22        1 0.000
#> HP1502401_I22        1 0.000
#> HP1504101T2D_M18     1 0.000
#> HP1502401_J22        1 0.000
#> HP1504101T2D_O12     1 0.000
#> HP1502401_M15        1 0.000
#> HP1504101T2D_G16     1 0.000
#> HP1504101T2D_L23     1 0.000
#> HP1502401_G24        1 0.000
#> HP1502401_G23        2 0.000
#> HP1504101T2D_A24     1 0.000
#> HP1504101T2D_N17     1 0.000
#> HP1502401_N8         1 0.000
#> HP1504101T2D_G1      1 0.000
#> HP1504101T2D_A15     1 0.000
#> HP1504101T2D_M19     1 0.000
#> HP1502401_O16        1 0.000
#> HP1504101T2D_E16     1 0.000
#> HP1502401_A12        1 0.000
#> HP1502401_D18        2 0.000
#> HP1504101T2D_K2      1 0.000
#> HP1502401_K19        1 0.000
#> HP1502401_D5         1 0.000
#> HP1502401_H22        1 0.000
#> HP1504101T2D_J15     1 0.000
#> HP1504101T2D_N7      1 0.000
#> HP1504101T2D_O16     1 0.000
#> HP1502401_M5         1 0.000
#> HP1504101T2D_M4      1 0.000
#> HP1504101T2D_I20     1 0.000
#> HP1502401_K17        1 0.000
#> HP1504101T2D_B22     1 0.000
#> HP1504101T2D_G4      1 0.000
#> HP1502401_H15        1 0.000
#> HP1502401_H8         1 0.000
#> HP1502401_N17        1 0.000
#> HP1504101T2D_L13     1 0.000
#> HP1504101T2D_K24     1 0.000
#> HP1504101T2D_B24     1 0.000
#> HP1504101T2D_H14     1 0.000
#> HP1502401_A7         1 0.000
#> HP1504101T2D_I1      1 0.000
#> HP1502401_O2         1 0.000
#> HP1502401_J21        1 0.000
#> HP1504101T2D_J13     1 0.000
#> HP1502401_J8         1 0.000
#> HP1502401_N15        1 0.000
#> HP1504101T2D_L14     2 0.000
#> HP1504101T2D_D2      1 0.000
#> HP1502401_N2         2 0.000
#> HP1502401_H7         1 0.000
#> HP1504101T2D_O13     1 0.249
#> HP1504101T2D_L2      1 0.000
#> HP1502401_E5         1 0.000
#> HP1502401_O1         1 0.000
#> HP1502401_B7         1 0.000
#> HP1504101T2D_I24     1 0.000
#> HP1504101T2D_J18     1 0.000
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#> AZ_D2                1 0.000
#> HP1508501T2D_M1      1 1.000
#> HP1508501T2D_K2      2 0.000
#> HP1508501T2D_E1      2 0.000
#> HP1508501T2D_A3      1 0.000
#> HP1508501T2D_I2      1 0.000
#> HP1508501T2D_O1      1 0.000
#> HP1508501T2D_G2      2 0.000
#> HP1508501T2D_I1      2 0.000
#> HP1508501T2D_C2      2 0.000
#> HP1508501T2D_K1      1 0.000
#> HP1508501T2D_G3      2 0.000
#> HP1508501T2D_G1      2 0.000
#> HP1508501T2D_C20     1 0.000
#> HP1508501T2D_M9      1 0.000
#> HP1508501T2D_L13     1 0.000
#> HP1508501T2D_O4      1 0.000
#> HP1508501T2D_N1      2 0.000
#> HP1508501T2D_P7      1 0.000
#> HP1508501T2D_B15     1 0.000
#> HP1508501T2D_D2      1 0.000
#> HP1508501T2D_H11     1 0.000
#> HP1508501T2D_E24     1 0.000
#> HP1508501T2D_B18     2 0.000
#> HP1508501T2D_G15     1 0.000
#> HP1508501T2D_M20     1 0.000
#> HP1508501T2D_B23     1 0.000
#> HP1508501T2D_A8      2 0.000
#> HP1508501T2D_J21     1 0.000
#> HP1508501T2D_A13     1 0.000
#> HP1508501T2D_O3      2 0.000
#> HP1508501T2D_F3      1 0.000
#> HP1508501T2D_M17     2 0.000
#> HP1508501T2D_I15     1 0.000
#> HP1508501T2D_E6      1 0.000
#> HP1508501T2D_E14     1 0.000
#> HP1508501T2D_M19     1 0.000
#> HP1508501T2D_D17     1 0.000
#> HP1508501T2D_L18     1 0.000
#> HP1508501T2D_A23     2 0.000
#> HP1508501T2D_M3      2 0.000
#> HP1508501T2D_L20     2 0.000
#> HP1508501T2D_F17     1 0.000
#> HP1508501T2D_A10     1 0.000
#> HP1508501T2D_P14     2 0.000
#> HP1508501T2D_I24     2 0.000
#> HP1508501T2D_H22     1 0.000
#> HP1508501T2D_I20     1 0.000
#> HP1508501T2D_F4      2 0.000
#> HP1508501T2D_F12     2 0.000
#> HP1508501T2D_N9      2 0.000
#> HP1508501T2D_H5      2 0.000
#> HP1508501T2D_A19     1 0.000
#> HP1508501T2D_H2      1 0.000
#> HP1508501T2D_J23     2 0.000
#> HP1508501T2D_B17     2 0.000
#> HP1508501T2D_D5      1 0.000
#> HP1508501T2D_I3      2 0.000
#> HP1508501T2D_I8      1 0.000
#> HP1508501T2D_L6      1 0.000
#> HP1508501T2D_B5      1 0.000
#> HP1508501T2D_C14     1 0.000
#> HP1508501T2D_J11     2 0.000
#> HP1508501T2D_F16     1 0.000
#> HP1508501T2D_L7      1 0.000
#> HP1508501T2D_L14     1 0.000
#> HP1508501T2D_N7      2 0.000
#> HP1508501T2D_M15     2 0.000
#> HP1508501T2D_K22     2 0.000
#> HP1508501T2D_H17     2 0.000
#> HP1508501T2D_G10     1 0.000
#> HP1508501T2D_M22     2 0.000
#> HP1508501T2D_N13     2 0.000
#> HP1508501T2D_F14     2 1.000
#> HP1508501T2D_D6      1 0.000
#> HP1508501T2D_E12     1 0.000
#> HP1508501T2D_P3      1 0.000
#> HP1508501T2D_H4      1 0.000
#> HP1508501T2D_E18     1 0.000
#> HP1508501T2D_G11     1 0.000
#> HP1508501T2D_P11     1 0.000
#> HP1508501T2D_L16     1 0.000
#> HP1508501T2D_P9      1 0.000
#> HP1508501T2D_F8      2 0.000
#> HP1508501T2D_O14     1 0.000
#> HP1508501T2D_D1      1 0.000
#> HP1508501T2D_L10     2 0.000
#> HP1508501T2D_N24     2 0.000
#> HP1508501T2D_O7      2 0.000
#> HP1508501T2D_C9      2 0.000
#> HP1508501T2D_K21     1 0.000
#> HP1508501T2D_H6      1 0.000
#> HP1508501T2D_E15     2 0.000
#> HP1508501T2D_J9      1 0.000
#> HP1508501T2D_B11     1 0.000
#> HP1508501T2D_E10     1 0.000
#> HP1508501T2D_I18     1 0.000
#> HP1508501T2D_B21     2 1.000
#> HP1508501T2D_N17     2 0.000
#> HP1508501T2D_G12     2 0.000
#> HP1508501T2D_C13     1 0.000
#> HP1508501T2D_E22     1 0.000
#> HP1508501T2D_A24     1 0.000
#> HP1508501T2D_K16     1 0.000
#> HP1508501T2D_N20     1 0.000
#> HP1508501T2D_M4      1 0.000
#> HP1508501T2D_N2      2 0.000
#> HP1508501T2D_K18     2 0.000
#> HP1508501T2D_B8      1 0.000
#> HP1508501T2D_N22     2 0.000
#> HP1508501T2D_I16     1 0.000
#> HP1508501T2D_C24     2 0.000
#> HP1508501T2D_H13     2 0.000
#> HP1508501T2D_M7      2 0.000
#> HP1508501T2D_L21     2 0.000
#> HP1508501T2D_G19     2 0.000
#> HP1508501T2D_F1      1 0.000
#> HP1508501T2D_E7      2 0.000
#> HP1508501T2D_I11     2 0.000
#> HP1508501T2D_K7      2 0.000
#> HP1508501T2D_O9      2 0.000
#> HP1508501T2D_H12     1 1.000
#> HP1508501T2D_K4      1 0.000
#> HP1508501T2D_I17     2 0.000
#> HP1508501T2D_O13     2 0.000
#> HP1508501T2D_H18     1 0.000
#> HP1508501T2D_M16     1 1.000
#> HP1508501T2D_H3      1 0.000
#> HP1508501T2D_C10     1 0.000
#> HP1508501T2D_L11     2 0.000
#> HP1508501T2D_B20     1 0.000
#> HP1508501T2D_B4      1 0.000
#> HP1508501T2D_J17     1 0.000
#> HP1508501T2D_C23     1 0.000
#> HP1508501T2D_K17     1 0.000
#> HP1508501T2D_G14     2 0.000
#> HP1508501T2D_D3      1 0.000
#> HP1508501T2D_K20     1 0.000
#> HP1508501T2D_D16     1 0.000
#> HP1508501T2D_G24     1 0.000
#> HP1508501T2D_B10     1 0.000
#> HP1508501T2D_J13     2 0.000
#> HP1508501T2D_P8      1 0.000
#> HP1508501T2D_N18     1 0.000
#> HP1508501T2D_M18     2 0.000
#> HP1508501T2D_I22     1 0.000
#> HP1508501T2D_G20     1 0.000
#> HP1508501T2D_K12     1 0.000
#> HP1508501T2D_J20     1 0.000
#> HP1508501T2D_K6      2 0.000
#> HP1508501T2D_J4      1 0.000
#> HP1508501T2D_M14     1 0.000
#> HP1508501T2D_F21     2 0.000
#> HP1508501T2D_C19     2 0.000
#> HP1508501T2D_E8      1 0.000
#> HP1508501T2D_I23     1 0.000
#> HP1508501T2D_M8      1 0.000
#> HP1508501T2D_E17     2 0.000
#> HP1508501T2D_B22     1 0.000
#> HP1508501T2D_F7      1 0.000
#> HP1508501T2D_E19     1 0.000
#> HP1508501T2D_H16     2 0.000
#> HP1508501T2D_J12     1 0.502
#> HP1508501T2D_F9      1 0.000
#> HP1508501T2D_G17     2 0.000
#> HP1508501T2D_F15     2 0.000
#> HP1508501T2D_C15     2 0.000
#> HP1508501T2D_N4      2 1.000
#> HP1508501T2D_I10     2 0.000
#> HP1508501T2D_I14     1 0.000
#> HP1508501T2D_N15     2 0.000
#> HP1508501T2D_L23     2 0.000
#> HP1508501T2D_J3      1 0.000
#> HP1508501T2D_B24     2 0.000
#> HP1508501T2D_E4      2 0.000
#> HP1508501T2D_H23     1 0.000
#> HP1508501T2D_L2      2 0.000
#> HP1508501T2D_D9      2 0.000
#> HP1508501T2D_D21     1 0.000
#> HP1508501T2D_L15     2 0.000
#> HP1508501T2D_G18     2 0.000
#> HP1508501T2D_E23     2 1.000
#> HP1508501T2D_D14     1 0.000
#> HP1508501T2D_O8      2 0.000
#> HP1508501T2D_D24     2 0.000
#> HP1508501T2D_C12     2 0.000
#> HP1508501T2D_K15     2 0.000
#> HP1508501T2D_J22     2 0.000
#> HP1508501T2D_F18     1 0.000
#> HP1508501T2D_N23     2 0.000
#> HP1508501T2D_A17     2 0.000
#> HP1508501T2D_L24     2 0.000
#> HP1508501T2D_C11     2 0.000
#> HP1508501T2D_P2      2 0.000
#> HP1508501T2D_C8      1 0.000
#> HP1508501T2D_D13     1 0.000
#> HP1508501T2D_L17     2 1.000
#> HP1508501T2D_D15     1 0.000
#> HP1508501T2D_B14     2 0.000
#> HP1508501T2D_F11     1 0.000
#> HP1508501T2D_C16     1 0.000
#> HP1508501T2D_C18     2 0.000
#> HP1508501T2D_O12     2 0.000
#> HP1508501T2D_J14     2 0.000
#> HP1508501T2D_G6      1 0.498
#> HP1508501T2D_L5      2 0.000
#> HP1508501T2D_M23     2 0.000
#> HP1508501T2D_J5      1 0.000
#> HP1508501T2D_N10     2 0.000
#> HP1508501T2D_K23     2 0.000
#> HP1508501T2D_P1      1 0.000
#> HP1508501T2D_N11     1 0.000
#> HP1508501T2D_K24     1 0.000
#> HP1508501T2D_M12     1 0.000
#> HP1508501T2D_I4      2 0.000
#> HP1508501T2D_K19     1 0.000
#> HP1508501T2D_N6      2 0.000
#> HP1508501T2D_I19     2 0.000
#> HP1508501T2D_J6      1 0.000
#> HP1508501T2D_B12     1 0.000
#> HP1508501T2D_K14     1 0.000
#> HP1508501T2D_J16     2 0.000
#> HP1508501T2D_H10     1 0.000
#> HP1508501T2D_M5      1 0.000
#> HP1508501T2D_H21     2 1.000
#> HP1508501T2D_D18     2 0.000
#> HP1508501T2D_G13     2 0.000
#> HP1508501T2D_N21     2 0.000
#> HP1508501T2D_F2      1 0.000
#> HP1508501T2D_E20     2 0.000
#> HP1508501T2D_J2      2 0.000
#> HP1508501T2D_J8      1 0.000
#> HP1508501T2D_P6      1 0.000
#> HP1508501T2D_C4      1 0.000
#> HP1508501T2D_H15     1 0.000
#> HP1508501T2D_G23     2 0.000
#> HP1508501T2D_A14     1 0.000
#> HP1508501T2D_I7      2 0.000
#> HP1508501T2D_A12     1 0.000
#> HP1508501T2D_O11     2 0.000
#> HP1508501T2D_B3      1 0.000
#> HP1508501T2D_A15     1 0.000
#> HP1508501T2D_I12     2 0.000
#> HP1508501T2D_J1      1 0.000
#> HP1508501T2D_M10     2 0.000
#> HP1508501T2D_A11     2 0.000
#> HP1508501T2D_H14     1 1.000
#> HP1508501T2D_K9      1 0.000
#> HP1508501T2D_J24     1 0.000
#> HP1508501T2D_J18     1 0.000
#> HP1508501T2D_E11     2 0.000
#> HP1508501T2D_F20     1 0.000
#> HP1508501T2D_G4      1 0.000
#> HP1508501T2D_I13     2 0.000
#> HP1508501T2D_D8      1 0.000
#> HP1508501T2D_L9      2 0.000
#> HP1508501T2D_E9      2 0.000
#> HP1508501T2D_D22     2 0.000
#> HP1508501T2D_D10     1 0.000
#> HP1508501T2D_B16     1 0.000
#> HP1508501T2D_G22     1 0.000
#> HP1508501T2D_E13     1 0.000
#> HP1508501T2D_I21     2 0.000
#> HP1508501T2D_K3      2 0.000
#> HP1508501T2D_N8      2 0.000
#> HP1508501T2D_J15     2 0.000
#> HP1506401_I2         1 0.000
#> HP1506401_K1         1 0.000
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#> HP1506401_G2         2 0.000
#> HP1506401_K2         2 0.000
#> HP1506401_M1         2 0.000
#> HP1506401_G1         1 0.000
#> HP1506401_O2         2 0.000
#> HP1506401_D14        2 0.000
#> HP1506401_A9         2 0.000
#> HP1506401_B22        1 0.000
#> HP1506401_N10        2 0.000
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#> HP1506401_J9         2 0.000
#> HP1506401_K12        1 0.000
#> HP1506401_N1         2 0.000
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#> HP1506401_O16        2 0.000
#> HP1506401_D3         2 0.000
#> HP1506401_E23        2 0.000
#> HP1506401_G21        2 0.000
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#> HP1506401_N9         2 0.000
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#> HP1506401_M16        2 0.000
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#> HP1506401_C24        2 0.000
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#> HP1506401_O4         2 0.000
#> HP1506401_L7         2 1.000
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#> HP1506401_L21        2 0.000
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#> HP1504901_E14        1 0.000
#> HP1504901_G11        2 0.000
#> HP1504901_N24        1 0.000
#> HP1504901_D17        1 0.000
#> HP1504901_K6         1 0.000
#> HP1504901_D2         1 0.000
#> HP1504901_I18        1 0.000
#> HP1504901_E21        1 0.000
#> HP1504901_H18        1 0.000
#> HP1504901_D24        1 0.000
#> HP1504901_J6         1 0.000
#> HP1504901_I2         1 0.000
#> HP1504901_D14        1 0.000
#> HP1504901_G16        1 0.000
#> HP1504901_P20        1 0.000
#> HP1504901_M18        1 0.000
#> HP1504901_J3         1 0.000
#> HP1504901_F4         1 0.000
#> HP1504901_D7         1 0.000
#> HP1504901_M21        1 0.000
#> HP1504901_B10        1 0.000
#> HP1504901_H1         1 0.000
#> HP1504901_J5         1 1.000
#> HP1504901_K5         1 0.000
#> HP1504901_F10        1 0.000
#> HP1504901_H16        2 0.000
#> HP1504901_G15        1 0.000
#> HP1504901_H2         1 0.000
#> HP1504901_G18        1 0.000
#> HP1504901_N19        1 0.000
#> HP1504901_C10        1 0.000
#> HP1504901_I8         1 0.000
#> HP1504901_I22        1 0.000
#> HP1504901_B21        1 0.000
#> HP1504901_N7         1 0.000
#> HP1504901_C14        1 0.000
#> HP1504901_A10        1 0.000
#> HP1504901_I13        1 1.000
#> HP1504901_C23        1 0.000
#> HP1504901_E2         1 1.000
#> HP1504901_D21        1 0.000
#> HP1504901_G19        1 0.000
#> HP1504901_N21        1 1.000
#> HP1504901_B2         1 0.000
#> HP1504901_L9         1 0.000
#> HP1504901_N23        1 0.000
#> HP1504901_F3         1 0.000
#> HP1525301T2D_P14     2 0.000
#> HP1525301T2D_K15     1 0.000
#> HP1525301T2D_D19     1 0.000
#> HP1526901T2D_K12     1 0.000
#> HP1525301T2D_G11     1 0.000
#> HP1525301T2D_A6      1 0.000
#> HP1508501T2D_P4      1 0.000
#> HP1525301T2D_K23     1 0.000
#> HP1525301T2D_P16     2 0.000
#> HP1525301T2D_O14     2 0.000
#> HP1525301T2D_H14     2 0.000
#> HP1525301T2D_F24     2 0.000
#> HP1525301T2D_P1      2 0.000
#> HP1526901T2D_A20     1 0.000
#> HP1526901T2D_A10     1 0.000
#> HP1525301T2D_I21     1 0.000
#> HP1526901T2D_A3      1 0.000
#> HP1526901T2D_O5      2 0.000
#> HP1525301T2D_I12     1 0.000
#> HP1525301T2D_P22     1 0.000
#> HP1525301T2D_H9      2 0.000
#> HP1526901T2D_P20     1 0.000
#> HP1525301T2D_K16     2 0.000
#> HP1526901T2D_B6      1 0.000
#> HP1526901T2D_P9      1 0.000
#> HP1526901T2D_E11     1 0.000
#> HP1525301T2D_C3      2 0.000
#> HP1526901T2D_M21     1 0.000
#> HP1526901T2D_H18     1 0.000
#> HP1525301T2D_D1      2 0.000
#> HP1526901T2D_D5      1 0.000
#> HP1525301T2D_J14     1 0.000
#> HP1525301T2D_P6      1 0.000
#> HP1525301T2D_F15     1 0.000
#> HP1526901T2D_K6      1 0.000
#> HP1525301T2D_C16     1 0.000
#> HP1525301T2D_I18     2 0.000
#> HP1525301T2D_M11     2 0.000
#> HP1526901T2D_J6      1 0.000
#> HP1525301T2D_I23     2 0.000
#> HP1526901T2D_L16     1 0.000
#> HP1526901T2D_F2      1 0.000
#> HP1525301T2D_K14     2 0.000
#> HP1525301T2D_J7      2 0.000
#> HP1525301T2D_B1      1 0.000
#> HP1525301T2D_C4      2 0.000
#> HP1525301T2D_J21     2 0.000
#> HP1525301T2D_E19     1 0.000
#> HP1526901T2D_C13     1 0.000
#> HP1525301T2D_B4      1 0.000
#> HP1525301T2D_F19     1 0.000
#> HP1525301T2D_B5      1 0.000
#> HP1526901T2D_C19     1 0.000
#> HP1526901T2D_E18     1 0.000
#> HP1525301T2D_N3      1 0.000
#> HP1525301T2D_I6      1 0.000
#> HP1525301T2D_N23     1 0.000
#> HP1526901T2D_H23     1 0.000
#> HP1525301T2D_G22     1 0.000
#> HP1525301T2D_J5      2 0.000
#> HP1525301T2D_D10     2 0.000
#> HP1526901T2D_F15     2 0.000
#> HP1526901T2D_O22     1 0.000
#> HP1526901T2D_M8      2 0.000
#> HP1525301T2D_C6      2 0.000
#> HP1526901T2D_G21     1 0.000
#> HP1525301T2D_D11     1 0.000
#> HP1526901T2D_I6      1 0.000
#> HP1526901T2D_H24     1 0.000
#> HP1525301T2D_E1      1 0.000
#> HP1526901T2D_J22     1 0.000
#> HP1526901T2D_N15     1 0.000
#> HP1525301T2D_G3      2 0.000
#> HP1525301T2D_E11     2 0.000
#> HP1525301T2D_C2      1 0.000
#> HP1526901T2D_A1      1 0.000
#> HP1526901T2D_F3      1 0.000
#> HP1526901T2D_P21     1 0.000
#> HP1525301T2D_B11     1 0.000
#> HP1526901T2D_J24     1 0.000
#> HP1526901T2D_M15     1 0.000
#> HP1526901T2D_K11     1 0.000
#> HP1526901T2D_G17     1 0.000
#> HP1526901T2D_L1      1 0.000
#> HP1526901T2D_L2      1 0.000
#> HP1526901T2D_M19     1 0.000
#> HP1526901T2D_A16     1 0.000
#> HP1525301T2D_N4      2 0.000
#> HP1526901T2D_B4      1 0.000
#> HP1526901T2D_F21     1 0.000
#> HP1525301T2D_M16     1 0.000
#> HP1526901T2D_K3      1 0.000
#> HP1525301T2D_B24     2 0.000
#> HP1526901T2D_O15     1 0.000
#> HP1526901T2D_O12     1 1.000
#> HP1526901T2D_J21     1 0.000
#> HP1525301T2D_O1      2 0.000
#> HP1525301T2D_O20     2 0.000
#> HP1525301T2D_O9      2 0.000
#> HP1526901T2D_G7      1 0.000
#> HP1526901T2D_J5      1 0.000
#> HP1525301T2D_G13     2 0.000
#> HP1525301T2D_F23     1 0.000
#> HP1526901T2D_F4      1 0.000
#> HP1526901T2D_I1      2 0.000
#> HP1526901T2D_L4      1 0.000
#> HP1526901T2D_L14     1 0.000
#> HP1525301T2D_L23     2 0.000
#> HP1525301T2D_H23     1 0.000
#> HP1525301T2D_I1      2 0.000
#> HP1526901T2D_F10     1 0.000
#> HP1525301T2D_B23     1 0.000
#> HP1526901T2D_J18     2 0.000
#> HP1526901T2D_I10     1 0.000
#> HP1525301T2D_I4      1 0.000
#> HP1526901T2D_B24     2 0.000
#> HP1525301T2D_C24     2 0.000
#> HP1525301T2D_P8      1 0.000
#> HP1526901T2D_G24     2 0.000
#> HP1526901T2D_J8      1 0.000
#> HP1525301T2D_M22     1 1.000
#> HP1525301T2D_C1      1 0.000
#> HP1526901T2D_P13     2 0.000
#> HP1526901T2D_G23     1 0.000
#> HP1526901T2D_P22     1 0.000
#> HP1525301T2D_J2      1 0.000
#> HP1526901T2D_H20     1 0.000
#> HP1525301T2D_G14     2 0.000
#> HP1526901T2D_L7      1 0.000
#> HP1526901T2D_N12     1 0.000
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#> HP1525301T2D_L1      2 0.000
#> HP1526901T2D_F5      1 0.000
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#> HP1525301T2D_G20     2 0.000
#> HP1526901T2D_K24     1 0.000
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#> HP1526901T2D_P14     1 0.000
#> HP1526901T2D_N4      2 0.000
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#> HP1525301T2D_H24     2 0.000
#> HP1525301T2D_P13     2 0.000
#> HP1526901T2D_E20     1 0.000
#> HP1525301T2D_H6      1 0.000
#> HP1525301T2D_C10     1 0.000
#> HP1526901T2D_C3      1 0.000
#> HP1526901T2D_N13     1 0.000
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#> HP1525301T2D_H7      1 0.000
#> HP1525301T2D_G15     1 0.000
#> HP1526901T2D_E23     2 0.000
#> HP1525301T2D_D2      2 0.000
#> HP1526901T2D_D19     1 0.000
#> HP1525301T2D_I3      2 0.000
#> HP1525301T2D_E23     1 0.000
#> HP1526901T2D_N9      1 0.000
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#> HP1526901T2D_B18     1 0.000
#> HP1526901T2D_O21     1 0.000
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#> HP1525301T2D_F10     2 0.000
#> HP1525301T2D_K21     2 0.000
#> HP1525301T2D_E3      1 0.000
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#> HP1525301T2D_H3      2 0.000
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#> HP1526901T2D_G1      1 0.000
#> HP1525301T2D_N5      2 0.000
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#> HP1525301T2D_E12     2 0.000
#> HP1526901T2D_L5      1 0.249
#> HP1525301T2D_O18     1 0.000
#> HP1526901T2D_A23     1 0.000
#> HP1525301T2D_C13     2 0.000
#> HP1526901T2D_K22     1 0.000
#> HP1526901T2D_F17     1 0.000
#> HP1526901T2D_N3      1 0.000
#> HP1526901T2D_K23     1 0.000
#> HP1525301T2D_O2      1 0.249
#> HP1526901T2D_K4      2 0.000
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#> HP1526901T2D_P17     1 0.000
#> HP1526901T2D_O1      1 0.000
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#> HP1526901T2D_D22     2 0.000
#> HP1525301T2D_I11     2 0.751
#> HP1525301T2D_J15     2 0.000
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#> HP1526901T2D_G11     2 1.000
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#> HP1526901T2D_P2      1 0.000
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#> HP1525301T2D_A9      1 0.000
#> HP1526901T2D_A11     2 0.000
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#> HP1525301T2D_A15     2 0.000
#> HP1526901T2D_F16     2 0.000
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#> HP1525301T2D_P17     1 0.000
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#> HP1525301T2D_N8      1 0.000
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#> HP1526901T2D_B9      1 0.000
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#> HP1526901T2D_L24     1 0.000
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#> HP1526901T2D_M24     1 0.000
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#> HP1526901T2D_O23     1 0.000
#> HP1526901T2D_L3      1 0.000
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#> HP1526901T2D_A15     1 0.000
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#> HP1526901T2D_E1      2 0.000
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#> HP1526901T2D_F22     2 0.000
#> HP1526901T2D_D10     1 0.000
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#> HP1525301T2D_J4      1 0.000
#> HP1525301T2D_K10     2 0.000
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#> HP1526901T2D_N23     1 0.000
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#> HP1526901T2D_M14     2 0.751
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#> HP1525301T2D_C8      1 0.000
#> HP1526901T2D_B11     1 0.000
#> HP1525301T2D_A16     1 0.000
#> HP1526901T2D_P11     1 0.000
#> HP1525301T2D_C7      2 0.000
#> HP1526901T2D_O6      1 0.000
#> HP1525301T2D_J20     2 0.000
#> HP1526901T2D_M13     1 0.000
#> HP1526901T2D_E3      1 0.000
#> HP1526901T2D_G18     1 0.000
#> HP1525301T2D_N16     2 0.000
#> HP1525301T2D_C15     2 0.000
#> HP1525301T2D_B13     1 0.000
#> HP1525301T2D_M5      2 0.000
#> HP1526901T2D_F12     1 0.000
#> HP1525301T2D_D14     2 0.000
#> HP1526901T2D_J13     1 0.000
#> HP1526901T2D_I12     2 0.000
#> HP1526901T2D_P10     1 0.000
#> HP1525301T2D_P15     2 0.000
#> HP1525301T2D_N20     2 0.000
#> HP1525301T2D_P20     2 0.000
#> HP1526901T2D_C16     1 0.000
#> HP1525301T2D_L16     2 0.000
#> HP1526901T2D_J14     1 0.000
#> HP1525301T2D_G5      2 0.000
#> HP1525301T2D_P4      2 0.000
#> HP1525301T2D_I17     2 0.000
#> HP1526901T2D_C4      1 0.000
#> HP1526901T2D_H6      1 0.000
#> HP1526901T2D_N21     2 0.000
#> HP1525301T2D_M6      2 0.000
#> HP1525301T2D_L17     1 0.000
#> HP1526901T2D_C17     1 0.000
#> HP1525301T2D_P9      1 0.000
#> HP1526901T2D_F19     1 0.000
#> HP1525301T2D_N10     2 0.000
#> HP1526901T2D_K19     2 0.000
#> HP1525301T2D_J17     2 0.000
#> HP1526901T2D_D9      1 0.000
#> HP1525301T2D_D12     1 0.000
#> HP1526901T2D_F8      2 0.000
#> HP1526901T2D_P19     1 0.000
#> HP1525301T2D_N1      2 0.000
#> HP1525301T2D_B21     2 0.000
#> HP1525301T2D_H16     2 0.000
#> HP1526901T2D_E14     2 0.000
#> HP1526901T2D_C11     1 0.000
#> HP1526901T2D_H21     2 0.000
#> HP1525301T2D_M15     2 0.000
#> HP1525301T2D_A5      1 0.000
#> HP1526901T2D_L23     1 0.000
#> HP1525301T2D_M10     1 0.000
#> HP1526901T2D_N2      1 0.000
#> HP1525301T2D_C19     2 0.000
#> HP1526901T2D_O10     1 0.000
#> HP1526901T2D_H19     1 0.000
#> HP1526901T2D_C6      1 0.000
#> HP1526901T2D_I9      2 0.000
#> HP1526901T2D_E19     1 0.000
#> HP1526901T2D_L21     1 0.000
#> HP1525301T2D_K8      2 0.000
#> HP1526901T2D_I11     1 0.000
#> HP1526901T2D_E10     1 0.000
#> HP1525301T2D_H8      2 0.000
#> HP1526901T2D_L12     1 0.000
#> HP1525301T2D_B7      1 0.000
#> HP1525301T2D_K2      2 0.000
#> HP1526901T2D_H10     1 0.000
#> HP1525301T2D_M9      2 0.000
#> HP1526901T2D_D1      1 0.000
#> HP1525301T2D_K7      2 1.000
#> HP1525301T2D_D21     2 0.000
#> HP1526901T2D_P1      1 0.000
#> HP1526901T2D_E6      1 0.000
#> HP1525301T2D_K5      2 0.000
#> HP1526901T2D_M22     1 0.000
#> HP1525301T2D_B14     2 0.000
#> HP1525301T2D_B18     1 0.000
#> HP1526901T2D_J12     2 0.000
#> HP1525301T2D_D4      2 0.000
#> HP1526901T2D_M23     1 0.000
#> HP1525301T2D_K19     1 0.000
#> HP1525301T2D_G1      1 0.000
#> HP1525301T2D_F3      2 0.000
#> HP1526901T2D_F20     1 0.000
#> HP1526901T2D_N14     1 0.000
#> HP1525301T2D_G10     2 0.000
#> HP1525301T2D_M17     1 0.000
#> HP1525301T2D_H2      2 0.000
#> HP1525301T2D_A7      1 0.000
#> HP1526901T2D_A21     2 0.000
#> HP1525301T2D_H1      2 0.000
#> HP1526901T2D_F23     1 0.000
#> HP1525301T2D_J19     1 0.000
#> HP1526901T2D_G19     1 0.000
#> HP1525301T2D_G18     1 0.000
#> HP1526901T2D_G22     2 0.000
#> HP1525301T2D_H18     2 0.000
#> HP1526901T2D_C24     1 0.000
#> HP1526901T2D_L6      1 0.000
#> HP1526901T2D_I4      1 0.000
#> HP1525301T2D_O16     2 0.000
#> HP1525301T2D_E16     1 0.000
#> HP1526901T2D_B5      2 0.000
#> HP1526901T2D_O4      2 0.000
#> HP1526901T2D_P18     1 0.000
#> HP1525301T2D_I24     2 0.000
#> HP1525301T2D_O24     2 0.000
#> HP1526901T2D_D21     1 0.000
#> HP1526901T2D_C10     1 0.000
#> HP1526901T2D_D14     1 0.000
#> HP1526901T2D_C1      1 0.000
#> HP1526901T2D_D12     2 0.000
#> HP1526901T2D_E5      1 0.000
#> HP1525301T2D_M20     2 0.000
#> HP1526901T2D_G4      1 0.000
#> HP1526901T2D_P4      1 0.000
#> HP1526901T2D_B14     1 0.000
#> HP1525301T2D_H17     2 0.000
#> HP1525301T2D_C21     2 0.000
#> HP1526901T2D_C2      1 0.000
#> HP1525301T2D_L13     2 0.000
#> HP1525301T2D_K17     2 0.000
#> HP1526901T2D_K14     1 0.000
#> HP1526901T2D_G9      1 0.000
#> HP1526901T2D_I17     2 0.000
#> HP1525301T2D_A3      1 0.000
#> HP1525301T2D_N21     1 0.000
#> HP1525301T2D_D8      2 0.000
#> HP1526901T2D_I22     1 0.000
#> HP1526901T2D_O8      1 0.000
#> HP1526901T2D_B13     1 0.000
#> HP1526901T2D_H3      1 0.000
#> HP1525301T2D_O5      1 0.000
#> HP1526901T2D_M18     2 0.000
#> HP1525301T2D_M12     2 0.000
#> HP1526901T2D_J17     1 0.000
#> HP1526901T2D_E16     2 0.000
#> HP1525301T2D_N12     2 0.000
#> HP1525301T2D_C11     2 0.000
#> HP1526901T2D_D16     1 0.000
#> HP1526901T2D_M16     1 0.000
#> HP1525301T2D_D9      1 0.000
#> HP1525301T2D_G8      1 0.000
#> HP1525301T2D_I8      2 0.000
#> HP1525301T2D_O22     2 0.000
#> HP1525301T2D_K1      2 0.000
#> HP1525301T2D_E17     2 0.000
#> HP1525301T2D_E22     1 0.000
#> HP1525301T2D_K22     1 0.000
#> HP1525301T2D_D15     2 0.000
#> HP1526901T2D_H5      2 0.000
#> HP1525301T2D_H20     1 0.000
#> HP1525301T2D_N9      1 0.000
#> HP1525301T2D_G21     2 0.000
#> HP1525301T2D_M14     1 0.000
#> HP1526901T2D_A5      1 0.000
#> HP1525301T2D_O13     1 0.000
#> HP1526901T2D_F18     1 0.000
#> HP1526901T2D_O19     2 0.000
#> HP1526901T2D_D17     1 0.000
#> HP1525301T2D_C22     2 0.000
#> HP1525301T2D_B12     2 0.000
#> HP1525301T2D_B3      2 0.000
#> HP1526901T2D_K15     1 0.000
#> HP1525301T2D_J1      1 0.000
#> HP1525301T2D_N6      2 0.000
#> HP1526901T2D_A14     1 0.000
#> HP1526901T2D_A13     1 0.000
#> HP1526901T2D_N11     2 0.000
#> HP1526901T2D_I15     1 0.000
#> HP1526901T2D_B10     1 0.000
#> HP1526901T2D_K7      1 0.000
#> HP1526901T2D_H8      2 0.000
#> HP1525301T2D_I16     2 0.000
#> HP1526901T2D_N19     1 0.000
#> HP1526901T2D_B3      2 0.000
#> HP1526901T2D_G8      1 0.000
#> HP1525301T2D_O11     1 0.000
#> HP1525301T2D_E8      1 0.000
#> HP1526901T2D_M3      1 0.000
#> HP1526901T2D_I18     1 0.000
#> HP1525301T2D_P23     2 0.000
#> HP1525301T2D_N24     1 0.000
#> HP1526901T2D_M7      1 0.000
#> HP1526901T2D_N16     1 0.000
#> HP1526901T2D_C8      2 0.000
#> HP1526901T2D_H2      2 0.000
#> HP1526901T2D_I16     1 0.000
#> HP1526901T2D_F7      1 0.000
#> HP1525301T2D_K3      1 0.000
#> HP1525301T2D_J10     1 0.000
#> HP1526901T2D_N8      1 0.000
#> HP1526901T2D_A8      1 0.000

show/hide code output

get_classes(res, k = 3)
#>                  class     p
#> HP1502401_J14        1 1.000
#> HP1502401_B14        1 1.000
#> HP1502401_A14        2 0.000
#> HP1502401_C14        3 1.000
#> HP1502401_G14        1 1.000
#> HP1502401_E14        1 1.000
#> HP1502401_L14        3 1.000
#> HP1502401_M14        3 0.000
#> HP1502401_K14        3 0.751
#> HP1502401_I14        2 0.000
#> HP1502401_F13        2 0.000
#> HP1502401_L13        1 1.000
#> HP1502401_H14        1 1.000
#> HP1502401_F17        1 1.000
#> HP1504101T2D_B4      1 1.000
#> HP1504101T2D_M6      3 1.000
#> HP1504101T2D_F15     3 0.000
#> HP1504101T2D_H7      1 0.000
#> HP1502401_H23        2 0.000
#> HP1502401_L21        3 0.000
#> HP1504101T2D_F10     3 1.000
#> HP1504101T2D_B10     3 1.000
#> HP1502401_G18        2 0.000
#> HP1502401_K22        3 1.000
#> HP1502401_I22        1 1.000
#> HP1504101T2D_M18     3 0.000
#> HP1502401_J22        1 1.000
#> HP1504101T2D_O12     3 0.000
#> HP1502401_M15        1 1.000
#> HP1504101T2D_G16     3 1.000
#> HP1504101T2D_L23     3 0.000
#> HP1502401_G24        3 1.000
#> HP1502401_G23        2 0.000
#> HP1504101T2D_A24     3 0.000
#> HP1504101T2D_N17     3 0.249
#> HP1502401_N8         3 1.000
#> HP1504101T2D_G1      3 0.000
#> HP1504101T2D_A15     3 1.000
#> HP1504101T2D_M19     3 0.000
#> HP1502401_O16        3 1.000
#> HP1504101T2D_E16     3 0.249
#> HP1502401_A12        3 1.000
#> HP1502401_D18        2 0.000
#> HP1504101T2D_K2      3 1.000
#> HP1502401_K19        1 0.000
#> HP1502401_D5         3 0.000
#> HP1502401_H22        1 1.000
#> HP1504101T2D_J15     3 1.000
#> HP1504101T2D_N7      3 1.000
#> HP1504101T2D_O16     3 0.000
#> HP1502401_M5         3 0.249
#> HP1504101T2D_M4      3 1.000
#> HP1504101T2D_I20     3 0.000
#> HP1502401_K17        1 0.249
#> HP1504101T2D_B22     3 1.000
#> HP1504101T2D_G4      3 0.502
#> HP1502401_H15        3 1.000
#> HP1502401_H8         3 1.000
#> HP1502401_N17        1 1.000
#> HP1504101T2D_L13     1 1.000
#> HP1504101T2D_K24     3 0.000
#> HP1504101T2D_B24     1 1.000
#> HP1504101T2D_H14     3 0.253
#> HP1502401_A7         3 1.000
#> HP1504101T2D_I1      1 1.000
#> HP1502401_O2         3 0.000
#> HP1502401_J21        3 0.000
#> HP1504101T2D_J13     3 0.000
#> HP1502401_J8         3 1.000
#> HP1502401_N15        3 0.000
#> HP1504101T2D_L14     2 0.000
#> HP1504101T2D_D2      3 0.000
#> HP1502401_N2         2 0.000
#> HP1502401_H7         1 1.000
#> HP1504101T2D_O13     1 1.000
#> HP1504101T2D_L2      3 1.000
#> HP1502401_E5         3 1.000
#> HP1502401_O1         1 1.000
#> HP1502401_B7         1 1.000
#> HP1504101T2D_I24     3 0.000
#> HP1504101T2D_J18     3 1.000
#> HP1502401_L3         1 1.000
#> HP1502401_J1         3 0.000
#> HP1502401_H3         3 1.000
#> HP1504101T2D_B6      3 1.000
#> HP1502401_I15        3 0.498
#> HP1504101T2D_B8      2 0.000
#> HP1502401_D17        1 1.000
#> HP1504101T2D_M15     3 1.000
#> HP1502401_I4         3 0.751
#> HP1502401_J23        3 0.000
#> HP1502401_O14        2 0.000
#> HP1504101T2D_N15     3 1.000
#> HP1502401_L5         2 0.000
#> HP1504101T2D_F7      3 0.000
#> HP1504101T2D_I5      3 0.000
#> HP1504101T2D_C1      2 0.000
#> HP1504101T2D_P14     3 0.000
#> HP1504101T2D_A20     3 0.000
#> HP1502401_H11        1 1.000
#> HP1504101T2D_K19     2 0.000
#> HP1502401_K15        1 1.000
#> HP1504101T2D_C17     3 0.000
#> HP1502401_G10        1 1.000
#> HP1502401_L2         3 1.000
#> HP1504101T2D_D8      1 0.249
#> HP1502401_L23        3 0.000
#> HP1502401_F19        3 1.000
#> HP1502401_L17        1 1.000
#> HP1502401_O22        3 0.751
#> HP1504101T2D_I7      1 1.000
#> HP1504101T2D_H5      3 0.747
#> HP1502401_L16        1 1.000
#> HP1504101T2D_F22     3 0.000
#> HP1504101T2D_J2      3 0.000
#> HP1504101T2D_E1      1 1.000
#> HP1502401_A18        3 0.000
#> HP1504101T2D_A19     3 0.000
#> HP1504101T2D_G2      3 0.000
#> HP1504101T2D_J11     3 0.000
#> HP1504101T2D_K22     3 0.000
#> HP1502401_L12        3 1.000
#> HP1504101T2D_E19     1 0.751
#> HP1502401_E22        1 1.000
#> HP1502401_H2         3 0.249
#> HP1504101T2D_G17     3 0.751
#> HP1502401_N1         3 0.000
#> HP1504101T2D_N19     3 0.000
#> HP1504101T2D_I17     3 1.000
#> HP1502401_E7         3 1.000
#> HP1504101T2D_E11     3 1.000
#> HP1502401_H21        2 0.000
#> HP1504101T2D_E18     3 0.249
#> HP1504101T2D_D7      3 0.000
#> HP1502401_B18        1 1.000
#> HP1502401_K9         3 0.000
#> HP1502401_E16        3 1.000
#> HP1504101T2D_L21     3 0.000
#> HP1504101T2D_N12     3 0.000
#> HP1502401_M4         1 1.000
#> HP1504101T2D_B16     3 1.000
#> HP1504101T2D_E23     3 0.000
#> HP1502401_D7         1 0.498
#> HP1504101T2D_L15     3 1.000
#> HP1504101T2D_D17     3 1.000
#> HP1504101T2D_A4      3 0.000
#> HP1502401_O21        1 1.000
#> HP1502401_M10        1 1.000
#> HP1504101T2D_H9      3 0.000
#> HP1504101T2D_A5      3 0.253
#> HP1504101T2D_K23     3 0.000
#> HP1502401_I7         1 1.000
#> HP1502401_C18        3 1.000
#> HP1502401_O6         1 0.747
#> HP1502401_K24        3 1.000
#> HP1502401_J11        1 1.000
#> HP1502401_H4         3 1.000
#> HP1502401_L11        3 1.000
#> HP1502401_K3         1 1.000
#> HP1502401_C8         3 0.751
#> HP1504101T2D_I18     3 0.000
#> HP1502401_F22        1 1.000
#> HP1502401_I16        1 1.000
#> HP1502401_B17        2 0.000
#> HP1504101T2D_P2      3 1.000
#> HP1502401_N18        2 0.000
#> HP1504101T2D_N10     3 1.000
#> HP1504101T2D_I14     3 0.000
#> HP1504101T2D_F17     3 1.000
#> HP1502401_B24        1 1.000
#> HP1502401_C6         3 1.000
#> HP1504101T2D_G9      1 1.000
#> HP1502401_N12        1 1.000
#> HP1502401_M24        3 1.000
#> HP1504101T2D_E10     1 1.000
#> HP1504101T2D_P9      3 1.000
#> HP1504101T2D_G24     3 0.000
#> HP1502401_N4         1 1.000
#> HP1502401_E21        3 0.000
#> HP1502401_H6         1 1.000
#> HP1504101T2D_I6      2 0.000
#> HP1502401_J6         3 0.000
#> HP1502401_M7         3 0.502
#> HP1504101T2D_M21     3 0.000
#> HP1504101T2D_F11     1 1.000
#> HP1504101T2D_D19     3 0.000
#> HP1502401_O24        1 1.000
#> HP1504101T2D_E24     3 0.000
#> HP1504101T2D_K4      3 0.000
#> HP1502401_I6         3 0.000
#> HP1504101T2D_N9      3 1.000
#> HP1502401_C16        3 1.000
#> HP1504101T2D_M7      3 0.000
#> HP1502401_B20        1 1.000
#> HP1502401_K23        1 1.000
#> HP1502401_F18        1 1.000
#> HP1504101T2D_O4      3 1.000
#> HP1504101T2D_E4      3 0.249
#> HP1502401_G4         3 0.498
#> HP1504101T2D_I16     3 0.249
#> HP1504101T2D_O6      3 0.000
#> HP1504101T2D_D18     3 0.000
#> HP1504101T2D_F2      3 0.000
#> HP1502401_D8         1 1.000
#> HP1504101T2D_E6      3 1.000
#> HP1504101T2D_I15     3 0.751
#> HP1504101T2D_P3      2 0.000
#> HP1504101T2D_I10     3 1.000
#> HP1502401_B21        3 0.000
#> HP1502401_D3         3 1.000
#> HP1502401_O18        3 1.000
#> HP1504101T2D_E14     3 0.751
#> HP1504101T2D_C18     3 0.000
#> HP1502401_G6         1 1.000
#> HP1504101T2D_B11     3 1.000
#> HP1504101T2D_C4      3 1.000
#> HP1504101T2D_C15     3 0.000
#> HP1502401_F12        3 0.000
#> HP1504101T2D_C22     3 0.000
#> HP1502401_C10        3 1.000
#> HP1502401_L7         1 1.000
#> HP1502401_B22        1 0.000
#> HP1502401_M8         2 0.000
#> HP1502401_I2         2 0.000
#> HP1502401_G11        3 1.000
#> HP1502401_E19        3 0.000
#> HP1504101T2D_P24     3 0.000
#> HP1502401_J10        3 1.000
#> HP1502401_L18        2 0.751
#> HP1504101T2D_D13     3 0.000
#> HP1502401_I9         1 1.000
#> HP1502401_D6         3 1.000
#> HP1504101T2D_F12     3 0.000
#> HP1504101T2D_C14     3 1.000
#> HP1504101T2D_H20     3 0.000
#> HP1504101T2D_E9      3 1.000
#> HP1502401_A4         3 0.000
#> HP1504101T2D_G12     3 0.249
#> HP1502401_K5         3 1.000
#> HP1502401_G12        1 1.000
#> HP1504101T2D_N13     3 1.000
#> HP1502401_D12        3 1.000
#> HP1502401_C4         1 1.000
#> HP1502401_K1         1 1.000
#> HP1502401_M2         3 1.000
#> HP1502401_J20        3 0.000
#> HP1502401_N23        3 1.000
#> HP1504101T2D_L8      3 0.000
#> HP1504101T2D_L7      3 0.502
#> HP1502401_O23        3 0.000
#> HP1502401_D22        1 1.000
#> HP1502401_B5         3 1.000
#> HP1504101T2D_H18     2 0.000
#> HP1502401_D4         2 0.000
#> HP1504101T2D_F18     2 0.000
#> HP1502401_E6         3 1.000
#> HP1502401_J18        1 1.000
#> HP1504101T2D_A10     2 0.000
#> HP1502401_M1         3 1.000
#> HP1502401_B15        1 1.000
#> HP1502401_J4         3 1.000
#> HP1502401_A15        1 1.000
#> HP1504101T2D_B17     3 0.000
#> HP1502401_K10        2 0.000
#> HP1502401_D10        2 0.000
#> HP1504101T2D_N20     3 1.000
#> HP1504101T2D_M24     3 0.000
#> HP1504101T2D_B3      1 0.000
#> HP1502401_A22        2 0.000
#> HP1502401_G20        3 0.249
#> HP1504101T2D_C12     1 1.000
#> HP1504101T2D_G22     3 0.000
#> HP1504101T2D_I19     1 0.000
#> HP1504101T2D_P17     3 0.000
#> HP1504101T2D_C9      1 1.000
#> HP1502401_D20        3 1.000
#> HP1502401_G7         3 0.751
#> HP1502401_H5         1 1.000
#> HP1502401_D16        3 1.000
#> HP1504101T2D_G14     3 0.502
#> HP1504101T2D_G10     3 0.000
#> HP1504101T2D_M1      3 0.000
#> HP1502401_N7         1 1.000
#> HP1504101T2D_A13     3 1.000
#> HP1502401_M19        3 0.000
#> HP1504101T2D_C11     2 0.000
#> HP1504101T2D_K12     3 0.000
#> HP1502401_J15        2 0.000
#> HP1504101T2D_D21     3 1.000
#> HP1504101T2D_G19     3 0.000
#> HP1502401_K6         3 1.000
#> HP1502401_K2         3 0.000
#> HP1504101T2D_B18     3 0.000
#> HP1504101T2D_M2      3 0.249
#> HP1502401_O8         1 1.000
#> HP1504101T2D_M9      3 1.000
#> HP1502401_K16        3 0.000
#> HP1502401_E17        3 1.000
#> HP1502401_M23        3 1.000
#> HP1504101T2D_O14     3 0.000
#> HP1504101T2D_P22     3 0.000
#> HP1502401_J19        2 0.000
#> HP1502401_G3         1 1.000
#> HP1504101T2D_H6      3 1.000
#> HP1502401_I18        1 1.000
#> HP1502401_J7         1 0.000
#> HP1502401_L10        3 1.000
#> HP1504101T2D_M10     3 0.000
#> HP1502401_M12        1 1.000
#> HP1502401_I1         3 0.000
#> HP1502401_N9         1 1.000
#> HP1502401_F15        1 1.000
#> HP1504101T2D_A17     1 1.000
#> HP1504101T2D_L11     3 0.000
#> HP1504101T2D_E3      1 0.751
#> HP1502401_L22        3 1.000
#> HP1502401_O10        2 0.000
#> HP1502401_G8         3 0.000
#> HP1504101T2D_O22     3 0.000
#> HP1504101T2D_E7      1 1.000
#> HP1504101T2D_M5      3 0.000
#> HP1502401_K12        1 0.000
#> HP1504101T2D_K10     2 0.000
#> HP1504101T2D_B21     3 0.000
#> HP1504101T2D_C10     1 1.000
#> HP1502401_D24        3 1.000
#> HP1504101T2D_N21     3 1.000
#> HP1502401_G22        3 1.000
#> HP1502401_B1         1 1.000
#> HP1502401_B11        1 1.000
#> HP1502401_C12        2 0.000
#> HP1504101T2D_J7      3 0.498
#> HP1504101T2D_G3      3 1.000
#> HP1504101T2D_A6      3 0.000
#> HP1504101T2D_I8      3 0.000
#> HP1504101T2D_J16     2 0.000
#> HP1504101T2D_C21     3 0.502
#> HP1502401_O4         3 1.000
#> HP1502401_F24        1 1.000
#> HP1504101T2D_M8      1 0.249
#> HP1504101T2D_K8      3 1.000
#> HP1504101T2D_D24     3 0.000
#> HP1502401_L15        3 0.751
#> HP1504101T2D_P21     3 0.000
#> HP1502401_J17        2 0.000
#> HP1502401_M3         3 1.000
#> HP1504101T2D_A12     3 0.000
#> HP1502401_E10        3 1.000
#> HP1504101T2D_O9      3 0.000
#> HP1504101T2D_F14     3 1.000
#> HP1504101T2D_N1      3 0.502
#> HP1504101T2D_H23     3 0.000
#> HP1502401_N10        2 0.000
#> HP1502401_G5         3 1.000
#> HP1502401_H20        3 1.000
#> HP1504101T2D_I23     3 0.000
#> HP1502401_O20        3 1.000
#> HP1504101T2D_D9      3 1.000
#> HP1504101T2D_B5      3 0.000
#> HP1504101T2D_L5      1 1.000
#> HP1502401_H24        3 0.000
#> HP1502401_A6         3 1.000
#> HP1504101T2D_O20     3 0.000
#> HP1504101T2D_E15     3 0.000
#> HP1502401_O7         3 0.751
#> HP1504101T2D_B7      3 1.000
#> HP1502401_L4         1 1.000
#> HP1502401_C5         3 1.000
#> HP1504101T2D_L24     3 0.000
#> HP1504101T2D_B12     3 0.000
#> HP1504101T2D_N24     3 0.000
#> HP1504101T2D_H2      3 0.249
#> HP1502401_A2         3 0.000
#> HP1502401_D2         2 0.000
#> HP1504101T2D_N22     3 0.000
#> HP1502401_O17        1 1.000
#> HP1504101T2D_E22     3 0.000
#> HP1504101T2D_E8      1 1.000
#> HP1502401_M6         1 1.000
#> HP1504101T2D_L1      3 0.000
#> HP1504101T2D_C20     3 0.000
#> HP1504101T2D_H17     1 1.000
#> HP1504101T2D_L4      3 1.000
#> HP1504101T2D_P7      3 0.000
#> HP1504101T2D_J14     1 1.000
#> HP1504101T2D_O10     3 0.000
#> HP1502401_H12        3 1.000
#> HP1504101T2D_E21     3 0.000
#> HP1504101T2D_K20     3 0.000
#> HP1504101T2D_I22     3 0.000
#> HP1502401_F9         1 1.000
#> HP1504101T2D_H4      1 1.000
#> HP1502401_F16        1 1.000
#> HP1502401_M20        3 0.000
#> HP1504101T2D_K17     3 0.000
#> HP1504101T2D_L10     3 0.000
#> HP1504101T2D_I2      1 0.249
#> HP1504101T2D_J3      3 1.000
#> HP1502401_E23        2 0.000
#> HP1502401_A24        1 1.000
#> HP1502401_M11        3 0.502
#> HP1502401_I8         3 1.000
#> HP1504101T2D_H21     3 0.000
#> HP1502401_F23        3 0.000
#> HP1504101T2D_O3      3 0.000
#> HP1504101T2D_N2      1 1.000
#> HP1504101T2D_J20     3 0.000
#> HP1504101T2D_L3      3 0.751
#> HP1504101T2D_P11     3 0.000
#> HP1502401_E24        2 0.000
#> HP1504101T2D_G21     3 0.000
#> HP1504101T2D_F3      3 1.000
#> HP1504101T2D_J1      3 1.000
#> HP1502401_M21        3 1.000
#> HP1504101T2D_F1      2 0.000
#> HP1502401_I12        1 0.000
#> HP1504101T2D_P5      3 0.502
#> HP1502401_K21        3 0.000
#> HP1504101T2D_N8      3 0.000
#> HP1502401_C20        1 1.000
#> HP1504101T2D_G23     3 0.000
#> HP1502401_H16        3 1.000
#> HP1502401_J24        2 0.000
#> HP1504101T2D_D15     3 1.000
#> HP1504101T2D_D23     3 0.498
#> HP1504101T2D_N6      3 0.000
#> HP1502401_L20        3 0.000
#> HP1502401_N20        1 1.000
#> HP1502401_E11        3 1.000
#> HP1504101T2D_H1      3 1.000
#> HP1502401_K11        1 0.249
#> HP1502401_M16        2 0.000
#> HP1502401_E2         2 0.000
#> HP1504101T2D_D12     3 0.000
#> HP1504101T2D_H22     3 0.000
#> HP1502401_B10        1 1.000
#> HP1502401_F20        3 0.000
#> HP1504101T2D_B13     3 0.000
#> HP1504101T2D_F19     3 0.000
#> HP1504101T2D_F13     3 0.000
#> HP1502401_B16        3 1.000
#> HP1502401_C1         2 0.000
#> HP1502401_C21        1 1.000
#> HP1504101T2D_J9      1 1.000
#> HP1502401_I21        2 0.000
#> HP1504101T2D_H24     3 0.000
#> HP1502401_C7         1 1.000
#> HP1502401_H19        1 1.000
#> HP1502401_L1         3 0.000
#> HP1502401_J2         2 0.000
#> HP1504101T2D_E20     3 1.000
#> HP1502401_I24        3 1.000
#> HP1504101T2D_P12     3 1.000
#> HP1504101T2D_C16     3 0.000
#> HP1502401_N21        1 1.000
#> HP1502401_A10        1 1.000
#> HP1502401_M22        2 0.000
#> HP1502401_A17        1 1.000
#> HP1504101T2D_A8      3 0.000
#> HP1502401_J12        1 1.000
#> HP1504101T2D_H15     3 1.000
#> HP1504101T2D_J22     3 0.000
#> HP1502401_F21        3 1.000
#> HP1502401_H1         3 1.000
#> HP1504101T2D_O11     3 0.253
#> HP1504101T2D_M23     3 0.000
#> HP1504101T2D_J5      3 0.000
#> HP1502401_I23        3 0.751
#> HP1504101T2D_G8      3 0.249
#> HP1502401_O3         1 1.000
#> HP1502401_F10        3 0.000
#> HP1502401_H18        1 0.000
#> HP1502401_E3         1 1.000
#> HP1504101T2D_J24     3 0.000
#> HP1504101T2D_D5      3 0.000
#> HP1504101T2D_D11     3 1.000
#> HP1504101T2D_O23     3 0.751
#> HP1502401_N3         3 1.000
#> HP1504101T2D_L18     3 0.000
#> HP1504101T2D_F20     3 0.498
#> HP1502401_N16        2 0.000
#> HP1504101T2D_K18     3 0.000
#> HP1504101T2D_P18     3 0.000
#> HP1502401_E9         3 1.000
#> HP1504101T2D_M3      1 1.000
#> HP1504101T2D_L19     3 1.000
#> HP1504101T2D_N5      3 1.000
#> HP1502401_N19        3 1.000
#> HP1502401_B8         3 1.000
#> HP1502401_E20        2 0.000
#> HP1504101T2D_A23     3 0.000
#> HP1504101T2D_D6      3 1.000
#> HP1502401_K20        3 1.000
#> HP1504101T2D_N16     3 1.000
#> HP1502401_B23        3 1.000
#> HP1504101T2D_O24     2 0.000
#> HP1504101T2D_A18     3 0.502
#> HP1504101T2D_F16     3 0.751
#> AZ_A2                1 1.000
#> AZ_B9                3 1.000
#> AZ_A6                3 0.000
#> AZ_C11               3 1.000
#> AZ_B10               1 1.000
#> AZ_C10               1 1.000
#> AZ_B8                2 0.000
#> AZ_B1                3 0.502
#> AZ_A12               1 1.000
#> AZ_C1                3 0.000
#> AZ_A8                1 1.000
#> AZ_A11               3 1.000
#> AZ_C2                3 0.000
#> AZ_B11               3 0.000
#> AZ_B12               3 1.000
#> AZ_B2                3 0.000
#> AZ_B3                3 0.000
#> AZ_A7                2 0.000
#> AZ_A10               3 0.000
#> AZ_C3                2 0.000
#> AZ_B5                3 0.000
#> AZ_E12               3 1.000
#> AZ_D3                1 1.000
#> AZ_E4                3 0.000
#> AZ_G6                3 1.000
#> AZ_H5                1 1.000
#> AZ_G4                1 0.747
#> AZ_G10               1 1.000
#> AZ_D6                1 1.000
#> AZ_H1                1 0.000
#> AZ_G3                1 1.000
#> AZ_H11               1 1.000
#> AZ_D9                1 1.000
#> AZ_D5                1 1.000
#> AZ_G5                1 1.000
#> AZ_H2                1 0.249
#> AZ_E2                3 1.000
#> AZ_H10               2 0.000
#> AZ_F6                2 0.000
#> AZ_F5                1 0.000
#> AZ_D8                3 0.249
#> AZ_E3                1 0.000
#> AZ_E7                3 0.000
#> AZ_G2                1 0.249
#> AZ_H6                1 0.249
#> AZ_F9                2 0.000
#> AZ_C8                3 1.000
#> AZ_H12               1 1.000
#> AZ_E5                3 1.000
#> AZ_D12               1 1.000
#> AZ_F4                3 0.000
#> AZ_F7                3 0.000
#> AZ_C4                1 1.000
#> AZ_C5                3 0.000
#> AZ_D7                3 1.000
#> AZ_D4                3 0.000
#> AZ_F2                1 1.000
#> AZ_E8                3 0.000
#> AZ_F1                3 0.249
#> AZ_F8                3 1.000
#> AZ_C9                2 0.000
#> AZ_G1                1 1.000
#> AZ_E9                1 1.000
#> AZ_H9                1 0.000
#> AZ_D2                1 1.000
#> HP1508501T2D_M1      1 0.000
#> HP1508501T2D_K2      2 0.000
#> HP1508501T2D_E1      2 0.000
#> HP1508501T2D_A3      3 1.000
#> HP1508501T2D_I2      1 1.000
#> HP1508501T2D_O1      3 0.000
#> HP1508501T2D_G2      2 0.000
#> HP1508501T2D_I1      2 0.000
#> HP1508501T2D_C2      2 0.000
#> HP1508501T2D_K1      1 1.000
#> HP1508501T2D_G3      2 0.000
#> HP1508501T2D_G1      2 0.000
#> HP1508501T2D_C20     1 1.000
#> HP1508501T2D_M9      1 0.498
#> HP1508501T2D_L13     3 0.000
#> HP1508501T2D_O4      1 0.000
#> HP1508501T2D_N1      2 0.000
#> HP1508501T2D_P7      3 0.000
#> HP1508501T2D_B15     3 0.000
#> HP1508501T2D_D2      3 0.000
#> HP1508501T2D_H11     3 0.000
#> HP1508501T2D_E24     1 1.000
#> HP1508501T2D_B18     2 0.000
#> HP1508501T2D_G15     3 0.000
#> HP1508501T2D_M20     1 1.000
#> HP1508501T2D_B23     1 1.000
#> HP1508501T2D_A8      2 0.000
#> HP1508501T2D_J21     3 0.000
#> HP1508501T2D_A13     3 1.000
#> HP1508501T2D_O3      2 0.000
#> HP1508501T2D_F3      3 1.000
#> HP1508501T2D_M17     2 0.000
#> HP1508501T2D_I15     3 1.000
#> HP1508501T2D_E6      1 1.000
#> HP1508501T2D_E14     1 0.000
#> HP1508501T2D_M19     1 1.000
#> HP1508501T2D_D17     3 0.000
#> HP1508501T2D_L18     1 1.000
#> HP1508501T2D_A23     2 0.000
#> HP1508501T2D_M3      2 0.000
#> HP1508501T2D_L20     2 0.000
#> HP1508501T2D_F17     3 0.000
#> HP1508501T2D_A10     1 0.751
#> HP1508501T2D_P14     2 0.000
#> HP1508501T2D_I24     2 0.000
#> HP1508501T2D_H22     1 1.000
#> HP1508501T2D_I20     1 1.000
#> HP1508501T2D_F4      2 0.000
#> HP1508501T2D_F12     2 0.000
#> HP1508501T2D_N9      2 0.000
#> HP1508501T2D_H5      2 0.000
#> HP1508501T2D_A19     3 0.253
#> HP1508501T2D_H2      3 0.000
#> HP1508501T2D_J23     2 0.000
#> HP1508501T2D_B17     2 0.000
#> HP1508501T2D_D5      3 1.000
#> HP1508501T2D_I3      2 0.000
#> HP1508501T2D_I8      3 0.000
#> HP1508501T2D_L6      3 0.000
#> HP1508501T2D_B5      1 0.751
#> HP1508501T2D_C14     1 1.000
#> HP1508501T2D_J11     2 0.000
#> HP1508501T2D_F16     3 0.000
#> HP1508501T2D_L7      1 1.000
#> HP1508501T2D_L14     3 0.000
#> HP1508501T2D_N7      2 0.000
#> HP1508501T2D_M15     2 0.000
#> HP1508501T2D_K22     2 0.000
#> HP1508501T2D_H17     2 0.000
#> HP1508501T2D_G10     3 0.000
#> HP1508501T2D_M22     2 0.000
#> HP1508501T2D_N13     2 0.000
#> HP1508501T2D_F14     1 0.000
#> HP1508501T2D_D6      1 0.751
#> HP1508501T2D_E12     3 1.000
#> HP1508501T2D_P3      3 0.000
#> HP1508501T2D_H4      3 0.000
#> HP1508501T2D_E18     3 0.000
#> HP1508501T2D_G11     3 0.000
#> HP1508501T2D_P11     1 1.000
#> HP1508501T2D_L16     1 1.000
#> HP1508501T2D_P9      1 0.000
#> HP1508501T2D_F8      2 0.000
#> HP1508501T2D_O14     1 0.000
#> HP1508501T2D_D1      1 1.000
#> HP1508501T2D_L10     2 0.000
#> HP1508501T2D_N24     2 0.000
#> HP1508501T2D_O7      2 0.000
#> HP1508501T2D_C9      1 0.000
#> HP1508501T2D_K21     1 1.000
#> HP1508501T2D_H6      3 0.000
#> HP1508501T2D_E15     2 0.000
#> HP1508501T2D_J9      1 1.000
#> HP1508501T2D_B11     1 1.000
#> HP1508501T2D_E10     1 1.000
#> HP1508501T2D_I18     3 0.000
#> HP1508501T2D_B21     3 0.000
#> HP1508501T2D_N17     2 0.000
#> HP1508501T2D_G12     2 0.000
#> HP1508501T2D_C13     3 1.000
#> HP1508501T2D_E22     3 0.000
#> HP1508501T2D_A24     1 1.000
#> HP1508501T2D_K16     1 1.000
#> HP1508501T2D_N20     1 1.000
#> HP1508501T2D_M4      1 0.751
#> HP1508501T2D_N2      2 0.000
#> HP1508501T2D_K18     2 0.000
#> HP1508501T2D_B8      3 0.000
#> HP1508501T2D_N22     2 0.000
#> HP1508501T2D_I16     3 0.249
#> HP1508501T2D_C24     2 0.000
#> HP1508501T2D_H13     2 0.000
#> HP1508501T2D_M7      2 0.000
#> HP1508501T2D_L21     2 0.000
#> HP1508501T2D_G19     2 0.000
#> HP1508501T2D_F1      1 1.000
#> HP1508501T2D_E7      2 0.000
#> HP1508501T2D_I11     2 0.000
#> HP1508501T2D_K7      2 0.000
#> HP1508501T2D_O9      2 0.000
#> HP1508501T2D_H12     1 0.000
#> HP1508501T2D_K4      3 1.000
#> HP1508501T2D_I17     2 0.000
#> HP1508501T2D_O13     2 0.000
#> HP1508501T2D_H18     3 0.000
#> HP1508501T2D_M16     1 0.000
#> HP1508501T2D_H3      3 0.000
#> HP1508501T2D_C10     3 0.249
#> HP1508501T2D_L11     2 0.000
#> HP1508501T2D_B20     1 0.249
#> HP1508501T2D_B4      1 1.000
#> HP1508501T2D_J17     3 0.000
#> HP1508501T2D_C23     3 0.000
#> HP1508501T2D_K17     3 0.000
#> HP1508501T2D_G14     2 0.000
#> HP1508501T2D_D3      3 0.000
#> HP1508501T2D_K20     1 1.000
#> HP1508501T2D_D16     3 1.000
#> HP1508501T2D_G24     3 1.000
#> HP1508501T2D_B10     1 1.000
#> HP1508501T2D_J13     2 0.000
#> HP1508501T2D_P8      3 0.000
#> HP1508501T2D_N18     3 0.000
#> HP1508501T2D_M18     2 0.000
#> HP1508501T2D_I22     3 0.000
#> HP1508501T2D_G20     3 1.000
#> HP1508501T2D_K12     1 0.000
#> HP1508501T2D_J20     3 1.000
#> HP1508501T2D_K6      2 0.000
#> HP1508501T2D_J4      3 0.000
#> HP1508501T2D_M14     1 1.000
#> HP1508501T2D_F21     2 0.000
#> HP1508501T2D_C19     2 0.000
#> HP1508501T2D_E8      1 1.000
#> HP1508501T2D_I23     1 1.000
#> HP1508501T2D_M8      1 1.000
#> HP1508501T2D_E17     2 0.000
#> HP1508501T2D_B22     1 0.000
#> HP1508501T2D_F7      3 0.000
#> HP1508501T2D_E19     3 0.000
#> HP1508501T2D_H16     2 0.000
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#> HP1507101_G11        1 1.000
#> HP1507101_B6         1 1.000
#> HP1507101_D15        1 1.000
#> HP1507101_B12        1 0.249
#> HP1507101_H17        3 1.000
#> HP1507101_C12        1 1.000
#> HP1507101_D10        2 0.747
#> HP1507101_N2         1 1.000
#> HP1507101_E12        1 1.000
#> HP1507101_H3         3 1.000
#> HP1507101_O7         1 0.249
#> HP1507101_P1         2 0.000
#> HP1507101_L14        1 1.000
#> HP1507101_D23        1 0.000
#> HP1507101_L6         1 1.000
#> HP1507101_I6         3 0.000
#> HP1507101_N23        1 1.000
#> HP1507101_J17        3 1.000
#> HP1507101_F1         3 0.000
#> HP1507101_C14        3 1.000
#> HP1507101_D11        1 0.000
#> HP1507101_J3         3 1.000
#> HP1507101_P15        1 0.000
#> HP1507101_M20        1 1.000
#> HP1507101_D17        3 1.000
#> HP1507101_B16        1 1.000
#> HP1507101_J5         3 1.000
#> HP1507101_I24        1 1.000
#> HP1507101_O13        1 1.000
#> HP1507101_E7         1 1.000
#> HP1507101_I20        3 0.000
#> HP1507101_I5         1 1.000
#> HP1507101_B11        1 0.000
#> HP1507101_O19        1 1.000
#> HP1507101_H5         3 0.000
#> HP1507101_B5         1 1.000
#> HP1507101_G9         1 1.000
#> HP1507101_J4         1 1.000
#> HP1507101_K24        1 0.000
#> HP1507101_F4         3 1.000
#> HP1507101_P3         3 0.249
#> HP1507101_B20        1 1.000
#> HP1507101_E18        1 0.751
#> HP1507101_O11        1 1.000
#> HP1507101_C8         3 1.000
#> HP1507101_L21        1 1.000
#> HP1507101_F12        3 0.502
#> HP1507101_F9         1 1.000
#> HP1507101_J22        1 1.000
#> HP1507101_K20        2 0.000
#> HP1507101_L1         2 0.000
#> HP1507101_O8         1 1.000
#> HP1509101_A3         3 1.000
#> HP1509101_C1         3 0.502
#> HP1509101_I17        2 0.000
#> HP1509101_G19        1 0.751
#> HP1509101_D18        3 0.000
#> HP1509101_D10        2 1.000
#> HP1509101_J12        1 1.000
#> HP1509101_A24        2 0.000
#> HP1509101_A7         1 0.000
#> HP1509101_H1         1 0.000
#> HP1509101_B16        2 0.000
#> HP1509101_P17        2 0.000
#> HP1509101_G23        3 0.000
#> HP1509101_P9         2 0.000
#> HP1509101_L13        2 0.000
#> HP1509101_I14        1 1.000
#> HP1509101_B12        1 1.000
#> HP1509101_E4         1 0.000
#> HP1509101_H21        1 1.000
#> HP1509101_L8         3 1.000
#> HP1509101_G14        1 1.000
#> HP1509101_G24        3 1.000
#> HP1509101_O9         3 0.000
#> HP1509101_D17        2 0.000
#> HP1509101_K9         1 1.000
#> HP1509101_N12        3 1.000
#> HP1509101_N7         2 0.000
#> HP1509101_D8         3 0.000
#> HP1509101_H22        3 0.000
#> HP1509101_F24        2 0.000
#> HP1509101_F2         2 0.000
#> HP1509101_L11        3 1.000
#> HP1509101_B24        2 0.000
#> HP1509101_H24        3 0.000
#> HP1509101_H23        3 0.000
#> HP1509101_C12        1 1.000
#> HP1509101_P6         2 0.000
#> HP1509101_P23        1 0.000
#> HP1509101_M12        1 1.000
#> HP1509101_J9         2 0.000
#> HP1509101_B19        2 0.000
#> HP1509101_D23        2 0.000
#> HP1509101_P20        1 0.000
#> HP1509101_L19        1 1.000
#> HP1509101_F21        3 0.000
#> HP1509101_P18        3 0.000
#> HP1509101_N9         1 1.000
#> HP1509101_B20        3 0.000
#> HP1509101_N18        3 0.249
#> HP1509101_N17        3 0.000
#> HP1509101_J8         1 1.000
#> HP1509101_B17        2 0.000
#> HP1509101_D19        1 1.000
#> HP1509101_O8         1 0.502
#> HP1509101_J4         3 1.000
#> HP1509101_H11        1 1.000
#> HP1509101_G10        2 0.000
#> HP1509101_I21        1 1.000
#> HP1509101_P12        3 1.000
#> HP1509101_O13        1 0.000
#> HP1509101_J15        3 1.000
#> HP1509101_P1         1 1.000
#> HP1509101_I12        2 0.000
#> HP1509101_H9         1 0.747
#> HP1509101_O14        2 0.000
#> HP1509101_F4         1 0.751
#> HP1509101_K10        2 0.000
#> HP1509101_J20        1 1.000
#> HP1509101_P7         3 1.000
#> HP1509101_O6         1 1.000
#> HP1509101_F19        3 0.000
#> HP1509101_B23        2 0.000
#> HP1509101_E22        1 1.000
#> HP1509101_L18        2 0.000
#> HP1509101_I23        3 0.498
#> HP1509101_J19        1 1.000
#> HP1509101_L24        3 0.000
#> HP1509101_N10        2 0.000
#> HP1509101_O17        2 0.000
#> HP1509101_P8         2 0.000
#> HP1509101_O16        1 1.000
#> HP1509101_F22        2 0.000
#> HP1509101_N20        3 1.000
#> HP1509101_H13        1 1.000
#> HP1509101_I24        1 1.000
#> HP1509101_G16        1 0.000
#> HP1509101_F7         2 0.000
#> HP1509101_G12        1 0.000
#> HP1509101_F23        2 0.000
#> HP1509101_H20        2 0.000
#> HP1509101_O4         1 1.000
#> HP1509101_G21        1 0.000
#> HP1509101_M10        3 0.000
#> HP1509101_B10        3 1.000
#> HP1509101_J24        3 1.000
#> HP1509101_I6         2 0.000
#> HP1509101_O12        3 1.000
#> HP1504901_D15        1 1.000
#> HP1504901_O20        1 0.000
#> HP1504901_K20        1 1.000
#> HP1504901_L12        1 1.000
#> HP1504901_E16        1 1.000
#> HP1504901_N9         1 1.000
#> HP1504901_F14        1 1.000
#> HP1504901_I19        1 0.000
#> HP1504901_J10        2 0.000
#> HP1504901_B15        1 0.751
#> HP1504901_L8         1 0.747
#> HP1504901_B3         1 1.000
#> HP1504901_A21        1 0.249
#> HP1504901_F15        1 0.747
#> HP1504901_O11        2 0.000
#> HP1504901_N2         1 1.000
#> HP1504901_G20        1 1.000
#> HP1504901_H12        1 1.000
#> HP1504901_J12        1 0.000
#> HP1504901_D12        1 1.000
#> HP1504901_F2         1 1.000
#> HP1504901_I23        3 1.000
#> HP1504901_G8         1 1.000
#> HP1504901_B22        1 1.000
#> HP1504901_F12        1 0.249
#> HP1504901_H10        1 1.000
#> HP1504901_P11        2 0.000
#> HP1504901_O7         1 1.000
#> HP1504901_P14        1 0.747
#> HP1504901_H19        1 1.000
#> HP1504901_F8         2 0.000
#> HP1504901_P21        1 1.000
#> HP1504901_N18        2 0.000
#> HP1504901_G24        1 0.000
#> HP1504901_B8         1 1.000
#> HP1504901_N13        1 0.000
#> HP1504901_L20        1 0.249
#> HP1504901_K12        1 0.498
#> HP1504901_H22        1 0.000
#> HP1504901_J8         1 1.000
#> HP1504901_C11        1 1.000
#> HP1504901_O1         1 0.249
#> HP1504901_B16        1 1.000
#> HP1504901_L17        1 0.249
#> HP1504901_O18        1 0.000
#> HP1504901_F18        1 1.000
#> HP1504901_C17        1 0.249
#> HP1504901_B11        1 0.000
#> HP1504901_F17        1 1.000
#> HP1504901_D6         1 0.000
#> HP1504901_D18        1 1.000
#> HP1504901_K19        1 0.000
#> HP1504901_F6         1 1.000
#> HP1504901_P10        3 1.000
#> HP1504901_D16        1 1.000
#> HP1504901_H14        1 1.000
#> HP1504901_M3         1 1.000
#> HP1504901_F1         1 0.751
#> HP1504901_I10        2 0.000
#> HP1504901_O8         1 1.000
#> HP1504901_D23        3 1.000
#> HP1504901_I17        1 0.000
#> HP1504901_B13        1 1.000
#> HP1504901_C2         1 0.000
#> HP1504901_B20        1 1.000
#> HP1504901_O14        1 0.502
#> HP1504901_M12        1 0.000
#> HP1504901_H17        1 1.000
#> HP1504901_H4         1 1.000
#> HP1504901_B24        1 0.000
#> HP1504901_H5         1 0.000
#> HP1504901_P7         2 0.000
#> HP1504901_B1         1 0.000
#> HP1504901_F11        1 0.000
#> HP1504901_F23        1 0.000
#> HP1504901_G9         1 1.000
#> HP1504901_O21        1 1.000
#> HP1504901_E24        1 1.000
#> HP1504901_G12        1 0.000
#> HP1504901_A16        1 0.000
#> HP1504901_A14        1 0.000
#> HP1504901_P9         1 0.000
#> HP1504901_O9         1 1.000
#> HP1504901_P3         1 0.000
#> HP1504901_G3         1 1.000
#> HP1504901_F5         1 1.000
#> HP1504901_M19        1 0.000
#> HP1504901_A23        1 0.000
#> HP1504901_P18        1 0.000
#> HP1504901_P16        1 0.000
#> HP1504901_E9         1 0.000
#> HP1504901_C16        1 0.498
#> HP1504901_G21        1 0.000
#> HP1504901_A5         1 1.000
#> HP1504901_J24        1 0.000
#> HP1504901_A3         1 0.000
#> HP1504901_L18        1 1.000
#> HP1504901_H11        1 1.000
#> HP1504901_I24        1 0.000
#> HP1504901_D13        2 0.000
#> HP1504901_E18        1 1.000
#> HP1504901_H6         1 0.000
#> HP1504901_J17        1 1.000
#> HP1504901_N1         1 1.000
#> HP1504901_B4         1 1.000
#> HP1504901_J7         1 1.000
#> HP1504901_B7         1 1.000
#> HP1504901_J18        1 0.000
#> HP1504901_A22        1 0.000
#> HP1504901_D22        1 1.000
#> HP1504901_G4         1 1.000
#> HP1504901_E6         2 0.000
#> HP1504901_D9         1 1.000
#> HP1504901_N22        3 1.000
#> HP1504901_J15        1 1.000
#> HP1504901_K14        1 1.000
#> HP1504901_N15        1 1.000
#> HP1504901_J20        3 1.000
#> HP1504901_J23        1 1.000
#> HP1504901_L16        2 0.253
#> HP1504901_C13        1 0.498
#> HP1504901_B23        1 1.000
#> HP1504901_F19        1 1.000
#> HP1504901_J4         1 1.000
#> HP1504901_K22        1 0.751
#> HP1504901_O5         1 1.000
#> HP1504901_J9         1 1.000
#> HP1504901_M4         1 0.000
#> HP1504901_G2         3 1.000
#> HP1504901_N16        1 1.000
#> HP1504901_G10        1 0.000
#> HP1504901_F24        1 1.000
#> HP1504901_O17        1 1.000
#> HP1504901_A19        1 1.000
#> HP1504901_D5         1 1.000
#> HP1504901_D1         1 0.747
#> HP1504901_F16        1 0.000
#> HP1504901_B6         1 1.000
#> HP1504901_E23        1 1.000
#> HP1504901_N8         1 1.000
#> HP1504901_N12        1 0.747
#> HP1504901_H8         1 1.000
#> HP1504901_M24        1 1.000
#> HP1504901_L1         1 0.000
#> HP1504901_B9         1 1.000
#> HP1504901_O4         2 0.000
#> HP1504901_O10        1 1.000
#> HP1504901_M11        1 0.000
#> HP1504901_B18        3 1.000
#> HP1504901_F9         1 1.000
#> HP1504901_F20        1 1.000
#> HP1504901_O6         1 1.000
#> HP1504901_B14        2 0.000
#> HP1504901_D4         1 0.000
#> HP1504901_E10        3 1.000
#> HP1504901_L13        1 0.502
#> HP1504901_L22        1 1.000
#> HP1504901_O24        1 1.000
#> HP1504901_G13        1 0.747
#> HP1504901_J22        1 1.000
#> HP1504901_L14        1 1.000
#> HP1504901_A2         1 1.000
#> HP1504901_N17        1 1.000
#> HP1504901_L3         1 0.751
#> HP1504901_I3         1 1.000
#> HP1504901_A9         1 0.000
#> HP1504901_I21        1 1.000
#> HP1504901_K23        2 0.000
#> HP1504901_G6         1 0.000
#> HP1504901_O16        1 1.000
#> HP1504901_E14        1 1.000
#> HP1504901_G11        2 0.000
#> HP1504901_N24        1 1.000
#> HP1504901_D17        1 1.000
#> HP1504901_K6         1 1.000
#> HP1504901_D2         1 1.000
#> HP1504901_I18        1 1.000
#> HP1504901_E21        1 0.000
#> HP1504901_H18        1 1.000
#> HP1504901_D24        1 1.000
#> HP1504901_J6         1 1.000
#> HP1504901_I2         1 1.000
#> HP1504901_D14        1 1.000
#> HP1504901_G16        1 1.000
#> HP1504901_P20        1 0.747
#> HP1504901_M18        1 1.000
#> HP1504901_J3         1 1.000
#> HP1504901_F4         1 1.000
#> HP1504901_D7         1 0.747
#> HP1504901_M21        1 1.000
#> HP1504901_B10        1 1.000
#> HP1504901_H1         1 0.000
#> HP1504901_J5         1 0.000
#> HP1504901_K5         1 1.000
#> HP1504901_F10        1 1.000
#> HP1504901_H16        2 0.000
#> HP1504901_G15        1 0.249
#> HP1504901_H2         1 0.000
#> HP1504901_G18        1 0.000
#> HP1504901_N19        1 1.000
#> HP1504901_C10        1 1.000
#> HP1504901_I8         3 1.000
#> HP1504901_I22        1 1.000
#> HP1504901_B21        1 1.000
#> HP1504901_N7         1 0.249
#> HP1504901_C14        1 1.000
#> HP1504901_A10        1 0.502
#> HP1504901_I13        1 0.000
#> HP1504901_C23        1 1.000
#> HP1504901_E2         1 0.000
#> HP1504901_D21        1 1.000
#> HP1504901_G19        1 0.751
#> HP1504901_N21        1 0.000
#> HP1504901_B2         1 1.000
#> HP1504901_L9         1 1.000
#> HP1504901_N23        1 1.000
#> HP1504901_F3         1 1.000
#> HP1525301T2D_P14     2 0.000
#> HP1525301T2D_K15     3 1.000
#> HP1525301T2D_D19     1 1.000
#> HP1526901T2D_K12     3 1.000
#> HP1525301T2D_G11     1 1.000
#> HP1525301T2D_A6      1 1.000
#> HP1508501T2D_P4      1 1.000
#> HP1525301T2D_K23     1 1.000
#> HP1525301T2D_P16     2 0.000
#> HP1525301T2D_O14     2 0.000
#> HP1525301T2D_H14     2 0.000
#> HP1525301T2D_F24     2 0.000
#> HP1525301T2D_P1      2 0.000
#> HP1526901T2D_A20     3 1.000
#> HP1526901T2D_A10     3 1.000
#> HP1525301T2D_I21     1 1.000
#> HP1526901T2D_A3      3 1.000
#> HP1526901T2D_O5      2 0.000
#> HP1525301T2D_I12     3 1.000
#> HP1525301T2D_P22     1 1.000
#> HP1525301T2D_H9      2 0.000
#> HP1526901T2D_P20     1 1.000
#> HP1525301T2D_K16     2 0.000
#> HP1526901T2D_B6      1 1.000
#> HP1526901T2D_P9      1 1.000
#> HP1526901T2D_E11     3 0.751
#> HP1525301T2D_C3      2 0.000
#> HP1526901T2D_M21     3 0.000
#> HP1526901T2D_H18     3 1.000
#> HP1525301T2D_D1      2 0.000
#> HP1526901T2D_D5      3 1.000
#> HP1525301T2D_J14     1 1.000
#> HP1525301T2D_P6      1 1.000
#> HP1525301T2D_F15     1 1.000
#> HP1526901T2D_K6      1 1.000
#> HP1525301T2D_C16     1 1.000
#> HP1525301T2D_I18     2 0.000
#> HP1525301T2D_M11     2 0.000
#> HP1526901T2D_J6      1 1.000
#> HP1525301T2D_I23     2 0.000
#> HP1526901T2D_L16     3 1.000
#> HP1526901T2D_F2      3 1.000
#> HP1525301T2D_K14     2 0.000
#> HP1525301T2D_J7      2 0.000
#> HP1525301T2D_B1      1 1.000
#> HP1525301T2D_C4      2 0.000
#> HP1525301T2D_J21     2 0.000
#> HP1525301T2D_E19     1 1.000
#> HP1526901T2D_C13     1 1.000
#> HP1525301T2D_B4      1 1.000
#> HP1525301T2D_F19     1 1.000
#> HP1525301T2D_B5      1 1.000
#> HP1526901T2D_C19     1 1.000
#> HP1526901T2D_E18     3 1.000
#> HP1525301T2D_N3      1 1.000
#> HP1525301T2D_I6      1 1.000
#> HP1525301T2D_N23     3 1.000
#> HP1526901T2D_H23     3 0.000
#> HP1525301T2D_G22     3 1.000
#> HP1525301T2D_J5      2 0.000
#> HP1525301T2D_D10     2 0.000
#> HP1526901T2D_F15     2 0.000
#> HP1526901T2D_O22     3 0.249
#> HP1526901T2D_M8      2 0.000
#> HP1525301T2D_C6      2 0.000
#> HP1526901T2D_G21     3 1.000
#> HP1525301T2D_D11     1 1.000
#> HP1526901T2D_I6      3 1.000
#> HP1526901T2D_H24     3 0.502
#> HP1525301T2D_E1      1 1.000
#> HP1526901T2D_J22     3 1.000
#> HP1526901T2D_N15     3 0.751
#> HP1525301T2D_G3      2 0.000
#> HP1525301T2D_E11     2 0.000
#> HP1525301T2D_C2      1 1.000
#> HP1526901T2D_A1      1 1.000
#> HP1526901T2D_F3      3 0.000
#> HP1526901T2D_P21     3 1.000
#> HP1525301T2D_B11     1 1.000
#> HP1526901T2D_J24     3 1.000
#> HP1526901T2D_M15     3 0.249
#> HP1526901T2D_K11     3 0.498
#> HP1526901T2D_G17     3 1.000
#> HP1526901T2D_L1      3 1.000
#> HP1526901T2D_L2      3 0.751
#> HP1526901T2D_M19     3 1.000
#> HP1526901T2D_A16     3 1.000
#> HP1525301T2D_N4      2 0.000
#> HP1526901T2D_B4      1 1.000
#> HP1526901T2D_F21     1 1.000
#> HP1525301T2D_M16     3 1.000
#> HP1526901T2D_K3      3 1.000
#> HP1525301T2D_B24     2 0.000
#> HP1526901T2D_O15     1 1.000
#> HP1526901T2D_O12     1 0.000
#> HP1526901T2D_J21     3 1.000
#> HP1525301T2D_O1      2 0.000
#> HP1525301T2D_O20     2 0.000
#> HP1525301T2D_O9      2 0.000
#> HP1526901T2D_G7      3 0.000
#> HP1526901T2D_J5      1 1.000
#> HP1525301T2D_G13     2 0.000
#> HP1525301T2D_F23     1 1.000
#> HP1526901T2D_F4      1 0.000
#> HP1526901T2D_I1      2 0.000
#> HP1526901T2D_L4      1 1.000
#> HP1526901T2D_L14     3 1.000
#> HP1525301T2D_L23     2 0.000
#> HP1525301T2D_H23     1 1.000
#> HP1525301T2D_I1      2 0.000
#> HP1526901T2D_F10     3 1.000
#> HP1525301T2D_B23     1 0.000
#> HP1526901T2D_J18     2 0.000
#> HP1526901T2D_I10     3 1.000
#> HP1525301T2D_I4      1 1.000
#> HP1526901T2D_B24     2 0.000
#> HP1525301T2D_C24     2 0.000
#> HP1525301T2D_P8      1 1.000
#> HP1526901T2D_G24     2 0.000
#> HP1526901T2D_J8      1 1.000
#> HP1525301T2D_M22     1 0.000
#> HP1525301T2D_C1      1 1.000
#> HP1526901T2D_P13     2 0.000
#> HP1526901T2D_G23     3 1.000
#> HP1526901T2D_P22     1 1.000
#> HP1525301T2D_J2      1 1.000
#> HP1526901T2D_H20     3 0.000
#> HP1525301T2D_G14     2 0.000
#> HP1526901T2D_L7      3 1.000
#> HP1526901T2D_N12     3 1.000
#> HP1525301T2D_N7      1 1.000
#> HP1525301T2D_L1      2 0.000
#> HP1526901T2D_F5      3 1.000
#> HP1525301T2D_I10     2 0.000
#> HP1525301T2D_G20     2 0.000
#> HP1526901T2D_K24     3 0.000
#> HP1525301T2D_M7      1 1.000
#> HP1526901T2D_E8      3 0.498
#> HP1526901T2D_P14     1 1.000
#> HP1526901T2D_N4      2 0.000
#> HP1526901T2D_O24     1 1.000
#> HP1526901T2D_O14     3 0.000
#> HP1525301T2D_H24     2 0.000
#> HP1525301T2D_P13     2 0.000
#> HP1526901T2D_E20     1 1.000
#> HP1525301T2D_H6      3 1.000
#> HP1525301T2D_C10     1 1.000
#> HP1526901T2D_C3      3 1.000
#> HP1526901T2D_N13     3 1.000
#> HP1526901T2D_L19     1 1.000
#> HP1525301T2D_H7      1 1.000
#> HP1525301T2D_G15     1 1.000
#> HP1526901T2D_E23     2 0.000
#> HP1525301T2D_D2      2 0.000
#> HP1526901T2D_D19     1 1.000
#> HP1525301T2D_I3      2 0.000
#> HP1525301T2D_E23     1 1.000
#> HP1526901T2D_N9      3 1.000
#> HP1525301T2D_I7      1 1.000
#> HP1526901T2D_B18     3 1.000
#> HP1526901T2D_O21     3 1.000
#> HP1526901T2D_G14     3 1.000
#> HP1525301T2D_E7      1 1.000
#> HP1525301T2D_F10     2 0.000
#> HP1525301T2D_K21     2 0.000
#> HP1525301T2D_E3      1 1.000
#> HP1526901T2D_A4      3 1.000
#> HP1525301T2D_H3      2 0.000
#> HP1526901T2D_D4      2 0.000
#> HP1526901T2D_G1      3 1.000
#> HP1525301T2D_N5      2 0.000
#> HP1525301T2D_A17     2 0.000
#> HP1525301T2D_E12     2 0.000
#> HP1526901T2D_L5      3 0.000
#> HP1525301T2D_O18     1 1.000
#> HP1526901T2D_A23     3 1.000
#> HP1525301T2D_C13     2 0.000
#> HP1526901T2D_K22     3 1.000
#> HP1526901T2D_F17     1 1.000
#> HP1526901T2D_N3      3 1.000
#> HP1526901T2D_K23     3 1.000
#> HP1525301T2D_O2      1 0.751
#> HP1526901T2D_K4      2 0.000
#> HP1525301T2D_I19     2 0.000
#> HP1526901T2D_P17     1 1.000
#> HP1526901T2D_O1      3 1.000
#> HP1525301T2D_F2      1 0.000
#> HP1526901T2D_M20     2 0.000
#> HP1526901T2D_O17     1 1.000
#> HP1525301T2D_H19     1 1.000
#> HP1526901T2D_M4      3 0.000
#> HP1526901T2D_D22     2 0.000
#> HP1525301T2D_I11     1 0.000
#> HP1525301T2D_J15     2 0.000
#> HP1526901T2D_J11     2 0.000
#> HP1525301T2D_P21     2 0.000
#> HP1525301T2D_M13     3 1.000
#> HP1526901T2D_A9      1 1.000
#> HP1525301T2D_P24     1 1.000
#> HP1525301T2D_I5      1 1.000
#> HP1525301T2D_L15     1 1.000
#> HP1525301T2D_J23     2 0.000
#> HP1525301T2D_P5      2 0.000
#> HP1526901T2D_G11     1 0.000
#> HP1525301T2D_F21     2 0.000
#> HP1525301T2D_A19     2 0.000
#> HP1526901T2D_P2      1 1.000
#> HP1526901T2D_A12     3 1.000
#> HP1526901T2D_K20     3 1.000
#> HP1525301T2D_J16     2 0.000
#> HP1525301T2D_F7      2 0.000
#> HP1526901T2D_E9      2 0.000
#> HP1526901T2D_F24     2 0.000
#> HP1525301T2D_O7      2 0.000
#> HP1526901T2D_A2      3 1.000
#> HP1525301T2D_A12     2 0.000
#> HP1526901T2D_L11     1 1.000
#> HP1526901T2D_B12     3 1.000
#> HP1526901T2D_H22     3 1.000
#> HP1526901T2D_J3      2 0.000
#> HP1525301T2D_B6      2 0.000
#> HP1525301T2D_E5      2 0.000
#> HP1525301T2D_K11     2 0.000
#> HP1526901T2D_A17     3 1.000
#> HP1526901T2D_N7      2 0.000
#> HP1526901T2D_P12     3 1.000
#> HP1525301T2D_L8      2 0.000
#> HP1526901T2D_J2      1 1.000
#> HP1525301T2D_O23     2 0.000
#> HP1526901T2D_D18     1 1.000
#> HP1526901T2D_B17     1 1.000
#> HP1526901T2D_G2      1 1.000
#> HP1525301T2D_A9      1 1.000
#> HP1526901T2D_A11     2 0.000
#> HP1526901T2D_I20     1 1.000
#> HP1526901T2D_F1      1 1.000
#> HP1525301T2D_F5      2 0.000
#> HP1525301T2D_A15     2 0.000
#> HP1526901T2D_F16     2 0.000
#> HP1526901T2D_B20     1 1.000
#> HP1525301T2D_L2      2 0.000
#> HP1526901T2D_H12     3 0.000
#> HP1525301T2D_B10     2 0.000
#> HP1526901T2D_G13     3 0.000
#> HP1526901T2D_N18     1 1.000
#> HP1525301T2D_E2      2 0.000
#> HP1525301T2D_E24     2 0.000
#> HP1525301T2D_P17     1 1.000
#> HP1526901T2D_O9      1 1.000
#> HP1526901T2D_N6      3 1.000
#> HP1525301T2D_B15     1 0.000
#> HP1525301T2D_L22     1 1.000
#> HP1526901T2D_I21     1 1.000
#> HP1526901T2D_H16     3 1.000
#> HP1525301T2D_I2      1 1.000
#> HP1525301T2D_H12     3 1.000
#> HP1525301T2D_K18     2 0.000
#> HP1526901T2D_K21     3 1.000
#> HP1525301T2D_L24     3 1.000
#> HP1525301T2D_C17     2 0.000
#> HP1525301T2D_D3      2 0.000
#> HP1525301T2D_D22     2 0.000
#> HP1525301T2D_F16     2 0.000
#> HP1526901T2D_P23     1 1.000
#> HP1525301T2D_L14     3 1.000
#> HP1525301T2D_N8      1 1.000
#> HP1526901T2D_N20     3 1.000
#> HP1526901T2D_D7      2 0.000
#> HP1526901T2D_F9      3 1.000
#> HP1526901T2D_B9      1 1.000
#> HP1526901T2D_E15     2 0.000
#> HP1526901T2D_L24     3 1.000
#> HP1526901T2D_H4      3 1.000
#> HP1526901T2D_H17     3 0.000
#> HP1525301T2D_N11     2 0.000
#> HP1526901T2D_I24     1 1.000
#> HP1526901T2D_A24     2 0.000
#> HP1525301T2D_G23     1 1.000
#> HP1526901T2D_E22     2 0.000
#> HP1526901T2D_A22     3 0.000
#> HP1525301T2D_C14     2 0.000
#> HP1526901T2D_C14     2 0.000
#> HP1525301T2D_K6      2 0.000
#> HP1525301T2D_L4      2 0.000
#> HP1526901T2D_M24     3 0.000
#> HP1525301T2D_G9      2 0.000
#> HP1526901T2D_O23     3 1.000
#> HP1526901T2D_L3      3 1.000
#> HP1525301T2D_M8      1 1.000
#> HP1525301T2D_J18     1 1.000
#> HP1526901T2D_A15     3 1.000
#> HP1525301T2D_L20     2 0.000
#> HP1525301T2D_F4      1 1.000
#> HP1526901T2D_E1      2 0.000
#> HP1526901T2D_P7      1 1.000
#> HP1526901T2D_K17     2 0.000
#> HP1526901T2D_F22     2 0.000
#> HP1526901T2D_D10     1 1.000
#> HP1526901T2D_J20     1 1.000
#> HP1525301T2D_I22     2 0.000
#> HP1525301T2D_J4      1 1.000
#> HP1525301T2D_K10     2 0.000
#> HP1525301T2D_F8      2 0.000
#> HP1525301T2D_A13     2 0.000
#> HP1525301T2D_G4      1 1.000
#> HP1525301T2D_J13     1 1.000
#> HP1525301T2D_G19     1 1.000
#> HP1526901T2D_L17     1 1.000
#> HP1525301T2D_A1      2 0.000
#> HP1526901T2D_O2      2 0.000
#> HP1526901T2D_O13     1 1.000
#> HP1526901T2D_A7      3 0.000
#> HP1525301T2D_N13     3 1.000
#> HP1526901T2D_D3      2 0.000
#> HP1526901T2D_K18     3 1.000
#> HP1525301T2D_D6      2 0.000
#> HP1525301T2D_O3      2 0.000
#> HP1525301T2D_N14     2 0.000
#> HP1526901T2D_J1      3 1.000
#> HP1525301T2D_J8      1 1.000
#> HP1525301T2D_J9      2 0.000
#> HP1525301T2D_P2      2 0.000
#> HP1525301T2D_K12     2 0.000
#> HP1526901T2D_H9      2 0.000
#> HP1526901T2D_N23     3 0.249
#> HP1526901T2D_B1      3 1.000
#> HP1526901T2D_K10     3 0.000
#> HP1526901T2D_M14     1 0.000
#> HP1526901T2D_N1      3 0.000
#> HP1526901T2D_I7      3 1.000
#> HP1526901T2D_A19     3 1.000
#> HP1525301T2D_N18     1 1.000
#> HP1525301T2D_O17     2 0.000
#> HP1526901T2D_C15     1 1.000
#> HP1526901T2D_B23     2 0.000
#> HP1526901T2D_I19     1 1.000
#> HP1526901T2D_J19     3 1.000
#> HP1525301T2D_G17     2 0.000
#> HP1525301T2D_C5      1 1.000
#> HP1526901T2D_C22     2 0.000
#> HP1526901T2D_D2      2 0.000
#> HP1526901T2D_O3      1 1.000
#> HP1526901T2D_P8      1 0.000
#> HP1526901T2D_L15     2 0.000
#> HP1525301T2D_C23     2 0.000
#> HP1526901T2D_G16     3 1.000
#> HP1526901T2D_D8      1 1.000
#> HP1526901T2D_I14     3 0.502
#> HP1525301T2D_I15     2 0.000
#> HP1525301T2D_E13     1 1.000
#> HP1526901T2D_M1      3 0.000
#> HP1525301T2D_B8      1 1.000
#> HP1526901T2D_A6      2 0.000
#> HP1525301T2D_H10     1 1.000
#> HP1526901T2D_J4      1 1.000
#> HP1525301T2D_E15     2 0.000
#> HP1525301T2D_L9      1 1.000
#> HP1526901T2D_G10     3 0.000
#> HP1525301T2D_A11     1 1.000
#> HP1526901T2D_K2      3 1.000
#> HP1526901T2D_B7      1 1.000
#> HP1526901T2D_I13     3 1.000
#> HP1526901T2D_O7      1 1.000
#> HP1526901T2D_I3      3 1.000
#> HP1526901T2D_M2      3 1.000
#> HP1526901T2D_N10     3 0.502
#> HP1526901T2D_K1      2 0.000
#> HP1526901T2D_I8      1 1.000
#> HP1526901T2D_C23     2 0.000
#> HP1526901T2D_H14     3 0.000
#> HP1525301T2D_P11     1 1.000
#> HP1526901T2D_L13     1 1.000
#> HP1525301T2D_H11     2 0.000
#> HP1525301T2D_P18     1 1.000
#> HP1526901T2D_E21     1 1.000
#> HP1525301T2D_L6      2 0.000
#> HP1525301T2D_F12     2 0.000
#> HP1525301T2D_P19     2 0.000
#> HP1526901T2D_C20     2 0.000
#> HP1525301T2D_A14     2 0.000
#> HP1525301T2D_C9      2 0.000
#> HP1525301T2D_O6      1 1.000
#> HP1525301T2D_M2      2 0.000
#> HP1525301T2D_L5      2 0.000
#> HP1526901T2D_E2      3 1.000
#> HP1526901T2D_I5      1 1.000
#> HP1525301T2D_C8      1 1.000
#> HP1526901T2D_B11     3 1.000
#> HP1525301T2D_A16     1 1.000
#> HP1526901T2D_P11     1 1.000
#> HP1525301T2D_C7      2 0.000
#> HP1526901T2D_O6      3 1.000
#> HP1525301T2D_J20     2 0.000
#> HP1526901T2D_M13     3 1.000
#> HP1526901T2D_E3      3 0.253
#> HP1526901T2D_G18     1 1.000
#> HP1525301T2D_N16     2 0.000
#> HP1525301T2D_C15     2 0.000
#> HP1525301T2D_B13     1 1.000
#> HP1525301T2D_M5      2 0.000
#> HP1526901T2D_F12     3 0.751
#> HP1525301T2D_D14     2 0.000
#> HP1526901T2D_J13     3 1.000
#> HP1526901T2D_I12     2 0.000
#> HP1526901T2D_P10     1 1.000
#> HP1525301T2D_P15     1 0.000
#> HP1525301T2D_N20     2 0.000
#> HP1525301T2D_P20     2 0.000
#> HP1526901T2D_C16     3 1.000
#> HP1525301T2D_L16     2 0.000
#> HP1526901T2D_J14     1 1.000
#> HP1525301T2D_G5      2 0.000
#> HP1525301T2D_P4      2 0.000
#> HP1525301T2D_I17     2 0.000
#> HP1526901T2D_C4      3 1.000
#> HP1526901T2D_H6      3 0.249
#> HP1526901T2D_N21     2 0.000
#> HP1525301T2D_M6      2 0.000
#> HP1525301T2D_L17     1 1.000
#> HP1526901T2D_C17     1 1.000
#> HP1525301T2D_P9      1 1.000
#> HP1526901T2D_F19     3 1.000
#> HP1525301T2D_N10     2 0.000
#> HP1526901T2D_K19     2 0.000
#> HP1525301T2D_J17     2 0.000
#> HP1526901T2D_D9      3 1.000
#> HP1525301T2D_D12     1 1.000
#> HP1526901T2D_F8      2 0.000
#> HP1526901T2D_P19     3 1.000
#> HP1525301T2D_N1      2 0.000
#> HP1525301T2D_B21     2 0.000
#> HP1525301T2D_H16     2 0.000
#> HP1526901T2D_E14     2 0.000
#> HP1526901T2D_C11     1 1.000
#> HP1526901T2D_H21     2 0.000
#> HP1525301T2D_M15     2 0.000
#> HP1525301T2D_A5      1 1.000
#> HP1526901T2D_L23     3 0.000
#> HP1525301T2D_M10     3 1.000
#> HP1526901T2D_N2      3 1.000
#> HP1525301T2D_C19     2 0.000
#> HP1526901T2D_O10     3 1.000
#> HP1526901T2D_H19     3 1.000
#> HP1526901T2D_C6      3 1.000
#> HP1526901T2D_I9      2 0.000
#> HP1526901T2D_E19     3 1.000
#> HP1526901T2D_L21     3 0.000
#> HP1525301T2D_K8      2 0.000
#> HP1526901T2D_I11     3 1.000
#> HP1526901T2D_E10     3 0.249
#> HP1525301T2D_H8      2 0.000
#> HP1526901T2D_L12     3 1.000
#> HP1525301T2D_B7      1 1.000
#> HP1525301T2D_K2      2 0.000
#> HP1526901T2D_H10     3 1.000
#> HP1525301T2D_M9      2 0.000
#> HP1526901T2D_D1      3 0.498
#> HP1525301T2D_K7      1 0.000
#> HP1525301T2D_D21     2 0.498
#> HP1526901T2D_P1      3 1.000
#> HP1526901T2D_E6      3 0.751
#> HP1525301T2D_K5      2 0.000
#> HP1526901T2D_M22     3 0.000
#> HP1525301T2D_B14     2 0.000
#> HP1525301T2D_B18     1 1.000
#> HP1526901T2D_J12     2 0.000
#> HP1525301T2D_D4      2 0.000
#> HP1526901T2D_M23     3 0.000
#> HP1525301T2D_K19     3 1.000
#> HP1525301T2D_G1      1 1.000
#> HP1525301T2D_F3      2 0.000
#> HP1526901T2D_F20     3 1.000
#> HP1526901T2D_N14     3 1.000
#> HP1525301T2D_G10     2 0.000
#> HP1525301T2D_M17     1 1.000
#> HP1525301T2D_H2      2 0.000
#> HP1525301T2D_A7      1 1.000
#> HP1526901T2D_A21     2 0.000
#> HP1525301T2D_H1      2 0.000
#> HP1526901T2D_F23     3 1.000
#> HP1525301T2D_J19     1 1.000
#> HP1526901T2D_G19     3 0.253
#> HP1525301T2D_G18     1 1.000
#> HP1526901T2D_G22     2 0.000
#> HP1525301T2D_H18     2 0.000
#> HP1526901T2D_C24     1 0.751
#> HP1526901T2D_L6      3 1.000
#> HP1526901T2D_I4      3 1.000
#> HP1525301T2D_O16     2 0.000
#> HP1525301T2D_E16     1 1.000
#> HP1526901T2D_B5      2 0.000
#> HP1526901T2D_O4      2 0.000
#> HP1526901T2D_P18     1 1.000
#> HP1525301T2D_I24     2 0.000
#> HP1525301T2D_O24     2 0.000
#> HP1526901T2D_D21     1 1.000
#> HP1526901T2D_C10     1 1.000
#> HP1526901T2D_D14     1 1.000
#> HP1526901T2D_C1      3 1.000
#> HP1526901T2D_D12     2 0.000
#> HP1526901T2D_E5      3 0.000
#> HP1525301T2D_M20     2 0.000
#> HP1526901T2D_G4      3 1.000
#> HP1526901T2D_P4      1 1.000
#> HP1526901T2D_B14     1 1.000
#> HP1525301T2D_H17     2 0.000
#> HP1525301T2D_C21     2 0.000
#> HP1526901T2D_C2      3 1.000
#> HP1525301T2D_L13     2 0.000
#> HP1525301T2D_K17     2 0.000
#> HP1526901T2D_K14     3 0.000
#> HP1526901T2D_G9      3 0.751
#> HP1526901T2D_I17     2 0.000
#> HP1525301T2D_A3      1 1.000
#> HP1525301T2D_N21     1 1.000
#> HP1525301T2D_D8      2 0.000
#> HP1526901T2D_I22     1 1.000
#> HP1526901T2D_O8      1 1.000
#> HP1526901T2D_B13     1 1.000
#> HP1526901T2D_H3      3 0.000
#> HP1525301T2D_O5      1 1.000
#> HP1526901T2D_M18     2 0.000
#> HP1525301T2D_M12     2 0.000
#> HP1526901T2D_J17     3 0.751
#> HP1526901T2D_E16     2 0.000
#> HP1525301T2D_N12     2 0.000
#> HP1525301T2D_C11     2 0.000
#> HP1526901T2D_D16     3 1.000
#> HP1526901T2D_M16     3 0.249
#> HP1525301T2D_D9      1 1.000
#> HP1525301T2D_G8      1 1.000
#> HP1525301T2D_I8      2 0.000
#> HP1525301T2D_O22     2 0.000
#> HP1525301T2D_K1      2 0.000
#> HP1525301T2D_E17     2 0.000
#> HP1525301T2D_E22     3 1.000
#> HP1525301T2D_K22     1 1.000
#> HP1525301T2D_D15     2 0.000
#> HP1526901T2D_H5      2 0.000
#> HP1525301T2D_H20     1 1.000
#> HP1525301T2D_N9      1 1.000
#> HP1525301T2D_G21     2 0.000
#> HP1525301T2D_M14     1 1.000
#> HP1526901T2D_A5      3 1.000
#> HP1525301T2D_O13     1 0.000
#> HP1526901T2D_F18     1 1.000
#> HP1526901T2D_O19     2 0.000
#> HP1526901T2D_D17     1 1.000
#> HP1525301T2D_C22     2 0.000
#> HP1525301T2D_B12     2 0.000
#> HP1525301T2D_B3      2 0.000
#> HP1526901T2D_K15     3 0.000
#> HP1525301T2D_J1      1 1.000
#> HP1525301T2D_N6      2 0.000
#> HP1526901T2D_A14     3 1.000
#> HP1526901T2D_A13     3 1.000
#> HP1526901T2D_N11     2 0.000
#> HP1526901T2D_I15     3 1.000
#> HP1526901T2D_B10     1 1.000
#> HP1526901T2D_K7      3 0.000
#> HP1526901T2D_H8      2 0.000
#> HP1525301T2D_I16     2 0.000
#> HP1526901T2D_N19     3 0.498
#> HP1526901T2D_B3      2 0.000
#> HP1526901T2D_G8      3 0.751
#> HP1525301T2D_O11     1 0.000
#> HP1525301T2D_E8      1 0.747
#> HP1526901T2D_M3      3 1.000
#> HP1526901T2D_I18     3 1.000
#> HP1525301T2D_P23     2 0.000
#> HP1525301T2D_N24     1 1.000
#> HP1526901T2D_M7      3 0.000
#> HP1526901T2D_N16     3 1.000
#> HP1526901T2D_C8      2 0.000
#> HP1526901T2D_H2      2 0.000
#> HP1526901T2D_I16     3 1.000
#> HP1526901T2D_F7      3 0.253
#> HP1525301T2D_K3      3 1.000
#> HP1525301T2D_J10     1 1.000
#> HP1526901T2D_N8      1 1.000
#> HP1526901T2D_A8      1 1.000

show/hide code output

get_classes(res, k = 4)
#>                  class     p
#> HP1502401_J14        1 1.000
#> HP1502401_B14        1 1.000
#> HP1502401_A14        2 0.000
#> HP1502401_C14        3 1.000
#> HP1502401_G14        1 1.000
#> HP1502401_E14        3 1.000
#> HP1502401_L14        3 1.000
#> HP1502401_M14        3 0.000
#> HP1502401_K14        3 0.249
#> HP1502401_I14        2 0.000
#> HP1502401_F13        2 0.000
#> HP1502401_L13        4 1.000
#> HP1502401_H14        1 1.000
#> HP1502401_F17        1 0.498
#> HP1504101T2D_B4      4 1.000
#> HP1504101T2D_M6      3 1.000
#> HP1504101T2D_F15     3 0.000
#> HP1504101T2D_H7      1 0.000
#> HP1502401_H23        2 0.000
#> HP1502401_L21        3 0.000
#> HP1504101T2D_F10     3 0.000
#> HP1504101T2D_B10     4 1.000
#> HP1502401_G18        2 0.000
#> HP1502401_K22        3 1.000
#> HP1502401_I22        3 1.000
#> HP1504101T2D_M18     3 0.000
#> HP1502401_J22        1 1.000
#> HP1504101T2D_O12     3 0.000
#> HP1502401_M15        1 1.000
#> HP1504101T2D_G16     4 1.000
#> HP1504101T2D_L23     3 0.000
#> HP1502401_G24        3 1.000
#> HP1502401_G23        2 0.000
#> HP1504101T2D_A24     3 0.000
#> HP1504101T2D_N17     3 0.000
#> HP1502401_N8         3 1.000
#> HP1504101T2D_G1      3 0.000
#> HP1504101T2D_A15     4 1.000
#> HP1504101T2D_M19     3 0.000
#> HP1502401_O16        3 1.000
#> HP1504101T2D_E16     3 0.747
#> HP1502401_A12        3 1.000
#> HP1502401_D18        2 0.000
#> HP1504101T2D_K2      4 1.000
#> HP1502401_K19        1 0.000
#> HP1502401_D5         3 0.000
#> HP1502401_H22        1 1.000
#> HP1504101T2D_J15     3 1.000
#> HP1504101T2D_N7      3 1.000
#> HP1504101T2D_O16     3 0.000
#> HP1502401_M5         3 0.000
#> HP1504101T2D_M4      4 1.000
#> HP1504101T2D_I20     3 0.000
#> HP1502401_K17        1 0.000
#> HP1504101T2D_B22     4 1.000
#> HP1504101T2D_G4      3 1.000
#> HP1502401_H15        3 0.498
#> HP1502401_H8         3 0.253
#> HP1502401_N17        1 1.000
#> HP1504101T2D_L13     4 1.000
#> HP1504101T2D_K24     3 0.000
#> HP1504101T2D_B24     1 1.000
#> HP1504101T2D_H14     3 0.000
#> HP1502401_A7         3 1.000
#> HP1504101T2D_I1      1 1.000
#> HP1502401_O2         3 0.000
#> HP1502401_J21        3 0.000
#> HP1504101T2D_J13     3 0.000
#> HP1502401_J8         3 1.000
#> HP1502401_N15        3 0.000
#> HP1504101T2D_L14     2 0.000
#> HP1504101T2D_D2      3 0.000
#> HP1502401_N2         2 0.000
#> HP1502401_H7         1 1.000
#> HP1504101T2D_O13     1 1.000
#> HP1504101T2D_L2      3 0.000
#> HP1502401_E5         4 1.000
#> HP1502401_O1         4 1.000
#> HP1502401_B7         1 1.000
#> HP1504101T2D_I24     3 0.000
#> HP1504101T2D_J18     3 1.000
#> HP1502401_L3         1 1.000
#> HP1502401_J1         3 0.000
#> HP1502401_H3         3 1.000
#> HP1504101T2D_B6      3 1.000
#> HP1502401_I15        3 0.000
#> HP1504101T2D_B8      2 0.000
#> HP1502401_D17        1 1.000
#> HP1504101T2D_M15     4 1.000
#> HP1502401_I4         3 0.000
#> HP1502401_J23        3 0.000
#> HP1502401_O14        2 0.000
#> HP1504101T2D_N15     4 1.000
#> HP1502401_L5         2 0.000
#> HP1504101T2D_F7      3 0.000
#> HP1504101T2D_I5      3 0.000
#> HP1504101T2D_C1      2 0.000
#> HP1504101T2D_P14     3 0.000
#> HP1504101T2D_A20     3 0.751
#> HP1502401_H11        1 1.000
#> HP1504101T2D_K19     2 0.000
#> HP1502401_K15        1 1.000
#> HP1504101T2D_C17     3 0.000
#> HP1502401_G10        1 1.000
#> HP1502401_L2         3 0.253
#> HP1504101T2D_D8      1 0.000
#> HP1502401_L23        3 0.000
#> HP1502401_F19        3 0.000
#> HP1502401_L17        1 1.000
#> HP1502401_O22        3 0.000
#> HP1504101T2D_I7      1 1.000
#> HP1504101T2D_H5      3 0.751
#> HP1502401_L16        1 1.000
#> HP1504101T2D_F22     3 0.000
#> HP1504101T2D_J2      3 0.000
#> HP1504101T2D_E1      4 1.000
#> HP1502401_A18        3 0.000
#> HP1504101T2D_A19     3 0.000
#> HP1504101T2D_G2      3 0.000
#> HP1504101T2D_J11     3 0.000
#> HP1504101T2D_K22     3 0.000
#> HP1502401_L12        3 0.000
#> HP1504101T2D_E19     1 1.000
#> HP1502401_E22        1 1.000
#> HP1502401_H2         3 0.253
#> HP1504101T2D_G17     3 0.000
#> HP1502401_N1         3 0.000
#> HP1504101T2D_N19     3 0.000
#> HP1504101T2D_I17     3 1.000
#> HP1502401_E7         3 1.000
#> HP1504101T2D_E11     4 1.000
#> HP1502401_H21        2 0.000
#> HP1504101T2D_E18     3 0.751
#> HP1504101T2D_D7      3 0.000
#> HP1502401_B18        4 1.000
#> HP1502401_K9         3 0.000
#> HP1502401_E16        4 1.000
#> HP1504101T2D_L21     3 0.000
#> HP1504101T2D_N12     3 0.000
#> HP1502401_M4         1 1.000
#> HP1504101T2D_B16     3 0.000
#> HP1504101T2D_E23     3 0.000
#> HP1502401_D7         1 0.000
#> HP1504101T2D_L15     3 1.000
#> HP1504101T2D_D17     3 1.000
#> HP1504101T2D_A4      3 0.000
#> HP1502401_O21        1 1.000
#> HP1502401_M10        1 1.000
#> HP1504101T2D_H9      3 0.249
#> HP1504101T2D_A5      3 0.000
#> HP1504101T2D_K23     3 0.000
#> HP1502401_I7         1 1.000
#> HP1502401_C18        3 1.000
#> HP1502401_O6         1 1.000
#> HP1502401_K24        3 1.000
#> HP1502401_J11        1 1.000
#> HP1502401_H4         3 0.000
#> HP1502401_L11        3 1.000
#> HP1502401_K3         1 1.000
#> HP1502401_C8         3 1.000
#> HP1504101T2D_I18     3 0.000
#> HP1502401_F22        1 1.000
#> HP1502401_I16        1 1.000
#> HP1502401_B17        2 0.000
#> HP1504101T2D_P2      3 1.000
#> HP1502401_N18        2 0.000
#> HP1504101T2D_N10     3 1.000
#> HP1504101T2D_I14     3 0.000
#> HP1504101T2D_F17     4 1.000
#> HP1502401_B24        1 1.000
#> HP1502401_C6         3 1.000
#> HP1504101T2D_G9      1 1.000
#> HP1502401_N12        1 1.000
#> HP1502401_M24        3 0.253
#> HP1504101T2D_E10     1 1.000
#> HP1504101T2D_P9      3 1.000
#> HP1504101T2D_G24     3 0.000
#> HP1502401_N4         1 1.000
#> HP1502401_E21        3 0.000
#> HP1502401_H6         4 1.000
#> HP1504101T2D_I6      2 0.000
#> HP1502401_J6         3 0.000
#> HP1502401_M7         3 0.000
#> HP1504101T2D_M21     3 0.000
#> HP1504101T2D_F11     4 1.000
#> HP1504101T2D_D19     3 0.000
#> HP1502401_O24        1 1.000
#> HP1504101T2D_E24     3 0.000
#> HP1504101T2D_K4      3 0.000
#> HP1502401_I6         3 0.000
#> HP1504101T2D_N9      3 0.751
#> HP1502401_C16        3 1.000
#> HP1504101T2D_M7      3 0.000
#> HP1502401_B20        1 1.000
#> HP1502401_K23        1 1.000
#> HP1502401_F18        4 1.000
#> HP1504101T2D_O4      4 1.000
#> HP1504101T2D_E4      3 0.000
#> HP1502401_G4         3 0.000
#> HP1504101T2D_I16     3 0.000
#> HP1504101T2D_O6      3 0.000
#> HP1504101T2D_D18     3 0.000
#> HP1504101T2D_F2      3 0.000
#> HP1502401_D8         1 1.000
#> HP1504101T2D_E6      3 1.000
#> HP1504101T2D_I15     3 1.000
#> HP1504101T2D_P3      2 0.000
#> HP1504101T2D_I10     4 1.000
#> HP1502401_B21        3 0.000
#> HP1502401_D3         3 1.000
#> HP1502401_O18        3 1.000
#> HP1504101T2D_E14     3 1.000
#> HP1504101T2D_C18     3 0.000
#> HP1502401_G6         1 1.000
#> HP1504101T2D_B11     3 1.000
#> HP1504101T2D_C4      3 1.000
#> HP1504101T2D_C15     3 0.000
#> HP1502401_F12        3 0.000
#> HP1504101T2D_C22     3 0.000
#> HP1502401_C10        3 0.502
#> HP1502401_L7         1 1.000
#> HP1502401_B22        1 0.000
#> HP1502401_M8         2 0.000
#> HP1502401_I2         2 0.000
#> HP1502401_G11        3 1.000
#> HP1502401_E19        3 0.000
#> HP1504101T2D_P24     3 0.000
#> HP1502401_J10        3 0.000
#> HP1502401_L18        2 0.249
#> HP1504101T2D_D13     3 0.000
#> HP1502401_I9         1 1.000
#> HP1502401_D6         3 1.000
#> HP1504101T2D_F12     3 0.000
#> HP1504101T2D_C14     3 1.000
#> HP1504101T2D_H20     3 0.000
#> HP1504101T2D_E9      3 1.000
#> HP1502401_A4         3 0.000
#> HP1504101T2D_G12     3 1.000
#> HP1502401_K5         3 0.000
#> HP1502401_G12        1 1.000
#> HP1504101T2D_N13     3 1.000
#> HP1502401_D12        4 1.000
#> HP1502401_C4         4 1.000
#> HP1502401_K1         1 1.000
#> HP1502401_M2         3 0.751
#> HP1502401_J20        3 0.000
#> HP1502401_N23        4 1.000
#> HP1504101T2D_L8      3 0.000
#> HP1504101T2D_L7      3 0.000
#> HP1502401_O23        3 0.000
#> HP1502401_D22        1 1.000
#> HP1502401_B5         3 0.751
#> HP1504101T2D_H18     2 0.000
#> HP1502401_D4         2 0.000
#> HP1504101T2D_F18     2 0.000
#> HP1502401_E6         3 1.000
#> HP1502401_J18        3 1.000
#> HP1504101T2D_A10     2 0.000
#> HP1502401_M1         3 1.000
#> HP1502401_B15        4 1.000
#> HP1502401_J4         3 0.000
#> HP1502401_A15        1 1.000
#> HP1504101T2D_B17     3 1.000
#> HP1502401_K10        2 0.000
#> HP1502401_D10        2 0.000
#> HP1504101T2D_N20     3 1.000
#> HP1504101T2D_M24     3 0.000
#> HP1504101T2D_B3      1 0.000
#> HP1502401_A22        2 0.000
#> HP1502401_G20        3 0.751
#> HP1504101T2D_C12     4 1.000
#> HP1504101T2D_G22     3 0.000
#> HP1504101T2D_I19     1 0.249
#> HP1504101T2D_P17     3 0.000
#> HP1504101T2D_C9      1 1.000
#> HP1502401_D20        3 0.000
#> HP1502401_G7         3 0.498
#> HP1502401_H5         4 1.000
#> HP1502401_D16        3 1.000
#> HP1504101T2D_G14     3 0.751
#> HP1504101T2D_G10     3 0.000
#> HP1504101T2D_M1      3 0.000
#> HP1502401_N7         4 1.000
#> HP1504101T2D_A13     3 1.000
#> HP1502401_M19        3 0.000
#> HP1504101T2D_C11     2 0.000
#> HP1504101T2D_K12     3 0.253
#> HP1502401_J15        2 0.000
#> HP1504101T2D_D21     3 1.000
#> HP1504101T2D_G19     3 0.000
#> HP1502401_K6         3 0.000
#> HP1502401_K2         3 0.000
#> HP1504101T2D_B18     3 0.000
#> HP1504101T2D_M2      3 0.000
#> HP1502401_O8         1 1.000
#> HP1504101T2D_M9      3 1.000
#> HP1502401_K16        3 0.000
#> HP1502401_E17        3 0.751
#> HP1502401_M23        3 1.000
#> HP1504101T2D_O14     3 0.000
#> HP1504101T2D_P22     3 0.000
#> HP1502401_J19        2 0.000
#> HP1502401_G3         1 1.000
#> HP1504101T2D_H6      3 1.000
#> HP1502401_I18        1 1.000
#> HP1502401_J7         1 0.000
#> HP1502401_L10        3 1.000
#> HP1504101T2D_M10     3 0.000
#> HP1502401_M12        4 1.000
#> HP1502401_I1         3 0.000
#> HP1502401_N9         1 0.751
#> HP1502401_F15        1 1.000
#> HP1504101T2D_A17     4 1.000
#> HP1504101T2D_L11     3 0.502
#> HP1504101T2D_E3      1 1.000
#> HP1502401_L22        3 1.000
#> HP1502401_O10        2 0.000
#> HP1502401_G8         3 0.000
#> HP1504101T2D_O22     3 0.000
#> HP1504101T2D_E7      4 1.000
#> HP1504101T2D_M5      3 0.000
#> HP1502401_K12        1 0.000
#> HP1504101T2D_K10     2 0.000
#> HP1504101T2D_B21     3 0.000
#> HP1504101T2D_C10     4 1.000
#> HP1502401_D24        3 1.000
#> HP1504101T2D_N21     4 1.000
#> HP1502401_G22        3 1.000
#> HP1502401_B1         1 1.000
#> HP1502401_B11        1 1.000
#> HP1502401_C12        2 0.000
#> HP1504101T2D_J7      3 0.000
#> HP1504101T2D_G3      4 1.000
#> HP1504101T2D_A6      3 0.000
#> HP1504101T2D_I8      3 0.000
#> HP1504101T2D_J16     2 0.000
#> HP1504101T2D_C21     3 1.000
#> HP1502401_O4         3 1.000
#> HP1502401_F24        1 1.000
#> HP1504101T2D_M8      1 0.751
#> HP1504101T2D_K8      4 1.000
#> HP1504101T2D_D24     3 0.000
#> HP1502401_L15        3 0.000
#> HP1504101T2D_P21     3 0.000
#> HP1502401_J17        2 0.000
#> HP1502401_M3         4 1.000
#> HP1504101T2D_A12     3 0.000
#> HP1502401_E10        3 0.751
#> HP1504101T2D_O9      3 1.000
#> HP1504101T2D_F14     4 1.000
#> HP1504101T2D_N1      3 0.751
#> HP1504101T2D_H23     3 0.000
#> HP1502401_N10        2 0.000
#> HP1502401_G5         3 0.751
#> HP1502401_H20        3 1.000
#> HP1504101T2D_I23     3 0.000
#> HP1502401_O20        3 0.000
#> HP1504101T2D_D9      3 0.249
#> HP1504101T2D_B5      3 1.000
#> HP1504101T2D_L5      4 1.000
#> HP1502401_H24        3 0.000
#> HP1502401_A6         3 1.000
#> HP1504101T2D_O20     3 0.000
#> HP1504101T2D_E15     3 0.000
#> HP1502401_O7         3 0.000
#> HP1504101T2D_B7      3 1.000
#> HP1502401_L4         4 1.000
#> HP1502401_C5         3 1.000
#> HP1504101T2D_L24     3 0.000
#> HP1504101T2D_B12     3 0.000
#> HP1504101T2D_N24     3 0.000
#> HP1504101T2D_H2      3 0.000
#> HP1502401_A2         3 0.000
#> HP1502401_D2         2 0.000
#> HP1504101T2D_N22     3 0.000
#> HP1502401_O17        1 1.000
#> HP1504101T2D_E22     3 0.000
#> HP1504101T2D_E8      4 1.000
#> HP1502401_M6         4 1.000
#> HP1504101T2D_L1      3 0.000
#> HP1504101T2D_C20     3 0.000
#> HP1504101T2D_H17     4 1.000
#> HP1504101T2D_L4      3 0.000
#> HP1504101T2D_P7      3 0.000
#> HP1504101T2D_J14     1 1.000
#> HP1504101T2D_O10     3 0.000
#> HP1502401_H12        4 1.000
#> HP1504101T2D_E21     3 0.000
#> HP1504101T2D_K20     3 0.000
#> HP1504101T2D_I22     3 0.000
#> HP1502401_F9         1 1.000
#> HP1504101T2D_H4      1 1.000
#> HP1502401_F16        1 1.000
#> HP1502401_M20        3 0.000
#> HP1504101T2D_K17     3 0.000
#> HP1504101T2D_L10     3 0.000
#> HP1504101T2D_I2      1 0.000
#> HP1504101T2D_J3      3 1.000
#> HP1502401_E23        2 0.000
#> HP1502401_A24        3 1.000
#> HP1502401_M11        3 0.000
#> HP1502401_I8         4 1.000
#> HP1504101T2D_H21     3 0.000
#> HP1502401_F23        3 0.000
#> HP1504101T2D_O3      3 0.000
#> HP1504101T2D_N2      4 1.000
#> HP1504101T2D_J20     3 0.000
#> HP1504101T2D_L3      3 0.000
#> HP1504101T2D_P11     3 0.000
#> HP1502401_E24        2 0.000
#> HP1504101T2D_G21     3 0.000
#> HP1504101T2D_F3      3 1.000
#> HP1504101T2D_J1      3 0.000
#> HP1502401_M21        3 1.000
#> HP1504101T2D_F1      2 0.000
#> HP1502401_I12        1 0.000
#> HP1504101T2D_P5      3 1.000
#> HP1502401_K21        3 0.000
#> HP1504101T2D_N8      3 0.000
#> HP1502401_C20        3 1.000
#> HP1504101T2D_G23     3 0.000
#> HP1502401_H16        3 0.751
#> HP1502401_J24        2 0.000
#> HP1504101T2D_D15     4 1.000
#> HP1504101T2D_D23     3 1.000
#> HP1504101T2D_N6      3 0.000
#> HP1502401_L20        3 0.000
#> HP1502401_N20        3 1.000
#> HP1502401_E11        3 0.000
#> HP1504101T2D_H1      4 1.000
#> HP1502401_K11        1 1.000
#> HP1502401_M16        2 0.000
#> HP1502401_E2         2 0.000
#> HP1504101T2D_D12     3 1.000
#> HP1504101T2D_H22     3 0.000
#> HP1502401_B10        1 1.000
#> HP1502401_F20        3 0.000
#> HP1504101T2D_B13     3 0.000
#> HP1504101T2D_F19     3 0.000
#> HP1504101T2D_F13     3 0.000
#> HP1502401_B16        3 1.000
#> HP1502401_C1         2 0.000
#> HP1502401_C21        1 1.000
#> HP1504101T2D_J9      4 1.000
#> HP1502401_I21        2 0.000
#> HP1504101T2D_H24     3 0.000
#> HP1502401_C7         4 1.000
#> HP1502401_H19        3 1.000
#> HP1502401_L1         3 0.000
#> HP1502401_J2         2 0.000
#> HP1504101T2D_E20     4 1.000
#> HP1502401_I24        3 1.000
#> HP1504101T2D_P12     3 1.000
#> HP1504101T2D_C16     3 0.000
#> HP1502401_N21        1 1.000
#> HP1502401_A10        1 1.000
#> HP1502401_M22        2 0.000
#> HP1502401_A17        3 1.000
#> HP1504101T2D_A8      3 0.000
#> HP1502401_J12        1 1.000
#> HP1504101T2D_H15     3 1.000
#> HP1504101T2D_J22     3 0.000
#> HP1502401_F21        3 1.000
#> HP1502401_H1         3 1.000
#> HP1504101T2D_O11     3 0.751
#> HP1504101T2D_M23     3 0.000
#> HP1504101T2D_J5      3 0.000
#> HP1502401_I23        3 0.000
#> HP1504101T2D_G8      4 1.000
#> HP1502401_O3         1 0.498
#> HP1502401_F10        3 0.000
#> HP1502401_H18        1 0.000
#> HP1502401_E3         1 1.000
#> HP1504101T2D_J24     3 0.000
#> HP1504101T2D_D5      3 0.000
#> HP1504101T2D_D11     4 1.000
#> HP1504101T2D_O23     3 0.751
#> HP1502401_N3         3 1.000
#> HP1504101T2D_L18     3 0.000
#> HP1504101T2D_F20     3 0.502
#> HP1502401_N16        2 0.000
#> HP1504101T2D_K18     3 0.000
#> HP1504101T2D_P18     3 0.000
#> HP1502401_E9         4 1.000
#> HP1504101T2D_M3      4 1.000
#> HP1504101T2D_L19     3 0.000
#> HP1504101T2D_N5      3 0.000
#> HP1502401_N19        3 0.000
#> HP1502401_B8         4 1.000
#> HP1502401_E20        2 0.000
#> HP1504101T2D_A23     3 0.000
#> HP1504101T2D_D6      3 0.000
#> HP1502401_K20        3 1.000
#> HP1504101T2D_N16     3 0.751
#> HP1502401_B23        3 1.000
#> HP1504101T2D_O24     2 0.000
#> HP1504101T2D_A18     3 1.000
#> HP1504101T2D_F16     3 1.000
#> AZ_A2                1 0.751
#> AZ_B9                3 1.000
#> AZ_A6                3 0.000
#> AZ_C11               4 1.000
#> AZ_B10               4 1.000
#> AZ_C10               4 1.000
#> AZ_B8                2 0.000
#> AZ_B1                3 0.502
#> AZ_A12               1 1.000
#> AZ_C1                3 0.000
#> AZ_A8                1 1.000
#> AZ_A11               3 1.000
#> AZ_C2                3 0.000
#> AZ_B11               3 0.000
#> AZ_B12               3 0.000
#> AZ_B2                3 0.000
#> AZ_B3                3 0.000
#> AZ_A7                2 0.000
#> AZ_A10               3 0.502
#> AZ_C3                2 0.000
#> AZ_B5                3 0.000
#> AZ_E12               3 0.751
#> AZ_D3                1 1.000
#> AZ_E4                3 0.000
#> AZ_G6                3 0.000
#> AZ_H5                1 1.000
#> AZ_G4                1 0.000
#> AZ_G10               1 0.498
#> AZ_D6                1 1.000
#> AZ_H1                1 1.000
#> AZ_G3                1 1.000
#> AZ_H11               1 1.000
#> AZ_D9                1 1.000
#> AZ_D5                4 1.000
#> AZ_G5                1 1.000
#> AZ_H2                1 0.249
#> AZ_E2                3 0.751
#> AZ_H10               2 0.000
#> AZ_F6                2 0.000
#> AZ_F5                1 0.000
#> AZ_D8                3 0.000
#> AZ_E3                1 0.000
#> AZ_E7                3 0.000
#> AZ_G2                1 0.000
#> AZ_H6                1 1.000
#> AZ_F9                2 0.000
#> AZ_C8                3 0.000
#> AZ_H12               1 1.000
#> AZ_E5                3 0.249
#> AZ_D12               1 1.000
#> AZ_F4                3 0.000
#> AZ_F7                3 0.000
#> AZ_C4                4 1.000
#> AZ_C5                3 0.000
#> AZ_D7                3 0.000
#> AZ_D4                3 0.000
#> AZ_F2                1 1.000
#> AZ_E8                3 0.000
#> AZ_F1                3 0.000
#> AZ_F8                3 0.000
#> AZ_C9                2 0.000
#> AZ_G1                1 1.000
#> AZ_E9                1 1.000
#> AZ_H9                1 0.000
#> AZ_D2                1 1.000
#> HP1508501T2D_M1      1 0.000
#> HP1508501T2D_K2      2 0.000
#> HP1508501T2D_E1      2 0.000
#> HP1508501T2D_A3      3 1.000
#> HP1508501T2D_I2      1 1.000
#> HP1508501T2D_O1      3 0.000
#> HP1508501T2D_G2      2 0.000
#> HP1508501T2D_I1      2 0.000
#> HP1508501T2D_C2      2 0.000
#> HP1508501T2D_K1      1 1.000
#> HP1508501T2D_G3      2 0.000
#> HP1508501T2D_G1      2 0.000
#> HP1508501T2D_C20     1 1.000
#> HP1508501T2D_M9      1 0.502
#> HP1508501T2D_L13     3 1.000
#> HP1508501T2D_O4      1 0.502
#> HP1508501T2D_N1      2 0.000
#> HP1508501T2D_P7      3 0.000
#> HP1508501T2D_B15     3 0.000
#> HP1508501T2D_D2      3 0.000
#> HP1508501T2D_H11     3 0.000
#> HP1508501T2D_E24     1 1.000
#> HP1508501T2D_B18     2 0.000
#> HP1508501T2D_G15     3 1.000
#> HP1508501T2D_M20     1 1.000
#> HP1508501T2D_B23     4 1.000
#> HP1508501T2D_A8      2 0.000
#> HP1508501T2D_J21     3 0.253
#> HP1508501T2D_A13     3 0.498
#> HP1508501T2D_O3      2 0.000
#> HP1508501T2D_F3      4 1.000
#> HP1508501T2D_M17     2 0.000
#> HP1508501T2D_I15     4 1.000
#> HP1508501T2D_E6      1 1.000
#> HP1508501T2D_E14     1 0.249
#> HP1508501T2D_M19     4 1.000
#> HP1508501T2D_D17     3 0.000
#> HP1508501T2D_L18     4 1.000
#> HP1508501T2D_A23     2 0.000
#> HP1508501T2D_M3      2 0.000
#> HP1508501T2D_L20     2 0.000
#> HP1508501T2D_F17     3 0.502
#> HP1508501T2D_A10     1 1.000
#> HP1508501T2D_P14     2 0.000
#> HP1508501T2D_I24     2 0.000
#> HP1508501T2D_H22     1 1.000
#> HP1508501T2D_I20     1 1.000
#> HP1508501T2D_F4      2 0.000
#> HP1508501T2D_F12     2 0.000
#> HP1508501T2D_N9      2 0.000
#> HP1508501T2D_H5      2 0.000
#> HP1508501T2D_A19     3 1.000
#> HP1508501T2D_H2      3 0.000
#> HP1508501T2D_J23     2 0.000
#> HP1508501T2D_B17     2 0.000
#> HP1508501T2D_D5      4 1.000
#> HP1508501T2D_I3      2 0.000
#> HP1508501T2D_I8      3 1.000
#> HP1508501T2D_L6      3 0.253
#> HP1508501T2D_B5      1 1.000
#> HP1508501T2D_C14     1 1.000
#> HP1508501T2D_J11     2 0.000
#> HP1508501T2D_F16     3 0.000
#> HP1508501T2D_L7      4 1.000
#> HP1508501T2D_L14     3 0.000
#> HP1508501T2D_N7      2 0.000
#> HP1508501T2D_M15     2 0.000
#> HP1508501T2D_K22     2 0.000
#> HP1508501T2D_H17     2 0.000
#> HP1508501T2D_G10     3 0.000
#> HP1508501T2D_M22     2 0.000
#> HP1508501T2D_N13     2 0.000
#> HP1508501T2D_F14     1 0.000
#> HP1508501T2D_D6      1 1.000
#> HP1508501T2D_E12     4 1.000
#> HP1508501T2D_P3      3 0.000
#> HP1508501T2D_H4      3 0.000
#> HP1508501T2D_E18     3 0.000
#> HP1508501T2D_G11     3 0.000
#> HP1508501T2D_P11     1 1.000
#> HP1508501T2D_L16     1 1.000
#> HP1508501T2D_P9      1 0.249
#> HP1508501T2D_F8      2 0.000
#> HP1508501T2D_O14     1 0.498
#> HP1508501T2D_D1      1 1.000
#> HP1508501T2D_L10     2 0.000
#> HP1508501T2D_N24     2 0.000
#> HP1508501T2D_O7      2 0.000
#> HP1508501T2D_C9      1 0.000
#> HP1508501T2D_K21     1 1.000
#> HP1508501T2D_H6      3 0.000
#> HP1508501T2D_E15     2 0.000
#> HP1508501T2D_J9      1 1.000
#> HP1508501T2D_B11     1 1.000
#> HP1508501T2D_E10     1 1.000
#> HP1508501T2D_I18     3 0.000
#> HP1508501T2D_B21     3 0.000
#> HP1508501T2D_N17     2 0.000
#> HP1508501T2D_G12     2 0.000
#> HP1508501T2D_C13     4 1.000
#> HP1508501T2D_E22     3 0.000
#> HP1508501T2D_A24     4 1.000
#> HP1508501T2D_K16     4 1.000
#> HP1508501T2D_N20     1 1.000
#> HP1508501T2D_M4      1 1.000
#> HP1508501T2D_N2      2 0.000
#> HP1508501T2D_K18     2 0.000
#> HP1508501T2D_B8      3 0.000
#> HP1508501T2D_N22     2 0.000
#> HP1508501T2D_I16     3 1.000
#> HP1508501T2D_C24     2 0.000
#> HP1508501T2D_H13     2 0.000
#> HP1508501T2D_M7      2 0.000
#> HP1508501T2D_L21     2 0.000
#> HP1508501T2D_G19     2 0.000
#> HP1508501T2D_F1      1 1.000
#> HP1508501T2D_E7      2 0.000
#> HP1508501T2D_I11     2 0.000
#> HP1508501T2D_K7      2 0.000
#> HP1508501T2D_O9      2 0.000
#> HP1508501T2D_H12     1 0.000
#> HP1508501T2D_K4      4 1.000
#> HP1508501T2D_I17     2 0.000
#> HP1508501T2D_O13     2 0.000
#> HP1508501T2D_H18     3 0.000
#> HP1508501T2D_M16     1 0.000
#> HP1508501T2D_H3      3 0.000
#> HP1508501T2D_C10     3 0.751
#> HP1508501T2D_L11     2 0.000
#> HP1508501T2D_B20     1 0.000
#> HP1508501T2D_B4      1 0.498
#> HP1508501T2D_J17     3 0.000
#> HP1508501T2D_C23     3 0.000
#> HP1508501T2D_K17     3 0.000
#> HP1508501T2D_G14     2 0.000
#> HP1508501T2D_D3      3 0.000
#> HP1508501T2D_K20     4 1.000
#> HP1508501T2D_D16     3 1.000
#> HP1508501T2D_G24     3 1.000
#> HP1508501T2D_B10     4 1.000
#> HP1508501T2D_J13     2 0.000
#> HP1508501T2D_P8      3 0.000
#> HP1508501T2D_N18     3 1.000
#> HP1508501T2D_M18     2 0.000
#> HP1508501T2D_I22     3 0.000
#> HP1508501T2D_G20     4 1.000
#> HP1508501T2D_K12     1 0.751
#> HP1508501T2D_J20     3 1.000
#> HP1508501T2D_K6      2 0.000
#> HP1508501T2D_J4      3 0.000
#> HP1508501T2D_M14     4 1.000
#> HP1508501T2D_F21     2 0.000
#> HP1508501T2D_C19     2 0.000
#> HP1508501T2D_E8      4 1.000
#> HP1508501T2D_I23     1 1.000
#> HP1508501T2D_M8      4 1.000
#> HP1508501T2D_E17     2 0.000
#> HP1508501T2D_B22     1 0.249
#> HP1508501T2D_F7      3 0.253
#> HP1508501T2D_E19     3 0.000
#> HP1508501T2D_H16     2 0.000
#> HP1508501T2D_J12     3 0.000
#> HP1508501T2D_F9      1 1.000
#> HP1508501T2D_G17     2 0.000
#> HP1508501T2D_F15     2 0.000
#> HP1508501T2D_C15     2 0.000
#> HP1508501T2D_N4      3 0.000
#> HP1508501T2D_I10     2 0.000
#> HP1508501T2D_I14     1 1.000
#> HP1508501T2D_N15     2 0.000
#> HP1508501T2D_L23     2 0.000
#> HP1508501T2D_J3      3 0.000
#> HP1508501T2D_B24     2 1.000
#> HP1508501T2D_E4      2 0.000
#> HP1508501T2D_H23     1 1.000
#> HP1508501T2D_L2      2 0.000
#> HP1508501T2D_D9      2 0.000
#> HP1508501T2D_D21     3 0.000
#> HP1508501T2D_L15     2 0.000
#> HP1508501T2D_G18     2 0.000
#> HP1508501T2D_E23     3 0.253
#> HP1508501T2D_D14     3 1.000
#> HP1508501T2D_O8      2 0.000
#> HP1508501T2D_D24     2 0.000
#> HP1508501T2D_C12     2 0.000
#> HP1508501T2D_K15     2 0.000
#> HP1508501T2D_J22     2 0.000
#> HP1508501T2D_F18     3 0.000
#> HP1508501T2D_N23     2 0.000
#> HP1508501T2D_A17     2 0.000
#> HP1508501T2D_L24     2 0.000
#> HP1508501T2D_C11     2 0.000
#> HP1508501T2D_P2      2 0.000
#> HP1508501T2D_C8      4 1.000
#> HP1508501T2D_D13     1 1.000
#> HP1508501T2D_L17     3 0.000
#> HP1508501T2D_D15     3 0.000
#> HP1508501T2D_B14     2 0.000
#> HP1508501T2D_F11     4 1.000
#> HP1508501T2D_C16     1 1.000
#> HP1508501T2D_C18     2 0.000
#> HP1508501T2D_O12     2 0.000
#> HP1508501T2D_J14     2 0.000
#> HP1508501T2D_G6      1 0.000
#> HP1508501T2D_L5      2 0.000
#> HP1508501T2D_M23     2 0.000
#> HP1508501T2D_J5      1 1.000
#> HP1508501T2D_N10     2 0.000
#> HP1508501T2D_K23     2 0.000
#> HP1508501T2D_P1      3 0.000
#> HP1508501T2D_N11     4 1.000
#> HP1508501T2D_K24     1 1.000
#> HP1508501T2D_M12     3 0.000
#> HP1508501T2D_I4      2 0.000
#> HP1508501T2D_K19     3 0.751
#> HP1508501T2D_N6      2 0.000
#> HP1508501T2D_I19     2 0.000
#> HP1508501T2D_J6      3 0.000
#> HP1508501T2D_B12     3 0.000
#> HP1508501T2D_K14     3 1.000
#> HP1508501T2D_J16     2 0.000
#> HP1508501T2D_H10     4 1.000
#> HP1508501T2D_M5      1 0.000
#> HP1508501T2D_H21     3 0.000
#> HP1508501T2D_D18     2 0.000
#> HP1508501T2D_G13     2 0.000
#> HP1508501T2D_N21     2 0.000
#> HP1508501T2D_F2      3 0.000
#> HP1508501T2D_E20     2 0.000
#> HP1508501T2D_J2      2 0.000
#> HP1508501T2D_J8      3 0.000
#> HP1508501T2D_P6      1 1.000
#> HP1508501T2D_C4      4 1.000
#> HP1508501T2D_H15     1 0.000
#> HP1508501T2D_G23     2 0.000
#> HP1508501T2D_A14     3 1.000
#> HP1508501T2D_I7      2 0.000
#> HP1508501T2D_A12     3 0.000
#> HP1508501T2D_O11     2 0.000
#> HP1508501T2D_B3      3 0.751
#> HP1508501T2D_A15     1 1.000
#> HP1508501T2D_I12     2 0.000
#> HP1508501T2D_J1      3 0.000
#> HP1508501T2D_M10     2 0.000
#> HP1508501T2D_A11     2 0.000
#> HP1508501T2D_H14     1 0.000
#> HP1508501T2D_K9      1 1.000
#> HP1508501T2D_J24     4 1.000
#> HP1508501T2D_J18     4 1.000
#> HP1508501T2D_E11     2 0.000
#> HP1508501T2D_F20     3 0.000
#> HP1508501T2D_G4      4 1.000
#> HP1508501T2D_I13     2 0.000
#> HP1508501T2D_D8      3 0.000
#> HP1508501T2D_L9      2 0.000
#> HP1508501T2D_E9      2 0.000
#> HP1508501T2D_D22     2 0.000
#> HP1508501T2D_D10     3 1.000
#> HP1508501T2D_B16     4 1.000
#> HP1508501T2D_G22     4 1.000
#> HP1508501T2D_E13     3 0.000
#> HP1508501T2D_I21     2 0.000
#> HP1508501T2D_K3      2 0.000
#> HP1508501T2D_N8      2 0.000
#> HP1508501T2D_J15     2 0.000
#> HP1506401_I2         1 1.000
#> HP1506401_K1         1 1.000
#> HP1506401_I1         4 1.000
#> HP1506401_G2         2 0.000
#> HP1506401_K2         2 0.000
#> HP1506401_M1         2 0.000
#> HP1506401_G1         4 1.000
#> HP1506401_O2         2 0.000
#> HP1506401_D14        2 0.000
#> HP1506401_A9         2 0.000
#> HP1506401_B22        4 1.000
#> HP1506401_N10        2 0.000
#> HP1506401_D15        2 0.000
#> HP1506401_J9         2 0.000
#> HP1506401_K12        1 1.000
#> HP1506401_N1         2 0.000
#> HP1506401_G14        2 0.000
#> HP1506401_O16        2 0.000
#> HP1506401_D3         2 0.000
#> HP1506401_E23        2 0.000
#> HP1506401_G21        2 0.000
#> HP1506401_B17        2 0.000
#> HP1506401_N9         2 0.000
#> HP1506401_J5         2 0.000
#> HP1506401_C9         1 1.000
#> HP1506401_M16        2 0.000
#> HP1506401_H15        2 0.000
#> HP1506401_H16        2 0.000
#> HP1506401_C24        2 0.000
#> HP1506401_E6         2 0.000
#> HP1506401_I14        4 1.000
#> HP1506401_J2         2 0.000
#> HP1506401_F13        1 1.000
#> HP1506401_B1         2 0.000
#> HP1506401_H4         2 0.000
#> HP1506401_I15        2 0.000
#> HP1506401_O4         2 0.000
#> HP1506401_L7         1 0.000
#> HP1506401_D24        2 0.000
#> HP1506401_L21        2 0.000
#> HP1506401_J24        2 0.000
#> HP1506401_G8         4 1.000
#> HP1506401_F12        4 0.751
#> HP1506401_J6         2 0.000
#> HP1506401_H12        4 1.000
#> HP1506401_N5         2 0.000
#> HP1506401_I24        2 0.000
#> HP1506401_F24        4 1.000
#> HP1506401_F8         3 0.000
#> HP1506401_F16        2 0.000
#> HP1506401_M18        2 0.000
#> HP1506401_I13        2 0.000
#> HP1506401_J8         2 0.000
#> HP1506401_K17        2 0.000
#> HP1506401_O24        2 0.000
#> HP1506401_L18        2 0.000
#> HP1506401_H18        2 0.000
#> HP1506401_F2         2 0.000
#> HP1506401_A5         1 1.000
#> HP1506401_N20        3 0.000
#> HP1506401_M4         2 0.000
#> HP1506401_J3         2 0.000
#> HP1506401_N16        2 0.000
#> HP1506401_D8         2 0.000
#> HP1506401_H7         2 0.000
#> HP1506401_M21        2 0.000
#> HP1506401_E15        3 1.000
#> HP1506401_P11        2 0.000
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#> HP1504901_B16        1 1.000
#> HP1504901_L17        1 0.249
#> HP1504901_O18        1 0.000
#> HP1504901_F18        4 1.000
#> HP1504901_C17        1 0.000
#> HP1504901_B11        1 0.000
#> HP1504901_F17        1 1.000
#> HP1504901_D6         1 1.000
#> HP1504901_D18        1 1.000
#> HP1504901_K19        1 0.502
#> HP1504901_F6         1 1.000
#> HP1504901_P10        3 1.000
#> HP1504901_D16        1 1.000
#> HP1504901_H14        1 1.000
#> HP1504901_M3         1 1.000
#> HP1504901_F1         1 0.000
#> HP1504901_I10        2 0.000
#> HP1504901_O8         1 0.249
#> HP1504901_D23        4 1.000
#> HP1504901_I17        1 0.000
#> HP1504901_B13        1 1.000
#> HP1504901_C2         1 0.000
#> HP1504901_B20        1 1.000
#> HP1504901_O14        1 0.253
#> HP1504901_M12        1 0.000
#> HP1504901_H17        1 1.000
#> HP1504901_H4         1 1.000
#> HP1504901_B24        1 0.000
#> HP1504901_H5         1 0.000
#> HP1504901_P7         2 0.000
#> HP1504901_B1         1 0.000
#> HP1504901_F11        1 0.000
#> HP1504901_F23        1 0.000
#> HP1504901_G9         1 1.000
#> HP1504901_O21        1 1.000
#> HP1504901_E24        1 1.000
#> HP1504901_G12        1 0.000
#> HP1504901_A16        1 0.000
#> HP1504901_A14        1 0.000
#> HP1504901_P9         1 0.000
#> HP1504901_O9         1 1.000
#> HP1504901_P3         1 0.000
#> HP1504901_G3         1 1.000
#> HP1504901_F5         1 1.000
#> HP1504901_M19        1 0.000
#> HP1504901_A23        1 0.000
#> HP1504901_P18        1 0.000
#> HP1504901_P16        1 0.000
#> HP1504901_E9         1 0.000
#> HP1504901_C16        1 0.000
#> HP1504901_G21        1 0.000
#> HP1504901_A5         1 1.000
#> HP1504901_J24        1 0.000
#> HP1504901_A3         1 0.000
#> HP1504901_L18        1 1.000
#> HP1504901_H11        1 1.000
#> HP1504901_I24        1 0.253
#> HP1504901_D13        2 0.000
#> HP1504901_E18        1 0.751
#> HP1504901_H6         1 0.249
#> HP1504901_J17        1 1.000
#> HP1504901_N1         1 1.000
#> HP1504901_B4         1 1.000
#> HP1504901_J7         1 1.000
#> HP1504901_B7         1 1.000
#> HP1504901_J18        1 0.000
#> HP1504901_A22        1 0.000
#> HP1504901_D22        1 1.000
#> HP1504901_G4         1 0.498
#> HP1504901_E6         2 0.000
#> HP1504901_D9         1 1.000
#> HP1504901_N22        4 1.000
#> HP1504901_J15        1 1.000
#> HP1504901_K14        1 1.000
#> HP1504901_N15        1 1.000
#> HP1504901_J20        4 1.000
#> HP1504901_J23        4 1.000
#> HP1504901_L16        2 0.249
#> HP1504901_C13        1 0.253
#> HP1504901_B23        1 1.000
#> HP1504901_F19        1 1.000
#> HP1504901_J4         4 1.000
#> HP1504901_K22        1 1.000
#> HP1504901_O5         1 1.000
#> HP1504901_J9         1 1.000
#> HP1504901_M4         1 0.000
#> HP1504901_G2         4 1.000
#> HP1504901_N16        4 1.000
#> HP1504901_G10        1 0.000
#> HP1504901_F24        4 1.000
#> HP1504901_O17        1 1.000
#> HP1504901_A19        1 0.751
#> HP1504901_D5         1 1.000
#> HP1504901_D1         1 0.502
#> HP1504901_F16        1 0.000
#> HP1504901_B6         1 0.502
#> HP1504901_E23        1 0.751
#> HP1504901_N8         1 0.751
#> HP1504901_N12        1 0.249
#> HP1504901_H8         1 1.000
#> HP1504901_M24        4 1.000
#> HP1504901_L1         1 0.000
#> HP1504901_B9         1 1.000
#> HP1504901_O4         2 0.000
#> HP1504901_O10        1 1.000
#> HP1504901_M11        1 0.000
#> HP1504901_B18        4 1.000
#> HP1504901_F9         4 1.000
#> HP1504901_F20        1 1.000
#> HP1504901_O6         1 1.000
#> HP1504901_B14        2 0.000
#> HP1504901_D4         1 0.000
#> HP1504901_E10        4 0.249
#> HP1504901_L13        1 0.000
#> HP1504901_L22        1 0.747
#> HP1504901_O24        1 1.000
#> HP1504901_G13        1 0.249
#> HP1504901_J22        1 1.000
#> HP1504901_L14        1 1.000
#> HP1504901_A2         1 1.000
#> HP1504901_N17        4 1.000
#> HP1504901_L3         1 0.751
#> HP1504901_I3         1 1.000
#> HP1504901_A9         1 1.000
#> HP1504901_I21        1 1.000
#> HP1504901_K23        2 0.000
#> HP1504901_G6         1 0.000
#> HP1504901_O16        1 1.000
#> HP1504901_E14        1 1.000
#> HP1504901_G11        2 0.000
#> HP1504901_N24        1 1.000
#> HP1504901_D17        1 1.000
#> HP1504901_K6         1 1.000
#> HP1504901_D2         4 1.000
#> HP1504901_I18        1 1.000
#> HP1504901_E21        1 0.000
#> HP1504901_H18        1 0.000
#> HP1504901_D24        4 1.000
#> HP1504901_J6         1 1.000
#> HP1504901_I2         1 1.000
#> HP1504901_D14        1 1.000
#> HP1504901_G16        1 1.000
#> HP1504901_P20        1 0.000
#> HP1504901_M18        1 1.000
#> HP1504901_J3         1 1.000
#> HP1504901_F4         4 1.000
#> HP1504901_D7         1 1.000
#> HP1504901_M21        4 1.000
#> HP1504901_B10        1 1.000
#> HP1504901_H1         1 0.000
#> HP1504901_J5         1 0.000
#> HP1504901_K5         1 1.000
#> HP1504901_F10        1 1.000
#> HP1504901_H16        2 0.000
#> HP1504901_G15        1 1.000
#> HP1504901_H2         1 0.000
#> HP1504901_G18        1 0.000
#> HP1504901_N19        1 1.000
#> HP1504901_C10        1 1.000
#> HP1504901_I8         4 1.000
#> HP1504901_I22        1 1.000
#> HP1504901_B21        1 1.000
#> HP1504901_N7         1 0.253
#> HP1504901_C14        1 1.000
#> HP1504901_A10        1 1.000
#> HP1504901_I13        1 0.000
#> HP1504901_C23        1 1.000
#> HP1504901_E2         1 0.000
#> HP1504901_D21        1 1.000
#> HP1504901_G19        1 0.000
#> HP1504901_N21        1 0.000
#> HP1504901_B2         4 1.000
#> HP1504901_L9         1 1.000
#> HP1504901_N23        1 1.000
#> HP1504901_F3         1 0.000
#> HP1525301T2D_P14     2 0.000
#> HP1525301T2D_K15     4 0.000
#> HP1525301T2D_D19     4 1.000
#> HP1526901T2D_K12     4 0.502
#> HP1525301T2D_G11     1 1.000
#> HP1525301T2D_A6      1 1.000
#> HP1508501T2D_P4      1 1.000
#> HP1525301T2D_K23     4 1.000
#> HP1525301T2D_P16     2 0.000
#> HP1525301T2D_O14     2 0.000
#> HP1525301T2D_H14     2 0.000
#> HP1525301T2D_F24     2 0.000
#> HP1525301T2D_P1      2 0.000
#> HP1526901T2D_A20     4 0.000
#> HP1526901T2D_A10     4 0.000
#> HP1525301T2D_I21     4 1.000
#> HP1526901T2D_A3      4 0.751
#> HP1526901T2D_O5      2 0.000
#> HP1525301T2D_I12     4 1.000
#> HP1525301T2D_P22     4 1.000
#> HP1525301T2D_H9      2 0.000
#> HP1526901T2D_P20     4 1.000
#> HP1525301T2D_K16     2 0.000
#> HP1526901T2D_B6      4 1.000
#> HP1526901T2D_P9      4 1.000
#> HP1526901T2D_E11     4 0.751
#> HP1525301T2D_C3      2 0.000
#> HP1526901T2D_M21     3 0.502
#> HP1526901T2D_H18     4 0.000
#> HP1525301T2D_D1      2 0.000
#> HP1526901T2D_D5      4 0.000
#> HP1525301T2D_J14     4 0.000
#> HP1525301T2D_P6      4 1.000
#> HP1525301T2D_F15     1 1.000
#> HP1526901T2D_K6      4 1.000
#> HP1525301T2D_C16     1 1.000
#> HP1525301T2D_I18     2 0.000
#> HP1525301T2D_M11     2 0.000
#> HP1526901T2D_J6      1 1.000
#> HP1525301T2D_I23     2 0.000
#> HP1526901T2D_L16     4 0.253
#> HP1526901T2D_F2      4 0.000
#> HP1525301T2D_K14     2 0.000
#> HP1525301T2D_J7      2 0.000
#> HP1525301T2D_B1      4 1.000
#> HP1525301T2D_C4      2 0.000
#> HP1525301T2D_J21     2 0.000
#> HP1525301T2D_E19     4 1.000
#> HP1526901T2D_C13     4 1.000
#> HP1525301T2D_B4      1 1.000
#> HP1525301T2D_F19     4 1.000
#> HP1525301T2D_B5      1 1.000
#> HP1526901T2D_C19     4 1.000
#> HP1526901T2D_E18     4 0.000
#> HP1525301T2D_N3      4 1.000
#> HP1525301T2D_I6      4 1.000
#> HP1525301T2D_N23     4 1.000
#> HP1526901T2D_H23     3 1.000
#> HP1525301T2D_G22     4 0.751
#> HP1525301T2D_J5      2 0.000
#> HP1525301T2D_D10     2 0.000
#> HP1526901T2D_F15     2 0.000
#> HP1526901T2D_O22     4 1.000
#> HP1526901T2D_M8      2 0.000
#> HP1525301T2D_C6      2 0.000
#> HP1526901T2D_G21     4 0.249
#> HP1525301T2D_D11     4 1.000
#> HP1526901T2D_I6      4 1.000
#> HP1526901T2D_H24     4 1.000
#> HP1525301T2D_E1      4 1.000
#> HP1526901T2D_J22     4 0.000
#> HP1526901T2D_N15     4 1.000
#> HP1525301T2D_G3      2 0.000
#> HP1525301T2D_E11     2 0.000
#> HP1525301T2D_C2      1 1.000
#> HP1526901T2D_A1      4 1.000
#> HP1526901T2D_F3      4 1.000
#> HP1526901T2D_P21     4 1.000
#> HP1525301T2D_B11     1 1.000
#> HP1526901T2D_J24     4 1.000
#> HP1526901T2D_M15     3 1.000
#> HP1526901T2D_K11     4 0.000
#> HP1526901T2D_G17     4 0.253
#> HP1526901T2D_L1      4 0.751
#> HP1526901T2D_L2      4 0.000
#> HP1526901T2D_M19     4 0.502
#> HP1526901T2D_A16     4 0.000
#> HP1525301T2D_N4      2 0.000
#> HP1526901T2D_B4      4 1.000
#> HP1526901T2D_F21     4 1.000
#> HP1525301T2D_M16     4 0.000
#> HP1526901T2D_K3      4 0.253
#> HP1525301T2D_B24     2 0.000
#> HP1526901T2D_O15     4 1.000
#> HP1526901T2D_O12     1 0.000
#> HP1526901T2D_J21     4 0.502
#> HP1525301T2D_O1      2 0.000
#> HP1525301T2D_O20     2 0.000
#> HP1525301T2D_O9      2 0.000
#> HP1526901T2D_G7      4 1.000
#> HP1526901T2D_J5      4 0.502
#> HP1525301T2D_G13     2 0.000
#> HP1525301T2D_F23     4 1.000
#> HP1526901T2D_F4      1 0.000
#> HP1526901T2D_I1      2 0.000
#> HP1526901T2D_L4      4 1.000
#> HP1526901T2D_L14     4 0.249
#> HP1525301T2D_L23     2 0.000
#> HP1525301T2D_H23     4 1.000
#> HP1525301T2D_I1      2 0.000
#> HP1526901T2D_F10     4 0.502
#> HP1525301T2D_B23     1 0.000
#> HP1526901T2D_J18     2 0.000
#> HP1526901T2D_I10     4 0.000
#> HP1525301T2D_I4      4 1.000
#> HP1526901T2D_B24     2 0.000
#> HP1525301T2D_C24     2 0.000
#> HP1525301T2D_P8      1 1.000
#> HP1526901T2D_G24     2 0.000
#> HP1526901T2D_J8      1 1.000
#> HP1525301T2D_M22     1 0.000
#> HP1525301T2D_C1      1 1.000
#> HP1526901T2D_P13     2 0.000
#> HP1526901T2D_G23     4 0.502
#> HP1526901T2D_P22     4 1.000
#> HP1525301T2D_J2      1 1.000
#> HP1526901T2D_H20     4 1.000
#> HP1525301T2D_G14     2 0.000
#> HP1526901T2D_L7      4 0.000
#> HP1526901T2D_N12     4 0.253
#> HP1525301T2D_N7      1 1.000
#> HP1525301T2D_L1      2 0.000
#> HP1526901T2D_F5      4 0.000
#> HP1525301T2D_I10     2 0.000
#> HP1525301T2D_G20     2 0.000
#> HP1526901T2D_K24     4 0.751
#> HP1525301T2D_M7      4 1.000
#> HP1526901T2D_E8      4 1.000
#> HP1526901T2D_P14     4 1.000
#> HP1526901T2D_N4      2 0.000
#> HP1526901T2D_O24     4 1.000
#> HP1526901T2D_O14     4 1.000
#> HP1525301T2D_H24     2 0.000
#> HP1525301T2D_P13     2 0.000
#> HP1526901T2D_E20     4 1.000
#> HP1525301T2D_H6      4 1.000
#> HP1525301T2D_C10     4 1.000
#> HP1526901T2D_C3      4 0.253
#> HP1526901T2D_N13     4 1.000
#> HP1526901T2D_L19     4 0.000
#> HP1525301T2D_H7      4 1.000
#> HP1525301T2D_G15     1 1.000
#> HP1526901T2D_E23     2 0.000
#> HP1525301T2D_D2      2 0.000
#> HP1526901T2D_D19     4 1.000
#> HP1525301T2D_I3      2 0.000
#> HP1525301T2D_E23     4 1.000
#> HP1526901T2D_N9      4 0.000
#> HP1525301T2D_I7      4 1.000
#> HP1526901T2D_B18     4 0.000
#> HP1526901T2D_O21     4 0.502
#> HP1526901T2D_G14     4 0.000
#> HP1525301T2D_E7      4 1.000
#> HP1525301T2D_F10     2 0.000
#> HP1525301T2D_K21     2 0.000
#> HP1525301T2D_E3      4 1.000
#> HP1526901T2D_A4      4 0.000
#> HP1525301T2D_H3      2 0.000
#> HP1526901T2D_D4      2 0.000
#> HP1526901T2D_G1      4 0.751
#> HP1525301T2D_N5      2 0.000
#> HP1525301T2D_A17     2 0.000
#> HP1525301T2D_E12     2 0.000
#> HP1526901T2D_L5      4 0.000
#> HP1525301T2D_O18     1 1.000
#> HP1526901T2D_A23     4 0.000
#> HP1525301T2D_C13     2 0.000
#> HP1526901T2D_K22     4 0.000
#> HP1526901T2D_F17     4 1.000
#> HP1526901T2D_N3      4 0.751
#> HP1526901T2D_K23     4 1.000
#> HP1525301T2D_O2      1 1.000
#> HP1526901T2D_K4      2 0.000
#> HP1525301T2D_I19     2 0.000
#> HP1526901T2D_P17     1 1.000
#> HP1526901T2D_O1      4 0.000
#> HP1525301T2D_F2      1 1.000
#> HP1526901T2D_M20     2 0.000
#> HP1526901T2D_O17     4 1.000
#> HP1525301T2D_H19     4 1.000
#> HP1526901T2D_M4      3 1.000
#> HP1526901T2D_D22     2 0.000
#> HP1525301T2D_I11     1 0.000
#> HP1525301T2D_J15     2 0.000
#> HP1526901T2D_J11     2 0.000
#> HP1525301T2D_P21     2 0.000
#> HP1525301T2D_M13     4 0.253
#> HP1526901T2D_A9      4 1.000
#> HP1525301T2D_P24     4 1.000
#> HP1525301T2D_I5      1 1.000
#> HP1525301T2D_L15     1 1.000
#> HP1525301T2D_J23     2 0.000
#> HP1525301T2D_P5      2 0.000
#> HP1526901T2D_G11     1 0.000
#> HP1525301T2D_F21     2 0.000
#> HP1525301T2D_A19     2 0.000
#> HP1526901T2D_P2      1 1.000
#> HP1526901T2D_A12     4 1.000
#> HP1526901T2D_K20     4 0.751
#> HP1525301T2D_J16     2 0.000
#> HP1525301T2D_F7      2 0.000
#> HP1526901T2D_E9      2 0.000
#> HP1526901T2D_F24     2 0.000
#> HP1525301T2D_O7      2 0.000
#> HP1526901T2D_A2      4 0.000
#> HP1525301T2D_A12     2 0.000
#> HP1526901T2D_L11     4 1.000
#> HP1526901T2D_B12     4 0.502
#> HP1526901T2D_H22     4 1.000
#> HP1526901T2D_J3      2 0.000
#> HP1525301T2D_B6      2 0.000
#> HP1525301T2D_E5      2 0.000
#> HP1525301T2D_K11     2 0.000
#> HP1526901T2D_A17     4 1.000
#> HP1526901T2D_N7      2 0.000
#> HP1526901T2D_P12     4 0.000
#> HP1525301T2D_L8      2 0.000
#> HP1526901T2D_J2      4 1.000
#> HP1525301T2D_O23     2 0.000
#> HP1526901T2D_D18     4 1.000
#> HP1526901T2D_B17     4 1.000
#> HP1526901T2D_G2      4 1.000
#> HP1525301T2D_A9      1 1.000
#> HP1526901T2D_A11     2 0.000
#> HP1526901T2D_I20     4 1.000
#> HP1526901T2D_F1      1 1.000
#> HP1525301T2D_F5      2 0.000
#> HP1525301T2D_A15     2 0.000
#> HP1526901T2D_F16     2 0.000
#> HP1526901T2D_B20     4 1.000
#> HP1525301T2D_L2      2 0.000
#> HP1526901T2D_H12     4 1.000
#> HP1525301T2D_B10     2 0.000
#> HP1526901T2D_G13     3 1.000
#> HP1526901T2D_N18     4 1.000
#> HP1525301T2D_E2      2 0.000
#> HP1525301T2D_E24     2 0.000
#> HP1525301T2D_P17     1 1.000
#> HP1526901T2D_O9      4 1.000
#> HP1526901T2D_N6      4 0.751
#> HP1525301T2D_B15     1 1.000
#> HP1525301T2D_L22     4 1.000
#> HP1526901T2D_I21     4 0.502
#> HP1526901T2D_H16     4 1.000
#> HP1525301T2D_I2      4 1.000
#> HP1525301T2D_H12     4 1.000
#> HP1525301T2D_K18     2 0.000
#> HP1526901T2D_K21     4 0.000
#> HP1525301T2D_L24     4 0.751
#> HP1525301T2D_C17     2 0.000
#> HP1525301T2D_D3      2 0.000
#> HP1525301T2D_D22     2 0.000
#> HP1525301T2D_F16     2 0.000
#> HP1526901T2D_P23     4 1.000
#> HP1525301T2D_L14     4 1.000
#> HP1525301T2D_N8      1 1.000
#> HP1526901T2D_N20     4 0.253
#> HP1526901T2D_D7      2 0.000
#> HP1526901T2D_F9      4 0.253
#> HP1526901T2D_B9      4 1.000
#> HP1526901T2D_E15     2 0.000
#> HP1526901T2D_L24     4 0.000
#> HP1526901T2D_H4      4 0.000
#> HP1526901T2D_H17     4 1.000
#> HP1525301T2D_N11     2 0.000
#> HP1526901T2D_I24     4 1.000
#> HP1526901T2D_A24     2 0.000
#> HP1525301T2D_G23     4 1.000
#> HP1526901T2D_E22     2 0.000
#> HP1526901T2D_A22     4 0.000
#> HP1525301T2D_C14     2 0.000
#> HP1526901T2D_C14     2 0.000
#> HP1525301T2D_K6      2 0.000
#> HP1525301T2D_L4      2 0.000
#> HP1526901T2D_M24     4 1.000
#> HP1525301T2D_G9      2 0.000
#> HP1526901T2D_O23     4 0.253
#> HP1526901T2D_L3      4 0.253
#> HP1525301T2D_M8      4 1.000
#> HP1525301T2D_J18     1 1.000
#> HP1526901T2D_A15     4 0.502
#> HP1525301T2D_L20     2 0.000
#> HP1525301T2D_F4      1 1.000
#> HP1526901T2D_E1      2 0.000
#> HP1526901T2D_P7      1 1.000
#> HP1526901T2D_K17     2 0.000
#> HP1526901T2D_F22     2 0.000
#> HP1526901T2D_D10     4 1.000
#> HP1526901T2D_J20     4 1.000
#> HP1525301T2D_I22     2 0.000
#> HP1525301T2D_J4      4 1.000
#> HP1525301T2D_K10     2 0.000
#> HP1525301T2D_F8      2 0.000
#> HP1525301T2D_A13     2 0.000
#> HP1525301T2D_G4      4 1.000
#> HP1525301T2D_J13     4 1.000
#> HP1525301T2D_G19     4 1.000
#> HP1526901T2D_L17     1 1.000
#> HP1525301T2D_A1      2 0.000
#> HP1526901T2D_O2      2 0.000
#> HP1526901T2D_O13     1 1.000
#> HP1526901T2D_A7      3 1.000
#> HP1525301T2D_N13     4 1.000
#> HP1526901T2D_D3      2 0.000
#> HP1526901T2D_K18     4 0.000
#> HP1525301T2D_D6      2 0.000
#> HP1525301T2D_O3      2 0.000
#> HP1525301T2D_N14     2 0.000
#> HP1526901T2D_J1      4 0.000
#> HP1525301T2D_J8      1 1.000
#> HP1525301T2D_J9      2 0.000
#> HP1525301T2D_P2      2 0.000
#> HP1525301T2D_K12     2 0.000
#> HP1526901T2D_H9      2 0.000
#> HP1526901T2D_N23     3 1.000
#> HP1526901T2D_B1      4 1.000
#> HP1526901T2D_K10     3 1.000
#> HP1526901T2D_M14     1 0.000
#> HP1526901T2D_N1      3 1.000
#> HP1526901T2D_I7      4 1.000
#> HP1526901T2D_A19     4 0.000
#> HP1525301T2D_N18     1 1.000
#> HP1525301T2D_O17     2 0.000
#> HP1526901T2D_C15     4 0.751
#> HP1526901T2D_B23     2 0.000
#> HP1526901T2D_I19     4 1.000
#> HP1526901T2D_J19     4 0.000
#> HP1525301T2D_G17     2 0.000
#> HP1525301T2D_C5      1 1.000
#> HP1526901T2D_C22     2 0.000
#> HP1526901T2D_D2      2 0.000
#> HP1526901T2D_O3      4 0.751
#> HP1526901T2D_P8      1 0.000
#> HP1526901T2D_L15     2 0.000
#> HP1525301T2D_C23     2 0.000
#> HP1526901T2D_G16     4 1.000
#> HP1526901T2D_D8      4 1.000
#> HP1526901T2D_I14     4 1.000
#> HP1525301T2D_I15     2 0.000
#> HP1525301T2D_E13     4 1.000
#> HP1526901T2D_M1      3 1.000
#> HP1525301T2D_B8      1 1.000
#> HP1526901T2D_A6      2 0.000
#> HP1525301T2D_H10     4 1.000
#> HP1526901T2D_J4      4 1.000
#> HP1525301T2D_E15     2 0.000
#> HP1525301T2D_L9      4 1.000
#> HP1526901T2D_G10     4 1.000
#> HP1525301T2D_A11     4 1.000
#> HP1526901T2D_K2      4 1.000
#> HP1526901T2D_B7      4 1.000
#> HP1526901T2D_I13     4 0.000
#> HP1526901T2D_O7      4 1.000
#> HP1526901T2D_I3      4 0.747
#> HP1526901T2D_M2      4 0.502
#> HP1526901T2D_N10     4 1.000
#> HP1526901T2D_K1      2 0.000
#> HP1526901T2D_I8      4 1.000
#> HP1526901T2D_C23     2 0.000
#> HP1526901T2D_H14     4 0.253
#> HP1525301T2D_P11     1 1.000
#> HP1526901T2D_L13     4 0.751
#> HP1525301T2D_H11     2 0.000
#> HP1525301T2D_P18     1 1.000
#> HP1526901T2D_E21     4 1.000
#> HP1525301T2D_L6      2 0.000
#> HP1525301T2D_F12     2 0.000
#> HP1525301T2D_P19     2 0.000
#> HP1526901T2D_C20     2 0.000
#> HP1525301T2D_A14     2 0.000
#> HP1525301T2D_C9      2 0.000
#> HP1525301T2D_O6      1 1.000
#> HP1525301T2D_M2      2 0.000
#> HP1525301T2D_L5      2 0.000
#> HP1526901T2D_E2      4 1.000
#> HP1526901T2D_I5      4 0.751
#> HP1525301T2D_C8      1 1.000
#> HP1526901T2D_B11     4 0.751
#> HP1525301T2D_A16     1 1.000
#> HP1526901T2D_P11     1 1.000
#> HP1525301T2D_C7      2 0.000
#> HP1526901T2D_O6      4 0.000
#> HP1525301T2D_J20     2 0.000
#> HP1526901T2D_M13     4 0.751
#> HP1526901T2D_E3      4 0.751
#> HP1526901T2D_G18     4 0.000
#> HP1525301T2D_N16     2 0.000
#> HP1525301T2D_C15     2 0.000
#> HP1525301T2D_B13     4 1.000
#> HP1525301T2D_M5      2 0.000
#> HP1526901T2D_F12     4 0.000
#> HP1525301T2D_D14     2 0.000
#> HP1526901T2D_J13     4 0.000
#> HP1526901T2D_I12     2 0.000
#> HP1526901T2D_P10     1 1.000
#> HP1525301T2D_P15     1 0.000
#> HP1525301T2D_N20     2 0.000
#> HP1525301T2D_P20     2 0.000
#> HP1526901T2D_C16     4 0.000
#> HP1525301T2D_L16     2 0.000
#> HP1526901T2D_J14     4 1.000
#> HP1525301T2D_G5      2 0.000
#> HP1525301T2D_P4      2 0.000
#> HP1525301T2D_I17     2 0.000
#> HP1526901T2D_C4      4 0.000
#> HP1526901T2D_H6      4 1.000
#> HP1526901T2D_N21     2 0.000
#> HP1525301T2D_M6      2 0.000
#> HP1525301T2D_L17     1 1.000
#> HP1526901T2D_C17     4 1.000
#> HP1525301T2D_P9      4 1.000
#> HP1526901T2D_F19     4 0.000
#> HP1525301T2D_N10     2 0.000
#> HP1526901T2D_K19     2 0.000
#> HP1525301T2D_J17     2 0.000
#> HP1526901T2D_D9      4 0.751
#> HP1525301T2D_D12     4 1.000
#> HP1526901T2D_F8      2 0.000
#> HP1526901T2D_P19     4 0.000
#> HP1525301T2D_N1      2 0.000
#> HP1525301T2D_B21     2 0.000
#> HP1525301T2D_H16     2 0.000
#> HP1526901T2D_E14     2 0.000
#> HP1526901T2D_C11     4 1.000
#> HP1526901T2D_H21     2 0.000
#> HP1525301T2D_M15     2 0.000
#> HP1525301T2D_A5      4 1.000
#> HP1526901T2D_L23     3 1.000
#> HP1525301T2D_M10     4 1.000
#> HP1526901T2D_N2      4 0.000
#> HP1525301T2D_C19     2 0.000
#> HP1526901T2D_O10     4 0.000
#> HP1526901T2D_H19     4 1.000
#> HP1526901T2D_C6      4 0.000
#> HP1526901T2D_I9      2 0.000
#> HP1526901T2D_E19     4 0.000
#> HP1526901T2D_L21     3 1.000
#> HP1525301T2D_K8      2 0.000
#> HP1526901T2D_I11     4 0.000
#> HP1526901T2D_E10     4 1.000
#> HP1525301T2D_H8      2 0.000
#> HP1526901T2D_L12     4 0.502
#> HP1525301T2D_B7      4 1.000
#> HP1525301T2D_K2      2 0.000
#> HP1526901T2D_H10     4 0.000
#> HP1525301T2D_M9      2 0.000
#> HP1526901T2D_D1      4 1.000
#> HP1525301T2D_K7      1 0.000
#> HP1525301T2D_D21     2 0.000
#> HP1526901T2D_P1      4 0.253
#> HP1526901T2D_E6      4 1.000
#> HP1525301T2D_K5      2 0.000
#> HP1526901T2D_M22     4 1.000
#> HP1525301T2D_B14     2 0.000
#> HP1525301T2D_B18     4 1.000
#> HP1526901T2D_J12     2 0.000
#> HP1525301T2D_D4      2 0.000
#> HP1526901T2D_M23     3 1.000
#> HP1525301T2D_K19     4 0.000
#> HP1525301T2D_G1      1 1.000
#> HP1525301T2D_F3      2 0.000
#> HP1526901T2D_F20     4 0.000
#> HP1526901T2D_N14     4 1.000
#> HP1525301T2D_G10     2 0.000
#> HP1525301T2D_M17     4 1.000
#> HP1525301T2D_H2      2 0.000
#> HP1525301T2D_A7      1 1.000
#> HP1526901T2D_A21     2 0.000
#> HP1525301T2D_H1      2 0.000
#> HP1526901T2D_F23     4 0.000
#> HP1525301T2D_J19     1 1.000
#> HP1526901T2D_G19     4 1.000
#> HP1525301T2D_G18     1 1.000
#> HP1526901T2D_G22     2 0.000
#> HP1525301T2D_H18     2 0.000
#> HP1526901T2D_C24     1 1.000
#> HP1526901T2D_L6      4 1.000
#> HP1526901T2D_I4      4 1.000
#> HP1525301T2D_O16     2 0.000
#> HP1525301T2D_E16     4 1.000
#> HP1526901T2D_B5      2 0.000
#> HP1526901T2D_O4      2 0.000
#> HP1526901T2D_P18     1 1.000
#> HP1525301T2D_I24     2 0.000
#> HP1525301T2D_O24     2 0.000
#> HP1526901T2D_D21     4 1.000
#> HP1526901T2D_C10     4 1.000
#> HP1526901T2D_D14     4 1.000
#> HP1526901T2D_C1      4 0.000
#> HP1526901T2D_D12     2 0.000
#> HP1526901T2D_E5      4 1.000
#> HP1525301T2D_M20     2 0.000
#> HP1526901T2D_G4      4 1.000
#> HP1526901T2D_P4      1 1.000
#> HP1526901T2D_B14     4 1.000
#> HP1525301T2D_H17     2 0.000
#> HP1525301T2D_C21     2 0.000
#> HP1526901T2D_C2      4 0.000
#> HP1525301T2D_L13     2 0.000
#> HP1525301T2D_K17     2 0.000
#> HP1526901T2D_K14     4 1.000
#> HP1526901T2D_G9      4 1.000
#> HP1526901T2D_I17     2 0.000
#> HP1525301T2D_A3      1 1.000
#> HP1525301T2D_N21     4 1.000
#> HP1525301T2D_D8      2 0.000
#> HP1526901T2D_I22     4 1.000
#> HP1526901T2D_O8      4 1.000
#> HP1526901T2D_B13     4 1.000
#> HP1526901T2D_H3      4 1.000
#> HP1525301T2D_O5      1 1.000
#> HP1526901T2D_M18     2 0.000
#> HP1525301T2D_M12     2 0.000
#> HP1526901T2D_J17     4 1.000
#> HP1526901T2D_E16     2 0.000
#> HP1525301T2D_N12     2 0.000
#> HP1525301T2D_C11     2 0.000
#> HP1526901T2D_D16     4 0.000
#> HP1526901T2D_M16     4 0.253
#> HP1525301T2D_D9      4 1.000
#> HP1525301T2D_G8      1 1.000
#> HP1525301T2D_I8      2 0.000
#> HP1525301T2D_O22     2 0.000
#> HP1525301T2D_K1      2 0.000
#> HP1525301T2D_E17     2 0.000
#> HP1525301T2D_E22     4 1.000
#> HP1525301T2D_K22     4 1.000
#> HP1525301T2D_D15     2 0.000
#> HP1526901T2D_H5      2 0.000
#> HP1525301T2D_H20     4 1.000
#> HP1525301T2D_N9      4 1.000
#> HP1525301T2D_G21     2 0.000
#> HP1525301T2D_M14     4 1.000
#> HP1526901T2D_A5      4 0.751
#> HP1525301T2D_O13     1 0.000
#> HP1526901T2D_F18     4 1.000
#> HP1526901T2D_O19     2 0.000
#> HP1526901T2D_D17     1 1.000
#> HP1525301T2D_C22     2 0.000
#> HP1525301T2D_B12     2 0.000
#> HP1525301T2D_B3      2 0.000
#> HP1526901T2D_K15     4 1.000
#> HP1525301T2D_J1      4 1.000
#> HP1525301T2D_N6      2 0.000
#> HP1526901T2D_A14     4 0.502
#> HP1526901T2D_A13     4 0.000
#> HP1526901T2D_N11     2 0.000
#> HP1526901T2D_I15     4 1.000
#> HP1526901T2D_B10     4 0.751
#> HP1526901T2D_K7      3 1.000
#> HP1526901T2D_H8      2 0.000
#> HP1525301T2D_I16     2 0.000
#> HP1526901T2D_N19     4 1.000
#> HP1526901T2D_B3      2 0.000
#> HP1526901T2D_G8      4 0.253
#> HP1525301T2D_O11     1 0.000
#> HP1525301T2D_E8      1 1.000
#> HP1526901T2D_M3      4 0.253
#> HP1526901T2D_I18     4 0.000
#> HP1525301T2D_P23     2 0.000
#> HP1525301T2D_N24     4 1.000
#> HP1526901T2D_M7      3 1.000
#> HP1526901T2D_N16     4 0.000
#> HP1526901T2D_C8      2 0.000
#> HP1526901T2D_H2      2 0.000
#> HP1526901T2D_I16     4 0.751
#> HP1526901T2D_F7      4 0.502
#> HP1525301T2D_K3      4 0.751
#> HP1525301T2D_J10     4 1.000
#> HP1526901T2D_N8      4 1.000
#> HP1526901T2D_A8      4 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)

plot of chunk tab-node-02-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-02-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-02-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-02-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-02-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-02-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-02-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-02-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-02-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-02-get-signatures-no-scale-1

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

plot of chunk tab-node-02-get-signatures-no-scale-2

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

plot of chunk tab-node-02-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-02-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-02-dimension-reduction-1

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

plot of chunk tab-node-02-dimension-reduction-2

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

plot of chunk tab-node-02-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-02-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans     2095           0.00e+00         1.30e-05     1.34e-16 2
#> ATC:skmeans     1049          5.56e-234         1.57e-14     2.28e-29 3
#> ATC:skmeans     1063          1.45e-283         7.47e-20     3.67e-42 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.


Node021

Parent node: Node02. Child nodes: Node0121-leaf , Node0122 , Node0123-leaf , Node0131-leaf , Node0132-leaf , Node0211 , Node0212 , Node0213-leaf , Node0221 , Node0222 , Node0223 , Node0231 , Node0232 , Node0233 , Node0241 , Node0242 , Node0243 .

The object with results only for a single top-value method and a single partitioning method can be extracted as:

res = res_rh["021"]

A summary of res and all the functions that can be applied to it:

res
#> A 'DownSamplingConsensusPartition' object with k = 2, 3, 4.
#>   On a matrix with 12668 rows and 500 columns, randomly sampled from 532 columns.
#>   Top rows (1202) 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)

plot of chunk node-021-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-021-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 1.000           0.989       0.995          0.501 0.499   0.499
#> 3 3 1.000           0.959       0.976          0.189 0.888   0.780
#> 4 4 0.755           0.847       0.910          0.156 0.869   0.692

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.

show/hide code output

get_classes(res, k = 2)
#>                  class     p
#> HP1502401_J14        2 0.000
#> HP1502401_B14        2 0.000
#> HP1502401_G14        2 0.000
#> HP1502401_H14        2 0.249
#> HP1502401_F17        2 0.000
#> HP1504101T2D_H7      2 0.000
#> HP1502401_J22        2 0.000
#> HP1502401_M15        2 0.000
#> HP1502401_K19        2 0.000
#> HP1502401_H22        2 0.000
#> HP1502401_K17        2 0.000
#> HP1502401_N17        2 0.000
#> HP1504101T2D_B24     1 0.000
#> HP1504101T2D_I1      2 0.000
#> HP1502401_H7         1 1.000
#> HP1504101T2D_O13     2 0.000
#> HP1502401_B7         2 0.000
#> HP1502401_L3         2 0.000
#> HP1502401_D17        2 0.000
#> HP1502401_H11        2 0.000
#> HP1502401_K15        2 0.249
#> HP1502401_G10        2 0.000
#> HP1504101T2D_D8      2 0.000
#> HP1502401_L17        2 0.000
#> HP1504101T2D_I7      1 0.000
#> HP1502401_L16        2 0.000
#> HP1504101T2D_E19     2 0.000
#> HP1502401_E22        2 0.000
#> HP1502401_M4         2 0.000
#> HP1502401_D7         2 0.000
#> HP1502401_O21        2 0.000
#> HP1502401_M10        1 0.000
#> HP1502401_I7         2 0.249
#> HP1502401_O6         1 1.000
#> HP1502401_J11        2 0.000
#> HP1502401_K3         2 0.000
#> HP1502401_F22        2 0.000
#> HP1502401_I16        2 1.000
#> HP1502401_B24        2 0.000
#> HP1504101T2D_G9      1 0.253
#> HP1502401_N12        2 0.000
#> HP1504101T2D_E10     2 0.000
#> HP1502401_N4         2 0.000
#> HP1502401_O24        2 0.000
#> HP1502401_B20        1 0.000
#> HP1502401_K23        2 0.000
#> HP1502401_D8         2 0.000
#> HP1502401_G6         2 0.000
#> HP1502401_L7         2 0.000
#> HP1502401_B22        2 0.000
#> HP1502401_I9         2 0.000
#> HP1502401_G12        1 0.751
#> HP1502401_K1         2 1.000
#> HP1502401_D22        2 0.000
#> HP1502401_A15        2 0.000
#> HP1504101T2D_B3      2 0.000
#> HP1504101T2D_I19     1 0.000
#> HP1504101T2D_C9      2 0.000
#> HP1502401_O8         1 0.000
#> HP1502401_G3         1 0.000
#> HP1502401_I18        1 0.751
#> HP1502401_J7         2 0.000
#> HP1502401_N9         1 0.000
#> HP1502401_F15        2 0.000
#> HP1504101T2D_E3      1 0.000
#> HP1502401_K12        1 0.000
#> HP1502401_B1         2 0.000
#> HP1502401_B11        1 0.000
#> HP1502401_F24        2 0.000
#> HP1504101T2D_M8      2 0.000
#> HP1502401_O17        2 0.000
#> HP1504101T2D_J14     1 0.000
#> HP1502401_F9         2 0.000
#> HP1504101T2D_H4      2 0.000
#> HP1502401_F16        2 0.000
#> HP1504101T2D_I2      1 1.000
#> HP1502401_I12        2 0.000
#> HP1502401_K11        1 0.000
#> HP1502401_B10        1 0.000
#> HP1502401_C21        2 0.000
#> HP1502401_N21        2 0.000
#> HP1502401_A10        2 0.000
#> HP1502401_J12        2 0.000
#> HP1502401_O3         1 0.000
#> HP1502401_H18        2 0.000
#> HP1502401_E3         2 0.000
#> AZ_A2                2 0.000
#> AZ_A12               2 0.000
#> AZ_A8                2 0.000
#> AZ_D3                2 0.000
#> AZ_H5                2 0.000
#> AZ_G4                2 0.000
#> AZ_G10               2 0.000
#> AZ_D6                2 0.000
#> AZ_H1                2 0.000
#> AZ_G3                2 0.000
#> AZ_H11               2 0.000
#> AZ_D9                2 0.000
#> AZ_G5                2 0.000
#> AZ_H2                2 0.000
#> AZ_F5                2 0.498
#> AZ_E3                2 0.000
#> AZ_G2                2 0.000
#> AZ_H6                2 0.000
#> AZ_H12               2 0.000
#> AZ_D12               2 0.000
#> AZ_F2                2 0.000
#> AZ_G1                2 0.000
#> AZ_E9                2 0.000
#> AZ_H9                2 0.000
#> AZ_D2                2 0.000
#> HP1508501T2D_M1      1 0.000
#> HP1508501T2D_I2      1 0.000
#> HP1508501T2D_K1      1 0.000
#> HP1508501T2D_C20     1 0.000
#> HP1508501T2D_M9      1 0.000
#> HP1508501T2D_O4      1 0.000
#> HP1508501T2D_E24     1 0.000
#> HP1508501T2D_M20     1 0.000
#> HP1508501T2D_E6      1 0.000
#> HP1508501T2D_E14     1 0.000
#> HP1508501T2D_A10     1 0.000
#> HP1508501T2D_H22     1 0.000
#> HP1508501T2D_I20     1 0.000
#> HP1508501T2D_B5      1 0.000
#> HP1508501T2D_C14     1 0.000
#> HP1508501T2D_F14     1 0.498
#> HP1508501T2D_D6      1 0.000
#> HP1508501T2D_P11     1 0.000
#> HP1508501T2D_L16     1 0.000
#> HP1508501T2D_P9      1 0.000
#> HP1508501T2D_O14     1 0.000
#> HP1508501T2D_D1      1 0.000
#> HP1508501T2D_C9      1 0.498
#> HP1508501T2D_K21     1 0.000
#> HP1508501T2D_J9      1 0.000
#> HP1508501T2D_B11     1 0.000
#> HP1508501T2D_E10     1 0.000
#> HP1508501T2D_N20     1 0.000
#> HP1508501T2D_M4      1 0.000
#> HP1508501T2D_F1      1 0.000
#> HP1508501T2D_H12     2 0.249
#> HP1508501T2D_M16     1 0.000
#> HP1508501T2D_B20     1 0.000
#> HP1508501T2D_B4      1 0.000
#> HP1508501T2D_K12     1 0.000
#> HP1508501T2D_I23     1 0.000
#> HP1508501T2D_B22     1 0.000
#> HP1508501T2D_F9      1 0.000
#> HP1508501T2D_I14     1 0.000
#> HP1508501T2D_H23     1 0.000
#> HP1508501T2D_D13     1 0.000
#> HP1508501T2D_C16     1 0.000
#> HP1508501T2D_G6      1 0.000
#> HP1508501T2D_J5      1 0.000
#> HP1508501T2D_K24     1 0.000
#> HP1508501T2D_M5      1 0.000
#> HP1508501T2D_P6      1 0.000
#> HP1508501T2D_H15     1 0.000
#> HP1508501T2D_A15     1 0.000
#> HP1508501T2D_H14     1 0.000
#> HP1508501T2D_K9      1 0.000
#> HP1506401_I2         1 0.000
#> HP1506401_K1         1 0.000
#> HP1506401_K12        1 0.000
#> HP1506401_C9         1 0.000
#> HP1506401_F13        1 0.000
#> HP1506401_L7         1 0.000
#> HP1506401_A5         1 0.000
#> HP1506401_O3         1 0.000
#> HP1506401_L17        1 0.000
#> HP1506401_N15        1 0.000
#> HP1506401_P3         1 0.000
#> HP1506401_F3         1 0.000
#> HP1506401_M12        1 0.000
#> HP1506401_L2         1 0.000
#> HP1506401_G6         1 0.000
#> HP1506401_G13        1 0.000
#> HP1506401_F20        1 0.000
#> HP1506401_A14        1 0.000
#> HP1507101_G16        1 0.000
#> HP1507101_M12        1 0.000
#> HP1507101_O23        1 0.000
#> HP1507101_N12        1 0.000
#> HP1507101_P14        1 0.000
#> HP1507101_O17        1 0.000
#> HP1507101_O20        1 0.000
#> HP1507101_I10        1 0.000
#> HP1507101_H20        1 0.000
#> HP1507101_K6         1 0.000
#> HP1507101_F19        1 0.000
#> HP1507101_G6         1 0.000
#> HP1507101_F14        1 0.000
#> HP1507101_O4         1 0.000
#> HP1507101_O5         1 0.000
#> HP1507101_A22        1 0.000
#> HP1507101_A20        1 0.000
#> HP1507101_G4         1 0.000
#> HP1507101_N5         1 0.000
#> HP1507101_K23        1 0.000
#> HP1507101_F11        1 0.000
#> HP1507101_P12        1 0.000
#> HP1507101_F20        1 0.000
#> HP1507101_I16        1 0.000
#> HP1507101_B18        1 0.000
#> HP1507101_D22        1 0.000
#> HP1507101_O10        1 0.000
#> HP1507101_J14        1 0.000
#> HP1507101_E20        1 0.000
#> HP1507101_L8         1 0.000
#> HP1507101_E6         1 0.000
#> HP1507101_J18        1 0.000
#> HP1507101_D19        1 0.000
#> HP1507101_I23        1 0.000
#> HP1507101_A12        1 0.000
#> HP1507101_L18        1 0.000
#> HP1507101_L3         1 0.000
#> HP1507101_K4         1 0.000
#> HP1507101_F3         1 0.000
#> HP1507101_D7         1 0.000
#> HP1507101_P18        1 0.000
#> HP1507101_P17        1 0.000
#> HP1507101_C20        1 0.000
#> HP1507101_J19        1 0.000
#> HP1507101_J1         1 0.000
#> HP1507101_O24        1 0.000
#> HP1507101_P21        1 0.000
#> HP1507101_F18        1 0.000
#> HP1507101_D21        1 0.000
#> HP1507101_D16        1 0.000
#> HP1507101_G20        1 0.000
#> HP1507101_N20        1 0.000
#> HP1507101_P6         1 0.000
#> HP1507101_O3         1 0.000
#> HP1507101_L16        1 0.000
#> HP1507101_N13        1 0.000
#> HP1507101_C5         1 0.000
#> HP1507101_B4         1 0.000
#> HP1507101_M8         1 0.000
#> HP1507101_D5         1 0.000
#> HP1507101_G11        1 0.000
#> HP1507101_B12        1 0.000
#> HP1507101_C12        1 0.000
#> HP1507101_N2         1 0.000
#> HP1507101_O7         1 0.000
#> HP1507101_D23        1 0.000
#> HP1507101_D11        1 0.000
#> HP1507101_P15        1 0.000
#> HP1507101_M20        1 0.000
#> HP1507101_B16        1 0.000
#> HP1507101_O13        1 0.000
#> HP1507101_E7         1 0.000
#> HP1507101_B11        1 0.000
#> HP1507101_G9         1 0.000
#> HP1507101_K24        1 0.000
#> HP1507101_B20        1 0.000
#> HP1507101_E18        1 0.000
#> HP1507101_L21        1 0.000
#> HP1507101_J22        1 0.000
#> HP1509101_G19        1 0.000
#> HP1509101_J12        1 0.000
#> HP1509101_A7         1 0.000
#> HP1509101_H1         1 0.000
#> HP1509101_B12        1 0.000
#> HP1509101_E4         1 0.000
#> HP1509101_G14        1 0.000
#> HP1509101_K9         1 0.000
#> HP1509101_P23        1 0.000
#> HP1509101_M12        1 0.000
#> HP1509101_P20        1 0.000
#> HP1509101_L19        1 0.000
#> HP1509101_N9         1 0.000
#> HP1509101_J8         1 0.000
#> HP1509101_O8         1 0.000
#> HP1509101_O13        1 0.000
#> HP1509101_H9         1 0.000
#> HP1509101_F4         1 0.000
#> HP1509101_O6         1 1.000
#> HP1509101_H13        1 0.000
#> HP1509101_I24        1 0.000
#> HP1509101_G16        1 0.000
#> HP1509101_G12        1 0.000
#> HP1509101_O4         1 0.000
#> HP1509101_G21        1 0.000
#> HP1504901_D15        2 0.000
#> HP1504901_O20        2 0.000
#> HP1504901_K20        2 0.000
#> HP1504901_L12        2 0.000
#> HP1504901_E16        2 0.000
#> HP1504901_N9         2 0.000
#> HP1504901_F14        2 0.000
#> HP1504901_I19        2 0.000
#> HP1504901_B15        2 0.000
#> HP1504901_L8         2 0.000
#> HP1504901_B3         2 0.000
#> HP1504901_A21        2 0.000
#> HP1504901_F15        2 0.000
#> HP1504901_N2         2 0.000
#> HP1504901_G20        2 0.000
#> HP1504901_H12        2 0.000
#> HP1504901_J12        2 0.000
#> HP1504901_D12        2 0.000
#> HP1504901_F2         2 0.000
#> HP1504901_G8         2 0.000
#> HP1504901_B22        2 0.000
#> HP1504901_F12        2 0.000
#> HP1504901_H10        2 0.000
#> HP1504901_O7         2 0.000
#> HP1504901_P14        2 0.000
#> HP1504901_H19        2 0.000
#> HP1504901_P21        2 0.000
#> HP1504901_G24        2 0.000
#> HP1504901_B8         2 0.000
#> HP1504901_N13        2 0.000
#> HP1504901_L20        2 0.000
#> HP1504901_K12        2 0.000
#> HP1504901_H22        2 0.000
#> HP1504901_C11        2 0.000
#> HP1504901_O1         2 0.000
#> HP1504901_B16        2 0.000
#> HP1504901_L17        2 0.000
#> HP1504901_O18        2 0.000
#> HP1504901_C17        2 0.000
#> HP1504901_B11        2 0.000
#> HP1504901_F17        2 0.000
#> HP1504901_D6         2 0.000
#> HP1504901_D18        2 0.000
#> HP1504901_K19        2 0.000
#> HP1504901_F6         2 0.000
#> HP1504901_D16        2 0.000
#> HP1504901_H14        2 0.000
#> HP1504901_M3         2 0.000
#> HP1504901_F1         2 0.000
#> HP1504901_O8         2 0.000
#> HP1504901_I17        2 0.000
#> HP1504901_B13        2 0.000
#> HP1504901_C2         2 0.000
#> HP1504901_B20        2 0.000
#> HP1504901_O14        2 0.000
#> HP1504901_M12        2 0.000
#> HP1504901_H17        2 0.000
#> HP1504901_H4         2 0.000
#> HP1504901_B24        2 0.000
#> HP1504901_H5         2 0.000
#> HP1504901_B1         2 0.000
#> HP1504901_F11        2 0.000
#> HP1504901_F23        2 0.000
#> HP1504901_G9         2 0.000
#> HP1504901_O21        2 0.000
#> HP1504901_E24        2 0.000
#> HP1504901_G12        2 0.000
#> HP1504901_A16        2 0.000
#> HP1504901_A14        2 0.000
#> HP1504901_P9         2 0.000
#> HP1504901_O9         2 0.000
#> HP1504901_P3         2 0.000
#> HP1504901_G3         2 0.000
#> HP1504901_F5         2 0.000
#> HP1504901_M19        2 0.000
#> HP1504901_A23        2 0.000
#> HP1504901_P18        2 0.000
#> HP1504901_P16        2 0.000
#> HP1504901_E9         2 0.000
#> HP1504901_C16        2 0.000
#> HP1504901_G21        2 0.000
#> HP1504901_A5         2 0.000
#> HP1504901_J24        2 0.000
#> HP1504901_A3         2 0.000
#> HP1504901_L18        2 0.000
#> HP1504901_H11        2 0.000
#> HP1504901_I24        1 0.000
#> HP1504901_E18        2 0.000
#> HP1504901_H6         2 0.000
#> HP1504901_J17        2 0.000
#> HP1504901_N1         2 0.000
#> HP1504901_B4         2 0.000
#> HP1504901_J7         2 0.000
#> HP1504901_B7         2 0.000
#> HP1504901_J18        2 0.000
#> HP1504901_A22        2 0.000
#> HP1504901_D22        2 0.000
#> HP1504901_G4         2 0.000
#> HP1504901_D9         2 0.000
#> HP1504901_J15        2 0.000
#> HP1504901_K14        2 0.000
#> HP1504901_N15        2 0.000
#> HP1504901_C13        2 0.000
#> HP1504901_B23        2 0.000
#> HP1504901_F19        2 0.000
#> HP1504901_K22        2 0.000
#> HP1504901_O5         2 0.000
#> HP1504901_J9         2 0.000
#> HP1504901_M4         1 0.000
#> HP1504901_G10        2 0.000
#> HP1504901_O17        2 0.000
#> HP1504901_A19        2 0.000
#> HP1504901_D5         2 0.000
#> HP1504901_D1         2 0.000
#> HP1504901_F16        2 0.000
#> HP1504901_B6         2 0.000
#> HP1504901_E23        2 0.000
#> HP1504901_N8         2 0.000
#> HP1504901_N12        2 0.000
#> HP1504901_H8         2 0.000
#> HP1504901_L1         2 0.000
#> HP1504901_B9         2 0.000
#> HP1504901_O10        2 0.000
#> HP1504901_M11        2 0.000
#> HP1504901_F20        2 0.000
#> HP1504901_O6         2 0.000
#> HP1504901_D4         2 0.000
#> HP1504901_L13        2 0.000
#> HP1504901_L22        2 0.000
#> HP1504901_O24        2 0.000
#> HP1504901_G13        2 0.000
#> HP1504901_J22        2 0.000
#> HP1504901_L14        2 0.000
#> HP1504901_A2         2 0.000
#> HP1504901_L3         2 0.000
#> HP1504901_I3         2 0.000
#> HP1504901_A9         2 0.000
#> HP1504901_I21        2 0.000
#> HP1504901_G6         2 0.000
#> HP1504901_O16        2 0.000
#> HP1504901_E14        2 0.000
#> HP1504901_N24        2 0.000
#> HP1504901_D17        2 0.000
#> HP1504901_K6         2 0.000
#> HP1504901_I18        2 0.000
#> HP1504901_E21        2 0.000
#> HP1504901_H18        2 0.000
#> HP1504901_J6         2 0.000
#> HP1504901_I2         2 0.000
#> HP1504901_D14        2 0.000
#> HP1504901_G16        2 0.000
#> HP1504901_P20        2 0.000
#> HP1504901_M18        2 0.000
#> HP1504901_J3         2 0.000
#> HP1504901_D7         2 0.000
#> HP1504901_B10        2 0.000
#> HP1504901_H1         2 1.000
#> HP1504901_J5         2 0.000
#> HP1504901_K5         2 0.000
#> HP1504901_F10        2 0.000
#> HP1504901_G15        2 0.000
#> HP1504901_H2         2 0.000
#> HP1504901_G18        2 0.000
#> HP1504901_N19        2 0.000
#> HP1504901_C10        2 0.000
#> HP1504901_I22        2 0.249
#> HP1504901_B21        2 0.000
#> HP1504901_N7         2 0.253
#> HP1504901_C14        2 0.747
#> HP1504901_A10        2 0.000
#> HP1504901_I13        2 0.000
#> HP1504901_C23        2 0.000
#> HP1504901_E2         2 0.000
#> HP1504901_D21        2 0.000
#> HP1504901_G19        2 0.000
#> HP1504901_N21        2 0.000
#> HP1504901_L9         2 0.000
#> HP1504901_N23        2 0.000
#> HP1504901_F3         2 0.000
#> HP1525301T2D_G11     1 0.000
#> HP1525301T2D_A6      1 0.000
#> HP1508501T2D_P4      1 0.000
#> HP1525301T2D_F15     1 0.000
#> HP1525301T2D_C16     1 0.000
#> HP1526901T2D_J6      1 0.000
#> HP1525301T2D_B4      1 0.000
#> HP1525301T2D_B5      1 0.000
#> HP1525301T2D_C2      1 0.000
#> HP1525301T2D_B11     1 0.000
#> HP1526901T2D_O12     2 0.502
#> HP1526901T2D_F4      1 0.000
#> HP1525301T2D_B23     1 0.000
#> HP1525301T2D_P8      1 0.000
#> HP1526901T2D_J8      1 0.000
#> HP1525301T2D_M22     1 1.000
#> HP1525301T2D_C1      1 0.000
#> HP1525301T2D_J2      1 0.000
#> HP1525301T2D_N7      1 0.000
#> HP1525301T2D_G15     1 0.000
#> HP1525301T2D_O18     1 0.000
#> HP1525301T2D_O2      1 0.000
#> HP1526901T2D_P17     1 0.000
#> HP1525301T2D_F2      1 0.000
#> HP1525301T2D_I11     1 0.000
#> HP1525301T2D_I5      1 0.000
#> HP1525301T2D_L15     1 0.000
#> HP1526901T2D_G11     2 1.000
#> HP1526901T2D_P2      1 0.000
#> HP1525301T2D_A9      1 0.000
#> HP1526901T2D_F1      1 0.000
#> HP1525301T2D_P17     1 0.000
#> HP1525301T2D_B15     1 0.000
#> HP1525301T2D_N8      1 0.000
#> HP1525301T2D_J18     1 0.000
#> HP1525301T2D_F4      1 0.000
#> HP1526901T2D_P7      1 0.000
#> HP1526901T2D_L17     1 0.000
#> HP1526901T2D_O13     1 0.000
#> HP1525301T2D_J8      1 0.000
#> HP1526901T2D_M14     2 0.000
#> HP1525301T2D_N18     1 0.000
#> HP1525301T2D_C5      1 0.000
#> HP1526901T2D_P8      1 0.000
#> HP1525301T2D_B8      1 0.000
#> HP1525301T2D_P11     1 0.000
#> HP1525301T2D_P18     1 0.000
#> HP1525301T2D_O6      1 0.000
#> HP1525301T2D_C8      1 0.000
#> HP1525301T2D_A16     1 0.000
#> HP1526901T2D_P11     1 0.000
#> HP1526901T2D_P10     1 0.000
#> HP1525301T2D_P15     1 0.000
#> HP1525301T2D_L17     1 0.000
#> HP1525301T2D_K7      1 0.000
#> HP1525301T2D_G1      1 0.000
#> HP1525301T2D_A7      1 0.000
#> HP1525301T2D_J19     1 0.000
#> HP1525301T2D_G18     1 0.000
#> HP1526901T2D_C24     1 0.000
#> HP1526901T2D_P18     1 0.000
#> HP1526901T2D_P4      1 0.000
#> HP1525301T2D_A3      1 0.000
#> HP1525301T2D_O5      1 0.000
#> HP1525301T2D_G8      1 0.000
#> HP1525301T2D_O13     1 0.000
#> HP1526901T2D_D17     1 0.000
#> HP1525301T2D_O11     1 0.000
#> HP1525301T2D_E8      1 0.000

show/hide code output

get_classes(res, k = 3)
#>                  class     p
#> HP1502401_J14        2 0.000
#> HP1502401_B14        2 0.000
#> HP1502401_G14        2 0.000
#> HP1502401_H14        2 0.000
#> HP1502401_F17        2 0.000
#> HP1504101T2D_H7      3 0.000
#> HP1502401_J22        2 0.000
#> HP1502401_M15        2 0.000
#> HP1502401_K19        2 0.000
#> HP1502401_H22        2 0.000
#> HP1502401_K17        2 0.000
#> HP1502401_N17        2 0.000
#> HP1504101T2D_B24     1 0.000
#> HP1504101T2D_I1      2 0.000
#> HP1502401_H7         1 0.502
#> HP1504101T2D_O13     2 0.000
#> HP1502401_B7         2 0.000
#> HP1502401_L3         2 0.000
#> HP1502401_D17        2 0.000
#> HP1502401_H11        2 0.000
#> HP1502401_K15        2 1.000
#> HP1502401_G10        2 0.000
#> HP1504101T2D_D8      2 0.000
#> HP1502401_L17        2 0.000
#> HP1504101T2D_I7      1 0.000
#> HP1502401_L16        2 0.000
#> HP1504101T2D_E19     2 0.000
#> HP1502401_E22        2 0.000
#> HP1502401_M4         2 0.000
#> HP1502401_D7         2 0.000
#> HP1502401_O21        2 0.000
#> HP1502401_M10        1 0.000
#> HP1502401_I7         1 1.000
#> HP1502401_O6         1 1.000
#> HP1502401_J11        2 0.000
#> HP1502401_K3         2 0.000
#> HP1502401_F22        2 0.000
#> HP1502401_I16        2 0.751
#> HP1502401_B24        2 0.000
#> HP1504101T2D_G9      1 1.000
#> HP1502401_N12        2 0.000
#> HP1504101T2D_E10     2 0.000
#> HP1502401_N4         2 0.000
#> HP1502401_O24        2 0.000
#> HP1502401_B20        1 0.000
#> HP1502401_K23        2 0.000
#> HP1502401_D8         2 0.000
#> HP1502401_G6         2 0.000
#> HP1502401_L7         2 0.000
#> HP1502401_B22        2 1.000
#> HP1502401_I9         2 0.000
#> HP1502401_G12        2 1.000
#> HP1502401_K1         1 0.751
#> HP1502401_D22        2 0.000
#> HP1502401_A15        2 0.000
#> HP1504101T2D_B3      2 0.502
#> HP1504101T2D_I19     1 0.000
#> HP1504101T2D_C9      2 0.000
#> HP1502401_O8         1 0.000
#> HP1502401_G3         1 0.000
#> HP1502401_I18        2 0.498
#> HP1502401_J7         3 0.000
#> HP1502401_N9         1 0.000
#> HP1502401_F15        2 0.000
#> HP1504101T2D_E3      1 0.000
#> HP1502401_K12        3 1.000
#> HP1502401_B1         2 0.000
#> HP1502401_B11        2 0.747
#> HP1502401_F24        2 0.000
#> HP1504101T2D_M8      2 0.000
#> HP1502401_O17        2 0.000
#> HP1504101T2D_J14     1 0.000
#> HP1502401_F9         2 0.000
#> HP1504101T2D_H4      2 0.000
#> HP1502401_F16        2 0.000
#> HP1504101T2D_I2      1 0.751
#> HP1502401_I12        3 0.000
#> HP1502401_K11        1 0.000
#> HP1502401_B10        1 0.000
#> HP1502401_C21        2 0.000
#> HP1502401_N21        2 0.000
#> HP1502401_A10        2 0.000
#> HP1502401_J12        2 0.000
#> HP1502401_O3         1 0.000
#> HP1502401_H18        3 0.000
#> HP1502401_E3         2 0.000
#> AZ_A2                2 0.000
#> AZ_A12               2 0.000
#> AZ_A8                2 0.000
#> AZ_D3                2 0.000
#> AZ_H5                2 0.000
#> AZ_G4                2 0.000
#> AZ_G10               2 0.000
#> AZ_D6                2 0.000
#> AZ_H1                2 0.000
#> AZ_G3                2 0.000
#> AZ_H11               2 0.000
#> AZ_D9                2 0.000
#> AZ_G5                2 0.000
#> AZ_H2                2 0.000
#> AZ_F5                3 0.000
#> AZ_E3                3 0.000
#> AZ_G2                2 0.000
#> AZ_H6                2 0.249
#> AZ_H12               2 0.000
#> AZ_D12               2 0.000
#> AZ_F2                2 0.000
#> AZ_G1                2 0.000
#> AZ_E9                2 0.000
#> AZ_H9                2 0.000
#> AZ_D2                2 0.000
#> HP1508501T2D_M1      3 0.498
#> HP1508501T2D_I2      1 0.000
#> HP1508501T2D_K1      1 0.000
#> HP1508501T2D_C20     1 0.000
#> HP1508501T2D_M9      1 0.000
#> HP1508501T2D_O4      1 0.000
#> HP1508501T2D_E24     1 0.000
#> HP1508501T2D_M20     1 0.000
#> HP1508501T2D_E6      1 0.000
#> HP1508501T2D_E14     1 0.000
#> HP1508501T2D_A10     1 0.000
#> HP1508501T2D_H22     1 0.000
#> HP1508501T2D_I20     1 0.000
#> HP1508501T2D_B5      1 0.000
#> HP1508501T2D_C14     1 0.000
#> HP1508501T2D_F14     3 0.000
#> HP1508501T2D_D6      1 0.000
#> HP1508501T2D_P11     1 0.000
#> HP1508501T2D_L16     1 0.000
#> HP1508501T2D_P9      1 0.000
#> HP1508501T2D_O14     1 0.000
#> HP1508501T2D_D1      1 0.000
#> HP1508501T2D_C9      3 0.000
#> HP1508501T2D_K21     1 0.000
#> HP1508501T2D_J9      1 0.000
#> HP1508501T2D_B11     1 0.000
#> HP1508501T2D_E10     1 0.000
#> HP1508501T2D_N20     1 0.000
#> HP1508501T2D_M4      1 0.000
#> HP1508501T2D_F1      1 0.000
#> HP1508501T2D_H12     3 0.000
#> HP1508501T2D_M16     3 0.000
#> HP1508501T2D_B20     1 0.000
#> HP1508501T2D_B4      1 0.000
#> HP1508501T2D_K12     1 0.000
#> HP1508501T2D_I23     1 0.000
#> HP1508501T2D_B22     1 0.000
#> HP1508501T2D_F9      1 0.000
#> HP1508501T2D_I14     1 0.000
#> HP1508501T2D_H23     1 0.000
#> HP1508501T2D_D13     1 0.000
#> HP1508501T2D_C16     1 0.000
#> HP1508501T2D_G6      1 0.000
#> HP1508501T2D_J5      1 0.000
#> HP1508501T2D_K24     1 0.000
#> HP1508501T2D_M5      1 0.000
#> HP1508501T2D_P6      1 0.000
#> HP1508501T2D_H15     1 0.000
#> HP1508501T2D_A15     1 0.000
#> HP1508501T2D_H14     1 0.249
#> HP1508501T2D_K9      1 0.000
#> HP1506401_I2         1 0.000
#> HP1506401_K1         1 0.000
#> HP1506401_K12        1 0.000
#> HP1506401_C9         1 0.000
#> HP1506401_F13        1 0.000
#> HP1506401_L7         1 0.249
#> HP1506401_A5         1 0.000
#> HP1506401_O3         1 0.000
#> HP1506401_L17        1 0.000
#> HP1506401_N15        1 0.249
#> HP1506401_P3         1 0.000
#> HP1506401_F3         3 0.498
#> HP1506401_M12        1 0.000
#> HP1506401_L2         1 0.000
#> HP1506401_G6         1 0.000
#> HP1506401_G13        1 0.000
#> HP1506401_F20        1 0.000
#> HP1506401_A14        1 0.000
#> HP1507101_G16        1 0.000
#> HP1507101_M12        1 0.000
#> HP1507101_O23        1 0.000
#> HP1507101_N12        1 0.000
#> HP1507101_P14        1 0.000
#> HP1507101_O17        1 0.000
#> HP1507101_O20        1 0.000
#> HP1507101_I10        1 0.000
#> HP1507101_H20        1 0.000
#> HP1507101_K6         1 0.000
#> HP1507101_F19        1 0.000
#> HP1507101_G6         1 0.000
#> HP1507101_F14        1 0.000
#> HP1507101_O4         1 0.000
#> HP1507101_O5         1 0.000
#> HP1507101_A22        1 0.000
#> HP1507101_A20        1 0.000
#> HP1507101_G4         1 0.000
#> HP1507101_N5         1 0.000
#> HP1507101_K23        1 0.000
#> HP1507101_F11        1 0.000
#> HP1507101_P12        1 0.000
#> HP1507101_F20        1 0.000
#> HP1507101_I16        1 0.000
#> HP1507101_B18        1 0.000
#> HP1507101_D22        1 0.000
#> HP1507101_O10        1 0.000
#> HP1507101_J14        1 0.000
#> HP1507101_E20        1 0.000
#> HP1507101_L8         3 0.000
#> HP1507101_E6         1 0.000
#> HP1507101_J18        1 0.000
#> HP1507101_D19        1 0.000
#> HP1507101_I23        1 0.000
#> HP1507101_A12        1 0.000
#> HP1507101_L18        1 0.000
#> HP1507101_L3         1 0.000
#> HP1507101_K4         1 0.000
#> HP1507101_F3         1 0.000
#> HP1507101_D7         1 0.000
#> HP1507101_P18        1 0.000
#> HP1507101_P17        1 0.000
#> HP1507101_C20        1 0.000
#> HP1507101_J19        1 0.000
#> HP1507101_J1         1 0.000
#> HP1507101_O24        1 0.000
#> HP1507101_P21        1 0.000
#> HP1507101_F18        1 0.000
#> HP1507101_D21        1 0.000
#> HP1507101_D16        1 0.000
#> HP1507101_G20        1 0.000
#> HP1507101_N20        1 0.000
#> HP1507101_P6         1 0.000
#> HP1507101_O3         1 0.000
#> HP1507101_L16        1 0.000
#> HP1507101_N13        1 0.000
#> HP1507101_C5         1 0.000
#> HP1507101_B4         1 0.000
#> HP1507101_M8         1 0.000
#> HP1507101_D5         1 0.000
#> HP1507101_G11        1 0.000
#> HP1507101_B12        1 0.000
#> HP1507101_C12        1 0.000
#> HP1507101_N2         1 0.000
#> HP1507101_O7         1 0.000
#> HP1507101_D23        1 0.000
#> HP1507101_D11        1 0.000
#> HP1507101_P15        3 0.000
#> HP1507101_M20        1 0.000
#> HP1507101_B16        1 0.000
#> HP1507101_O13        1 0.000
#> HP1507101_E7         1 0.000
#> HP1507101_B11        1 0.000
#> HP1507101_G9         1 0.000
#> HP1507101_K24        1 0.000
#> HP1507101_B20        1 0.000
#> HP1507101_E18        3 0.000
#> HP1507101_L21        1 0.000
#> HP1507101_J22        1 0.000
#> HP1509101_G19        1 0.000
#> HP1509101_J12        1 0.000
#> HP1509101_A7         1 0.000
#> HP1509101_H1         1 0.000
#> HP1509101_B12        3 0.000
#> HP1509101_E4         1 0.000
#> HP1509101_G14        1 0.000
#> HP1509101_K9         1 0.000
#> HP1509101_P23        3 0.000
#> HP1509101_M12        1 0.000
#> HP1509101_P20        1 0.000
#> HP1509101_L19        1 0.000
#> HP1509101_N9         1 0.000
#> HP1509101_J8         1 0.000
#> HP1509101_O8         1 0.000
#> HP1509101_O13        1 0.000
#> HP1509101_H9         1 0.000
#> HP1509101_F4         1 0.000
#> HP1509101_O6         2 1.000
#> HP1509101_H13        1 0.000
#> HP1509101_I24        1 0.000
#> HP1509101_G16        1 0.000
#> HP1509101_G12        1 0.000
#> HP1509101_O4         1 0.000
#> HP1509101_G21        3 0.000
#> HP1504901_D15        2 0.000
#> HP1504901_O20        2 0.000
#> HP1504901_K20        2 0.000
#> HP1504901_L12        2 0.000
#> HP1504901_E16        2 0.000
#> HP1504901_N9         2 0.502
#> HP1504901_F14        2 0.000
#> HP1504901_I19        3 0.000
#> HP1504901_B15        2 0.000
#> HP1504901_L8         2 0.000
#> HP1504901_B3         2 0.000
#> HP1504901_A21        2 0.000
#> HP1504901_F15        2 0.000
#> HP1504901_N2         2 0.000
#> HP1504901_G20        2 0.000
#> HP1504901_H12        2 0.000
#> HP1504901_J12        2 0.000
#> HP1504901_D12        2 0.000
#> HP1504901_F2         2 0.000
#> HP1504901_G8         2 0.000
#> HP1504901_B22        2 0.000
#> HP1504901_F12        2 0.000
#> HP1504901_H10        2 0.000
#> HP1504901_O7         2 0.000
#> HP1504901_P14        2 0.000
#> HP1504901_H19        2 0.000
#> HP1504901_P21        2 0.000
#> HP1504901_G24        2 0.000
#> HP1504901_B8         2 0.000
#> HP1504901_N13        2 0.000
#> HP1504901_L20        2 0.000
#> HP1504901_K12        2 1.000
#> HP1504901_H22        2 0.000
#> HP1504901_C11        2 0.000
#> HP1504901_O1         2 0.000
#> HP1504901_B16        2 0.000
#> HP1504901_L17        2 0.000
#> HP1504901_O18        2 0.000
#> HP1504901_C17        2 0.000
#> HP1504901_B11        2 0.000
#> HP1504901_F17        2 0.000
#> HP1504901_D6         2 0.000
#> HP1504901_D18        2 0.000
#> HP1504901_K19        2 0.000
#> HP1504901_F6         2 0.000
#> HP1504901_D16        2 0.000
#> HP1504901_H14        2 0.000
#> HP1504901_M3         2 0.000
#> HP1504901_F1         2 0.000
#> HP1504901_O8         2 0.000
#> HP1504901_I17        3 0.000
#> HP1504901_B13        2 0.000
#> HP1504901_C2         3 0.000
#> HP1504901_B20        2 0.000
#> HP1504901_O14        3 0.000
#> HP1504901_M12        2 0.000
#> HP1504901_H17        2 0.000
#> HP1504901_H4         2 0.000
#> HP1504901_B24        3 0.000
#> HP1504901_H5         2 0.000
#> HP1504901_B1         2 0.000
#> HP1504901_F11        2 0.000
#> HP1504901_F23        3 0.000
#> HP1504901_G9         2 0.000
#> HP1504901_O21        2 0.000
#> HP1504901_E24        2 0.000
#> HP1504901_G12        2 0.000
#> HP1504901_A16        2 0.000
#> HP1504901_A14        2 0.000
#> HP1504901_P9         3 0.000
#> HP1504901_O9         2 0.000
#> HP1504901_P3         3 0.000
#> HP1504901_G3         2 0.000
#> HP1504901_F5         2 0.000
#> HP1504901_M19        3 0.000
#> HP1504901_A23        3 0.000
#> HP1504901_P18        3 0.000
#> HP1504901_P16        2 0.000
#> HP1504901_E9         3 0.000
#> HP1504901_C16        2 0.000
#> HP1504901_G21        2 0.000
#> HP1504901_A5         2 0.000
#> HP1504901_J24        3 0.000
#> HP1504901_A3         2 0.000
#> HP1504901_L18        2 0.000
#> HP1504901_H11        2 0.000
#> HP1504901_I24        1 1.000
#> HP1504901_E18        2 0.000
#> HP1504901_H6         2 0.000
#> HP1504901_J17        2 0.000
#> HP1504901_N1         2 0.000
#> HP1504901_B4         2 0.000
#> HP1504901_J7         2 0.000
#> HP1504901_B7         2 0.000
#> HP1504901_J18        3 0.000
#> HP1504901_A22        3 0.000
#> HP1504901_D22        2 0.000
#> HP1504901_G4         2 0.000
#> HP1504901_D9         2 0.000
#> HP1504901_J15        3 0.000
#> HP1504901_K14        2 0.000
#> HP1504901_N15        2 0.000
#> HP1504901_C13        2 0.000
#> HP1504901_B23        2 0.000
#> HP1504901_F19        2 0.000
#> HP1504901_K22        2 0.000
#> HP1504901_O5         2 0.000
#> HP1504901_J9         2 0.000
#> HP1504901_M4         1 0.000
#> HP1504901_G10        3 0.000
#> HP1504901_O17        2 0.000
#> HP1504901_A19        2 0.000
#> HP1504901_D5         2 0.000
#> HP1504901_D1         2 0.000
#> HP1504901_F16        3 0.000
#> HP1504901_B6         2 0.000
#> HP1504901_E23        2 0.000
#> HP1504901_N8         2 0.000
#> HP1504901_N12        2 0.000
#> HP1504901_H8         2 0.000
#> HP1504901_L1         2 0.000
#> HP1504901_B9         2 0.000
#> HP1504901_O10        2 0.000
#> HP1504901_M11        3 0.000
#> HP1504901_F20        2 0.000
#> HP1504901_O6         2 0.000
#> HP1504901_D4         3 0.000
#> HP1504901_L13        2 0.000
#> HP1504901_L22        2 0.000
#> HP1504901_O24        2 0.000
#> HP1504901_G13        2 0.000
#> HP1504901_J22        2 0.000
#> HP1504901_L14        2 0.000
#> HP1504901_A2         2 0.000
#> HP1504901_L3         2 0.000
#> HP1504901_I3         2 0.000
#> HP1504901_A9         2 0.000
#> HP1504901_I21        2 0.000
#> HP1504901_G6         2 0.000
#> HP1504901_O16        2 0.000
#> HP1504901_E14        2 0.000
#> HP1504901_N24        2 0.000
#> HP1504901_D17        2 0.000
#> HP1504901_K6         2 0.000
#> HP1504901_I18        2 0.000
#> HP1504901_E21        2 0.000
#> HP1504901_H18        2 0.000
#> HP1504901_J6         2 0.000
#> HP1504901_I2         2 0.000
#> HP1504901_D14        2 0.000
#> HP1504901_G16        2 0.000
#> HP1504901_P20        2 0.000
#> HP1504901_M18        2 0.000
#> HP1504901_J3         2 0.000
#> HP1504901_D7         2 0.000
#> HP1504901_B10        2 0.000
#> HP1504901_H1         1 1.000
#> HP1504901_J5         3 0.000
#> HP1504901_K5         2 0.000
#> HP1504901_F10        2 0.000
#> HP1504901_G15        2 0.000
#> HP1504901_H2         2 0.000
#> HP1504901_G18        2 0.000
#> HP1504901_N19        2 0.000
#> HP1504901_C10        2 0.000
#> HP1504901_I22        2 0.000
#> HP1504901_B21        2 0.000
#> HP1504901_N7         2 0.253
#> HP1504901_C14        2 0.249
#> HP1504901_A10        2 0.000
#> HP1504901_I13        3 0.000
#> HP1504901_C23        2 0.000
#> HP1504901_E2         3 0.000
#> HP1504901_D21        2 0.000
#> HP1504901_G19        2 0.000
#> HP1504901_N21        3 0.000
#> HP1504901_L9         2 0.000
#> HP1504901_N23        2 0.000
#> HP1504901_F3         2 0.000
#> HP1525301T2D_G11     1 0.000
#> HP1525301T2D_A6      1 0.000
#> HP1508501T2D_P4      1 0.000
#> HP1525301T2D_F15     1 0.000
#> HP1525301T2D_C16     1 0.000
#> HP1526901T2D_J6      1 0.000
#> HP1525301T2D_B4      1 0.000
#> HP1525301T2D_B5      1 0.000
#> HP1525301T2D_C2      1 0.000
#> HP1525301T2D_B11     1 0.000
#> HP1526901T2D_O12     3 0.000
#> HP1526901T2D_F4      1 0.000
#> HP1525301T2D_B23     1 0.000
#> HP1525301T2D_P8      1 0.000
#> HP1526901T2D_J8      1 0.000
#> HP1525301T2D_M22     3 0.000
#> HP1525301T2D_C1      1 0.000
#> HP1525301T2D_J2      1 0.000
#> HP1525301T2D_N7      1 0.000
#> HP1525301T2D_G15     1 0.000
#> HP1525301T2D_O18     1 0.000
#> HP1525301T2D_O2      1 0.000
#> HP1526901T2D_P17     1 0.253
#> HP1525301T2D_F2      1 0.000
#> HP1525301T2D_I11     3 0.000
#> HP1525301T2D_I5      1 0.000
#> HP1525301T2D_L15     1 0.000
#> HP1526901T2D_G11     3 0.000
#> HP1526901T2D_P2      1 0.000
#> HP1525301T2D_A9      1 0.000
#> HP1526901T2D_F1      1 0.000
#> HP1525301T2D_P17     1 0.000
#> HP1525301T2D_B15     1 0.000
#> HP1525301T2D_N8      1 0.000
#> HP1525301T2D_J18     1 0.000
#> HP1525301T2D_F4      1 0.000
#> HP1526901T2D_P7      1 0.000
#> HP1526901T2D_L17     1 0.000
#> HP1526901T2D_O13     1 0.000
#> HP1525301T2D_J8      1 0.000
#> HP1526901T2D_M14     3 0.000
#> HP1525301T2D_N18     1 0.000
#> HP1525301T2D_C5      1 0.000
#> HP1526901T2D_P8      3 0.000
#> HP1525301T2D_B8      1 0.000
#> HP1525301T2D_P11     1 0.000
#> HP1525301T2D_P18     1 0.000
#> HP1525301T2D_O6      1 0.000
#> HP1525301T2D_C8      1 0.000
#> HP1525301T2D_A16     1 0.000
#> HP1526901T2D_P11     1 0.000
#> HP1526901T2D_P10     1 0.000
#> HP1525301T2D_P15     3 0.000
#> HP1525301T2D_L17     1 0.000
#> HP1525301T2D_K7      3 0.000
#> HP1525301T2D_G1      1 0.000
#> HP1525301T2D_A7      1 0.000
#> HP1525301T2D_J19     1 0.000
#> HP1525301T2D_G18     1 0.000
#> HP1526901T2D_C24     1 0.000
#> HP1526901T2D_P18     1 0.000
#> HP1526901T2D_P4      1 0.000
#> HP1525301T2D_A3      1 0.000
#> HP1525301T2D_O5      1 0.000
#> HP1525301T2D_G8      1 0.000
#> HP1525301T2D_O13     1 0.000
#> HP1526901T2D_D17     1 0.249
#> HP1525301T2D_O11     1 0.000
#> HP1525301T2D_E8      1 0.000

show/hide code output

get_classes(res, k = 4)
#>                  class     p
#> HP1502401_J14        2 0.000
#> HP1502401_B14        2 0.000
#> HP1502401_G14        2 0.751
#> HP1502401_H14        2 0.000
#> HP1502401_F17        4 0.000
#> HP1504101T2D_H7      3 0.000
#> HP1502401_J22        2 0.000
#> HP1502401_M15        2 0.000
#> HP1502401_K19        2 0.000
#> HP1502401_H22        2 0.000
#> HP1502401_K17        4 0.000
#> HP1502401_N17        2 0.000
#> HP1504101T2D_B24     1 0.253
#> HP1504101T2D_I1      2 0.000
#> HP1502401_H7         4 1.000
#> HP1504101T2D_O13     2 0.000
#> HP1502401_B7         2 0.000
#> HP1502401_L3         2 0.000
#> HP1502401_D17        2 0.000
#> HP1502401_H11        2 0.000
#> HP1502401_K15        4 0.253
#> HP1502401_G10        2 0.000
#> HP1504101T2D_D8      2 0.000
#> HP1502401_L17        2 0.000
#> HP1504101T2D_I7      1 1.000
#> HP1502401_L16        2 0.000
#> HP1504101T2D_E19     2 0.000
#> HP1502401_E22        2 0.000
#> HP1502401_M4         2 0.000
#> HP1502401_D7         2 1.000
#> HP1502401_O21        2 0.000
#> HP1502401_M10        1 1.000
#> HP1502401_I7         4 0.000
#> HP1502401_O6         4 0.249
#> HP1502401_J11        2 0.000
#> HP1502401_K3         2 0.000
#> HP1502401_F22        2 0.000
#> HP1502401_I16        2 1.000
#> HP1502401_B24        2 0.000
#> HP1504101T2D_G9      2 0.751
#> HP1502401_N12        2 0.000
#> HP1504101T2D_E10     2 0.249
#> HP1502401_N4         2 0.000
#> HP1502401_O24        2 0.249
#> HP1502401_B20        4 0.000
#> HP1502401_K23        2 0.000
#> HP1502401_D8         2 0.000
#> HP1502401_G6         2 0.000
#> HP1502401_L7         2 0.000
#> HP1502401_B22        4 0.000
#> HP1502401_I9         2 0.000
#> HP1502401_G12        4 0.249
#> HP1502401_K1         4 0.253
#> HP1502401_D22        2 0.000
#> HP1502401_A15        2 0.000
#> HP1504101T2D_B3      4 0.249
#> HP1504101T2D_I19     4 1.000
#> HP1504101T2D_C9      2 0.000
#> HP1502401_O8         1 0.000
#> HP1502401_G3         1 1.000
#> HP1502401_I18        4 1.000
#> HP1502401_J7         3 0.000
#> HP1502401_N9         1 0.747
#> HP1502401_F15        2 0.000
#> HP1504101T2D_E3      4 0.751
#> HP1502401_K12        1 1.000
#> HP1502401_B1         2 0.000
#> HP1502401_B11        4 1.000
#> HP1502401_F24        2 0.000
#> HP1504101T2D_M8      2 0.000
#> HP1502401_O17        2 0.751
#> HP1504101T2D_J14     4 1.000
#> HP1502401_F9         2 0.000
#> HP1504101T2D_H4      2 0.000
#> HP1502401_F16        2 0.000
#> HP1504101T2D_I2      4 0.000
#> HP1502401_I12        3 0.000
#> HP1502401_K11        1 1.000
#> HP1502401_B10        4 1.000
#> HP1502401_C21        2 0.000
#> HP1502401_N21        2 0.000
#> HP1502401_A10        2 0.000
#> HP1502401_J12        2 0.000
#> HP1502401_O3         4 1.000
#> HP1502401_H18        3 0.000
#> HP1502401_E3         2 0.000
#> AZ_A2                2 0.000
#> AZ_A12               2 0.000
#> AZ_A8                2 0.000
#> AZ_D3                2 0.000
#> AZ_H5                2 0.000
#> AZ_G4                2 0.000
#> AZ_G10               2 0.000
#> AZ_D6                2 0.000
#> AZ_H1                4 0.000
#> AZ_G3                2 0.000
#> AZ_H11               2 0.000
#> AZ_D9                4 0.000
#> AZ_G5                2 0.000
#> AZ_H2                4 0.000
#> AZ_F5                3 0.000
#> AZ_E3                3 0.000
#> AZ_G2                4 0.751
#> AZ_H6                4 0.000
#> AZ_H12               4 0.000
#> AZ_D12               2 0.000
#> AZ_F2                2 0.000
#> AZ_G1                2 0.000
#> AZ_E9                2 0.000
#> AZ_H9                4 0.000
#> AZ_D2                2 0.000
#> HP1508501T2D_M1      3 0.751
#> HP1508501T2D_I2      1 0.000
#> HP1508501T2D_K1      1 0.000
#> HP1508501T2D_C20     1 0.000
#> HP1508501T2D_M9      1 0.000
#> HP1508501T2D_O4      1 0.000
#> HP1508501T2D_E24     1 0.000
#> HP1508501T2D_M20     1 0.000
#> HP1508501T2D_E6      1 0.000
#> HP1508501T2D_E14     1 0.000
#> HP1508501T2D_A10     1 0.000
#> HP1508501T2D_H22     1 0.000
#> HP1508501T2D_I20     1 0.000
#> HP1508501T2D_B5      1 0.000
#> HP1508501T2D_C14     1 0.000
#> HP1508501T2D_F14     3 0.000
#> HP1508501T2D_D6      1 0.000
#> HP1508501T2D_P11     1 0.000
#> HP1508501T2D_L16     1 0.000
#> HP1508501T2D_P9      1 0.000
#> HP1508501T2D_O14     1 0.000
#> HP1508501T2D_D1      1 0.249
#> HP1508501T2D_C9      3 0.000
#> HP1508501T2D_K21     1 0.000
#> HP1508501T2D_J9      1 0.000
#> HP1508501T2D_B11     1 0.000
#> HP1508501T2D_E10     1 0.000
#> HP1508501T2D_N20     1 0.000
#> HP1508501T2D_M4      1 0.000
#> HP1508501T2D_F1      1 0.000
#> HP1508501T2D_H12     3 0.000
#> HP1508501T2D_M16     3 0.000
#> HP1508501T2D_B20     1 0.000
#> HP1508501T2D_B4      1 0.000
#> HP1508501T2D_K12     1 0.000
#> HP1508501T2D_I23     1 0.000
#> HP1508501T2D_B22     1 0.498
#> HP1508501T2D_F9      1 0.000
#> HP1508501T2D_I14     1 0.000
#> HP1508501T2D_H23     1 0.000
#> HP1508501T2D_D13     1 0.000
#> HP1508501T2D_C16     1 0.000
#> HP1508501T2D_G6      1 0.000
#> HP1508501T2D_J5      1 0.000
#> HP1508501T2D_K24     1 0.000
#> HP1508501T2D_M5      1 0.000
#> HP1508501T2D_P6      1 0.000
#> HP1508501T2D_H15     4 1.000
#> HP1508501T2D_A15     1 0.000
#> HP1508501T2D_H14     1 0.502
#> HP1508501T2D_K9      1 0.000
#> HP1506401_I2         1 0.000
#> HP1506401_K1         1 0.000
#> HP1506401_K12        1 0.000
#> HP1506401_C9         1 0.000
#> HP1506401_F13        1 0.000
#> HP1506401_L7         1 0.000
#> HP1506401_A5         1 0.000
#> HP1506401_O3         1 0.000
#> HP1506401_L17        1 0.000
#> HP1506401_N15        1 0.000
#> HP1506401_P3         1 0.000
#> HP1506401_F3         1 0.751
#> HP1506401_M12        1 0.000
#> HP1506401_L2         1 0.000
#> HP1506401_G6         1 0.000
#> HP1506401_G13        1 0.000
#> HP1506401_F20        1 0.000
#> HP1506401_A14        1 0.000
#> HP1507101_G16        1 0.000
#> HP1507101_M12        1 0.000
#> HP1507101_O23        1 0.000
#> HP1507101_N12        1 0.000
#> HP1507101_P14        1 0.000
#> HP1507101_O17        1 1.000
#> HP1507101_O20        1 0.000
#> HP1507101_I10        1 0.000
#> HP1507101_H20        1 0.000
#> HP1507101_K6         1 0.000
#> HP1507101_F19        1 0.000
#> HP1507101_G6         1 0.000
#> HP1507101_F14        1 0.000
#> HP1507101_O4         1 0.000
#> HP1507101_O5         1 0.000
#> HP1507101_A22        1 0.000
#> HP1507101_A20        1 0.000
#> HP1507101_G4         1 0.000
#> HP1507101_N5         1 0.000
#> HP1507101_K23        1 0.000
#> HP1507101_F11        1 0.000
#> HP1507101_P12        1 0.000
#> HP1507101_F20        1 0.000
#> HP1507101_I16        1 0.000
#> HP1507101_B18        1 0.000
#> HP1507101_D22        1 0.000
#> HP1507101_O10        1 0.000
#> HP1507101_J14        1 0.000
#> HP1507101_E20        1 0.000
#> HP1507101_L8         3 0.000
#> HP1507101_E6         1 0.000
#> HP1507101_J18        1 0.000
#> HP1507101_D19        1 0.000
#> HP1507101_I23        1 0.000
#> HP1507101_A12        1 0.000
#> HP1507101_L18        1 0.000
#> HP1507101_L3         1 0.000
#> HP1507101_K4         1 0.000
#> HP1507101_F3         1 0.000
#> HP1507101_D7         1 0.000
#> HP1507101_P18        1 0.000
#> HP1507101_P17        1 0.000
#> HP1507101_C20        1 0.000
#> HP1507101_J19        1 0.000
#> HP1507101_J1         1 0.000
#> HP1507101_O24        1 1.000
#> HP1507101_P21        1 0.000
#> HP1507101_F18        1 0.000
#> HP1507101_D21        1 0.000
#> HP1507101_D16        1 0.000
#> HP1507101_G20        1 0.000
#> HP1507101_N20        1 0.000
#> HP1507101_P6         1 0.000
#> HP1507101_O3         1 0.000
#> HP1507101_L16        1 0.000
#> HP1507101_N13        1 0.000
#> HP1507101_C5         1 0.000
#> HP1507101_B4         1 0.000
#> HP1507101_M8         1 0.000
#> HP1507101_D5         1 0.000
#> HP1507101_G11        1 0.000
#> HP1507101_B12        1 0.000
#> HP1507101_C12        1 0.000
#> HP1507101_N2         1 0.000
#> HP1507101_O7         1 0.000
#> HP1507101_D23        1 0.000
#> HP1507101_D11        1 0.000
#> HP1507101_P15        3 0.000
#> HP1507101_M20        1 0.000
#> HP1507101_B16        1 0.000
#> HP1507101_O13        1 0.000
#> HP1507101_E7         1 0.000
#> HP1507101_B11        1 0.000
#> HP1507101_G9         1 0.000
#> HP1507101_K24        1 0.000
#> HP1507101_B20        1 0.000
#> HP1507101_E18        3 0.000
#> HP1507101_L21        1 0.000
#> HP1507101_J22        1 0.000
#> HP1509101_G19        1 0.000
#> HP1509101_J12        1 0.000
#> HP1509101_A7         1 0.000
#> HP1509101_H1         1 0.000
#> HP1509101_B12        3 0.000
#> HP1509101_E4         1 0.498
#> HP1509101_G14        1 0.000
#> HP1509101_K9         1 0.000
#> HP1509101_P23        3 0.000
#> HP1509101_M12        1 0.000
#> HP1509101_P20        1 0.000
#> HP1509101_L19        1 0.000
#> HP1509101_N9         1 0.000
#> HP1509101_J8         1 0.000
#> HP1509101_O8         1 0.000
#> HP1509101_O13        1 0.000
#> HP1509101_H9         1 0.000
#> HP1509101_F4         1 0.000
#> HP1509101_O6         2 1.000
#> HP1509101_H13        1 0.000
#> HP1509101_I24        1 0.000
#> HP1509101_G16        1 0.000
#> HP1509101_G12        1 1.000
#> HP1509101_O4         1 0.000
#> HP1509101_G21        3 0.000
#> HP1504901_D15        2 0.498
#> HP1504901_O20        2 0.000
#> HP1504901_K20        2 0.000
#> HP1504901_L12        2 0.249
#> HP1504901_E16        2 0.000
#> HP1504901_N9         4 0.000
#> HP1504901_F14        2 0.000
#> HP1504901_I19        3 0.000
#> HP1504901_B15        4 0.000
#> HP1504901_L8         2 0.000
#> HP1504901_B3         4 1.000
#> HP1504901_A21        2 1.000
#> HP1504901_F15        4 0.000
#> HP1504901_N2         4 0.249
#> HP1504901_G20        4 0.000
#> HP1504901_H12        2 0.000
#> HP1504901_J12        4 0.000
#> HP1504901_D12        2 0.000
#> HP1504901_F2         2 0.000
#> HP1504901_G8         2 0.000
#> HP1504901_B22        2 0.000
#> HP1504901_F12        4 1.000
#> HP1504901_H10        4 0.000
#> HP1504901_O7         2 0.000
#> HP1504901_P14        2 0.000
#> HP1504901_H19        4 0.253
#> HP1504901_P21        2 0.000
#> HP1504901_G24        4 0.000
#> HP1504901_B8         2 0.751
#> HP1504901_N13        2 0.000
#> HP1504901_L20        2 0.000
#> HP1504901_K12        4 0.000
#> HP1504901_H22        2 0.000
#> HP1504901_C11        2 0.249
#> HP1504901_O1         4 0.000
#> HP1504901_B16        2 0.000
#> HP1504901_L17        2 0.000
#> HP1504901_O18        2 0.000
#> HP1504901_C17        2 0.000
#> HP1504901_B11        2 0.000
#> HP1504901_F17        2 0.000
#> HP1504901_D6         4 0.249
#> HP1504901_D18        2 0.000
#> HP1504901_K19        2 0.000
#> HP1504901_F6         2 0.000
#> HP1504901_D16        2 0.000
#> HP1504901_H14        2 0.502
#> HP1504901_M3         4 0.000
#> HP1504901_F1         4 0.000
#> HP1504901_O8         2 0.000
#> HP1504901_I17        3 0.000
#> HP1504901_B13        2 0.000
#> HP1504901_C2         3 0.000
#> HP1504901_B20        2 0.000
#> HP1504901_O14        3 0.000
#> HP1504901_M12        4 0.000
#> HP1504901_H17        2 0.000
#> HP1504901_H4         2 0.000
#> HP1504901_B24        3 0.000
#> HP1504901_H5         2 0.000
#> HP1504901_B1         4 0.000
#> HP1504901_F11        2 1.000
#> HP1504901_F23        4 0.000
#> HP1504901_G9         2 0.000
#> HP1504901_O21        2 0.000
#> HP1504901_E24        2 0.000
#> HP1504901_G12        2 0.249
#> HP1504901_A16        4 0.000
#> HP1504901_A14        4 0.000
#> HP1504901_P9         3 0.000
#> HP1504901_O9         2 0.000
#> HP1504901_P3         3 0.000
#> HP1504901_G3         4 0.751
#> HP1504901_F5         2 0.000
#> HP1504901_M19        3 0.000
#> HP1504901_A23        3 0.000
#> HP1504901_P18        3 0.000
#> HP1504901_P16        4 0.000
#> HP1504901_E9         3 0.000
#> HP1504901_C16        2 0.000
#> HP1504901_G21        4 0.000
#> HP1504901_A5         4 0.000
#> HP1504901_J24        3 0.000
#> HP1504901_A3         4 0.000
#> HP1504901_L18        2 0.000
#> HP1504901_H11        2 0.000
#> HP1504901_I24        4 0.000
#> HP1504901_E18        2 0.000
#> HP1504901_H6         4 0.000
#> HP1504901_J17        2 0.000
#> HP1504901_N1         4 0.000
#> HP1504901_B4         2 0.000
#> HP1504901_J7         2 0.000
#> HP1504901_B7         2 0.000
#> HP1504901_J18        3 0.000
#> HP1504901_A22        3 0.000
#> HP1504901_D22        2 0.000
#> HP1504901_G4         2 0.000
#> HP1504901_D9         2 0.000
#> HP1504901_J15        2 1.000
#> HP1504901_K14        2 0.000
#> HP1504901_N15        4 0.498
#> HP1504901_C13        2 1.000
#> HP1504901_B23        4 0.000
#> HP1504901_F19        2 0.000
#> HP1504901_K22        2 0.000
#> HP1504901_O5         2 0.000
#> HP1504901_J9         2 0.000
#> HP1504901_M4         4 0.249
#> HP1504901_G10        3 0.000
#> HP1504901_O17        2 0.000
#> HP1504901_A19        2 0.000
#> HP1504901_D5         2 0.000
#> HP1504901_D1         4 0.000
#> HP1504901_F16        3 0.000
#> HP1504901_B6         4 0.000
#> HP1504901_E23        2 0.000
#> HP1504901_N8         2 0.000
#> HP1504901_N12        2 0.000
#> HP1504901_H8         2 0.000
#> HP1504901_L1         4 0.000
#> HP1504901_B9         2 0.000
#> HP1504901_O10        2 0.000
#> HP1504901_M11        3 0.000
#> HP1504901_F20        2 0.000
#> HP1504901_O6         2 0.000
#> HP1504901_D4         3 0.000
#> HP1504901_L13        4 0.000
#> HP1504901_L22        2 0.000
#> HP1504901_O24        2 0.000
#> HP1504901_G13        2 0.000
#> HP1504901_J22        2 0.000
#> HP1504901_L14        2 0.000
#> HP1504901_A2         2 1.000
#> HP1504901_L3         4 0.000
#> HP1504901_I3         2 0.000
#> HP1504901_A9         4 0.000
#> HP1504901_I21        2 0.000
#> HP1504901_G6         4 0.000
#> HP1504901_O16        2 0.000
#> HP1504901_E14        2 0.000
#> HP1504901_N24        2 0.000
#> HP1504901_D17        2 0.000
#> HP1504901_K6         2 1.000
#> HP1504901_I18        2 0.000
#> HP1504901_E21        2 0.000
#> HP1504901_H18        2 0.000
#> HP1504901_J6         2 0.000
#> HP1504901_I2         4 0.000
#> HP1504901_D14        4 1.000
#> HP1504901_G16        2 0.000
#> HP1504901_P20        2 0.000
#> HP1504901_M18        2 0.000
#> HP1504901_J3         2 0.000
#> HP1504901_D7         2 0.000
#> HP1504901_B10        2 0.000
#> HP1504901_H1         4 0.000
#> HP1504901_J5         3 0.751
#> HP1504901_K5         2 0.000
#> HP1504901_F10        2 0.000
#> HP1504901_G15        4 0.498
#> HP1504901_H2         4 0.000
#> HP1504901_G18        2 0.000
#> HP1504901_N19        2 0.000
#> HP1504901_C10        2 0.000
#> HP1504901_I22        4 0.249
#> HP1504901_B21        2 0.000
#> HP1504901_N7         4 0.000
#> HP1504901_C14        4 0.000
#> HP1504901_A10        4 0.000
#> HP1504901_I13        3 0.000
#> HP1504901_C23        4 0.000
#> HP1504901_E2         3 0.000
#> HP1504901_D21        2 0.000
#> HP1504901_G19        2 0.000
#> HP1504901_N21        3 0.000
#> HP1504901_L9         4 0.000
#> HP1504901_N23        4 1.000
#> HP1504901_F3         2 0.000
#> HP1525301T2D_G11     1 0.000
#> HP1525301T2D_A6      1 0.000
#> HP1508501T2D_P4      1 0.000
#> HP1525301T2D_F15     1 0.000
#> HP1525301T2D_C16     1 0.000
#> HP1526901T2D_J6      1 1.000
#> HP1525301T2D_B4      1 0.498
#> HP1525301T2D_B5      1 0.249
#> HP1525301T2D_C2      1 0.000
#> HP1525301T2D_B11     1 0.000
#> HP1526901T2D_O12     3 0.000
#> HP1526901T2D_F4      4 1.000
#> HP1525301T2D_B23     1 1.000
#> HP1525301T2D_P8      1 0.253
#> HP1526901T2D_J8      1 1.000
#> HP1525301T2D_M22     3 0.000
#> HP1525301T2D_C1      1 0.000
#> HP1525301T2D_J2      1 0.000
#> HP1525301T2D_N7      1 0.000
#> HP1525301T2D_G15     1 0.000
#> HP1525301T2D_O18     1 0.000
#> HP1525301T2D_O2      4 1.000
#> HP1526901T2D_P17     1 0.747
#> HP1525301T2D_F2      1 0.249
#> HP1525301T2D_I11     3 0.000
#> HP1525301T2D_I5      1 0.000
#> HP1525301T2D_L15     1 0.000
#> HP1526901T2D_G11     3 0.000
#> HP1526901T2D_P2      1 1.000
#> HP1525301T2D_A9      1 1.000
#> HP1526901T2D_F1      1 1.000
#> HP1525301T2D_P17     1 0.000
#> HP1525301T2D_B15     1 0.751
#> HP1525301T2D_N8      4 1.000
#> HP1525301T2D_J18     1 0.249
#> HP1525301T2D_F4      1 0.751
#> HP1526901T2D_P7      1 1.000
#> HP1526901T2D_L17     1 1.000
#> HP1526901T2D_O13     1 0.747
#> HP1525301T2D_J8      1 0.000
#> HP1526901T2D_M14     3 0.000
#> HP1525301T2D_N18     1 0.751
#> HP1525301T2D_C5      1 0.000
#> HP1526901T2D_P8      3 0.000
#> HP1525301T2D_B8      1 0.751
#> HP1525301T2D_P11     1 0.000
#> HP1525301T2D_P18     1 0.502
#> HP1525301T2D_O6      1 0.000
#> HP1525301T2D_C8      1 0.000
#> HP1525301T2D_A16     1 1.000
#> HP1526901T2D_P11     1 1.000
#> HP1526901T2D_P10     1 0.747
#> HP1525301T2D_P15     3 0.000
#> HP1525301T2D_L17     1 0.498
#> HP1525301T2D_K7      1 1.000
#> HP1525301T2D_G1      1 0.000
#> HP1525301T2D_A7      1 0.249
#> HP1525301T2D_J19     1 0.000
#> HP1525301T2D_G18     1 0.000
#> HP1526901T2D_C24     1 0.502
#> HP1526901T2D_P18     1 1.000
#> HP1526901T2D_P4      1 1.000
#> HP1525301T2D_A3      1 0.000
#> HP1525301T2D_O5      1 0.000
#> HP1525301T2D_G8      1 0.000
#> HP1525301T2D_O13     1 1.000
#> HP1526901T2D_D17     1 0.751
#> HP1525301T2D_O11     1 1.000
#> HP1525301T2D_E8      1 0.498

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

consensus_heatmap(res, k = 2)

plot of chunk tab-node-021-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-021-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-021-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-021-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-021-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-021-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-021-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-021-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-021-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-021-get-signatures-no-scale-1

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

plot of chunk tab-node-021-get-signatures-no-scale-2

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

plot of chunk tab-node-021-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-021-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-021-dimension-reduction-1

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

plot of chunk tab-node-021-dimension-reduction-2

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

plot of chunk tab-node-021-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-021-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans      509           6.02e-05         4.60e-28     1.76e-19 2
#> ATC:skmeans      503           6.73e-83         1.69e-25     2.08e-14 3
#> ATC:skmeans      432           8.27e-73         2.67e-15     7.47e-07 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.


Node0211

Parent node: Node021. Child nodes: Node01221-leaf , Node01222-leaf , Node02111 , Node02112 , Node02121 , Node02122 , Node02211 , Node02212-leaf , Node02213-leaf , Node02221 , Node02222 , Node02223-leaf , Node02231-leaf , Node02232-leaf , Node02233-leaf , Node02234-leaf , Node02311-leaf , Node02312 , Node02313-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02331-leaf , Node02332-leaf , Node02411-leaf , Node02412-leaf , Node02421-leaf , Node02422 , Node02423-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .

The object with results only for a single top-value method and a single partitioning method can be extracted as:

res = res_rh["0211"]

A summary of res and all the functions that can be applied to it:

res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#>   On a matrix with 11972 rows and 243 columns.
#>   Top rows (1197) 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)

plot of chunk node-0211-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-0211-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 1.000           0.979       0.992          0.482 0.518   0.518
#> 3 3 0.743           0.753       0.897          0.246 0.869   0.753
#> 4 4 0.898           0.878       0.945          0.143 0.862   0.678

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                  class entropy silhouette   p1   p2
#> HP1504101T2D_B24     1   0.000      0.993 1.00 0.00
#> HP1502401_H7         2   0.760      0.717 0.22 0.78
#> HP1504101T2D_I7      2   0.000      0.989 0.00 1.00
#> HP1502401_M10        1   0.000      0.993 1.00 0.00
#> HP1502401_I7         2   0.990      0.217 0.44 0.56
#> HP1502401_O6         2   0.000      0.989 0.00 1.00
#> HP1504101T2D_G9      2   0.000      0.989 0.00 1.00
#> HP1502401_B20        1   0.000      0.993 1.00 0.00
#> HP1502401_K1         1   0.000      0.993 1.00 0.00
#> HP1504101T2D_I19     1   0.000      0.993 1.00 0.00
#> HP1502401_O8         1   0.000      0.993 1.00 0.00
#> HP1502401_G3         1   0.000      0.993 1.00 0.00
#> HP1502401_N9         1   0.000      0.993 1.00 0.00
#> HP1504101T2D_E3      1   0.000      0.993 1.00 0.00
#> HP1504101T2D_J14     2   0.000      0.989 0.00 1.00
#> HP1504101T2D_I2      1   0.000      0.993 1.00 0.00
#> HP1502401_K11        1   0.000      0.993 1.00 0.00
#> HP1502401_B10        2   0.000      0.989 0.00 1.00
#> HP1502401_O3         1   0.000      0.993 1.00 0.00
#> HP1508501T2D_I2      2   0.925      0.487 0.34 0.66
#> HP1508501T2D_K1      2   0.000      0.989 0.00 1.00
#> HP1508501T2D_C20     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_M9      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_O4      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_E24     2   0.000      0.989 0.00 1.00
#> HP1508501T2D_M20     2   0.000      0.989 0.00 1.00
#> HP1508501T2D_E6      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_E14     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_A10     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_H22     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_I20     2   0.000      0.989 0.00 1.00
#> HP1508501T2D_B5      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_C14     2   0.000      0.989 0.00 1.00
#> HP1508501T2D_D6      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_P11     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_L16     2   0.000      0.989 0.00 1.00
#> HP1508501T2D_P9      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_O14     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_D1      2   0.000      0.989 0.00 1.00
#> HP1508501T2D_K21     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_J9      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_B11     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_E10     2   0.000      0.989 0.00 1.00
#> HP1508501T2D_N20     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_M4      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_F1      2   0.000      0.989 0.00 1.00
#> HP1508501T2D_B20     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_B4      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_K12     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_I23     2   0.000      0.989 0.00 1.00
#> HP1508501T2D_B22     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_F9      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_I14     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_H23     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_D13     2   0.000      0.989 0.00 1.00
#> HP1508501T2D_C16     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_G6      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_J5      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_K24     2   0.000      0.989 0.00 1.00
#> HP1508501T2D_M5      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_P6      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_H15     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_A15     2   0.000      0.989 0.00 1.00
#> HP1508501T2D_H14     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_K9      1   0.000      0.993 1.00 0.00
#> HP1506401_I2         1   0.000      0.993 1.00 0.00
#> HP1506401_K1         2   0.000      0.989 0.00 1.00
#> HP1506401_K12        1   0.000      0.993 1.00 0.00
#> HP1506401_C9         2   0.000      0.989 0.00 1.00
#> HP1506401_F13        1   0.000      0.993 1.00 0.00
#> HP1506401_L7         1   0.000      0.993 1.00 0.00
#> HP1506401_A5         1   0.000      0.993 1.00 0.00
#> HP1506401_O3         1   0.000      0.993 1.00 0.00
#> HP1506401_L17        2   0.000      0.989 0.00 1.00
#> HP1506401_N15        1   0.000      0.993 1.00 0.00
#> HP1506401_P3         1   0.000      0.993 1.00 0.00
#> HP1506401_M12        2   0.000      0.989 0.00 1.00
#> HP1506401_L2         1   0.904      0.526 0.68 0.32
#> HP1506401_G6         2   0.000      0.989 0.00 1.00
#> HP1506401_G13        1   0.000      0.993 1.00 0.00
#> HP1506401_F20        1   0.000      0.993 1.00 0.00
#> HP1506401_A14        1   0.000      0.993 1.00 0.00
#> HP1507101_G16        1   0.000      0.993 1.00 0.00
#> HP1507101_M12        1   0.000      0.993 1.00 0.00
#> HP1507101_O23        1   0.000      0.993 1.00 0.00
#> HP1507101_N12        1   0.000      0.993 1.00 0.00
#> HP1507101_P14        1   0.000      0.993 1.00 0.00
#> HP1507101_O17        1   0.000      0.993 1.00 0.00
#> HP1507101_O20        1   0.000      0.993 1.00 0.00
#> HP1507101_I10        1   0.000      0.993 1.00 0.00
#> HP1507101_H20        1   0.000      0.993 1.00 0.00
#> HP1507101_K6         1   0.000      0.993 1.00 0.00
#> HP1507101_F19        1   0.000      0.993 1.00 0.00
#> HP1507101_G6         1   0.000      0.993 1.00 0.00
#> HP1507101_F14        2   0.000      0.989 0.00 1.00
#> HP1507101_O4         1   0.000      0.993 1.00 0.00
#> HP1507101_O5         1   0.000      0.993 1.00 0.00
#> HP1507101_A22        1   0.000      0.993 1.00 0.00
#> HP1507101_A20        1   0.000      0.993 1.00 0.00
#> HP1507101_G4         1   0.000      0.993 1.00 0.00
#> HP1507101_N5         1   0.000      0.993 1.00 0.00
#> HP1507101_K23        1   0.000      0.993 1.00 0.00
#> HP1507101_F11        1   0.000      0.993 1.00 0.00
#> HP1507101_P12        1   0.795      0.682 0.76 0.24
#> HP1507101_F20        1   0.000      0.993 1.00 0.00
#> HP1507101_I16        2   0.000      0.989 0.00 1.00
#> HP1507101_B18        2   0.000      0.989 0.00 1.00
#> HP1507101_D22        2   0.000      0.989 0.00 1.00
#> HP1507101_O10        1   0.000      0.993 1.00 0.00
#> HP1507101_J14        1   0.000      0.993 1.00 0.00
#> HP1507101_E20        1   0.000      0.993 1.00 0.00
#> HP1507101_E6         1   0.000      0.993 1.00 0.00
#> HP1507101_J18        1   0.000      0.993 1.00 0.00
#> HP1507101_D19        1   0.000      0.993 1.00 0.00
#> HP1507101_I23        1   0.000      0.993 1.00 0.00
#> HP1507101_A12        1   0.000      0.993 1.00 0.00
#> HP1507101_L18        2   0.000      0.989 0.00 1.00
#> HP1507101_L3         1   0.000      0.993 1.00 0.00
#> HP1507101_K4         1   0.000      0.993 1.00 0.00
#> HP1507101_F3         1   0.000      0.993 1.00 0.00
#> HP1507101_D7         1   0.000      0.993 1.00 0.00
#> HP1507101_P18        1   0.000      0.993 1.00 0.00
#> HP1507101_P17        2   0.000      0.989 0.00 1.00
#> HP1507101_C20        1   0.000      0.993 1.00 0.00
#> HP1507101_J19        1   0.000      0.993 1.00 0.00
#> HP1507101_J1         1   0.000      0.993 1.00 0.00
#> HP1507101_O24        1   0.000      0.993 1.00 0.00
#> HP1507101_P21        2   0.000      0.989 0.00 1.00
#> HP1507101_F18        1   0.000      0.993 1.00 0.00
#> HP1507101_D21        1   0.000      0.993 1.00 0.00
#> HP1507101_D16        1   0.000      0.993 1.00 0.00
#> HP1507101_G20        1   0.000      0.993 1.00 0.00
#> HP1507101_N20        1   0.000      0.993 1.00 0.00
#> HP1507101_P6         1   0.000      0.993 1.00 0.00
#> HP1507101_O3         1   0.000      0.993 1.00 0.00
#> HP1507101_L16        2   0.000      0.989 0.00 1.00
#> HP1507101_N13        1   0.000      0.993 1.00 0.00
#> HP1507101_C5         1   0.000      0.993 1.00 0.00
#> HP1507101_B4         2   0.000      0.989 0.00 1.00
#> HP1507101_M8         1   0.000      0.993 1.00 0.00
#> HP1507101_D5         2   0.000      0.989 0.00 1.00
#> HP1507101_G11        1   0.000      0.993 1.00 0.00
#> HP1507101_B12        1   0.000      0.993 1.00 0.00
#> HP1507101_C12        2   0.000      0.989 0.00 1.00
#> HP1507101_N2         1   0.000      0.993 1.00 0.00
#> HP1507101_O7         1   0.000      0.993 1.00 0.00
#> HP1507101_D23        1   0.000      0.993 1.00 0.00
#> HP1507101_D11        1   0.000      0.993 1.00 0.00
#> HP1507101_M20        2   0.000      0.989 0.00 1.00
#> HP1507101_B16        1   0.000      0.993 1.00 0.00
#> HP1507101_O13        2   0.000      0.989 0.00 1.00
#> HP1507101_E7         1   0.000      0.993 1.00 0.00
#> HP1507101_B11        1   0.000      0.993 1.00 0.00
#> HP1507101_G9         1   0.000      0.993 1.00 0.00
#> HP1507101_K24        1   0.000      0.993 1.00 0.00
#> HP1507101_B20        1   0.000      0.993 1.00 0.00
#> HP1507101_L21        1   0.000      0.993 1.00 0.00
#> HP1507101_J22        1   0.000      0.993 1.00 0.00
#> HP1509101_G19        1   0.000      0.993 1.00 0.00
#> HP1509101_J12        1   0.000      0.993 1.00 0.00
#> HP1509101_A7         1   0.000      0.993 1.00 0.00
#> HP1509101_H1         1   0.000      0.993 1.00 0.00
#> HP1509101_E4         1   0.000      0.993 1.00 0.00
#> HP1509101_G14        1   0.000      0.993 1.00 0.00
#> HP1509101_K9         2   0.000      0.989 0.00 1.00
#> HP1509101_M12        1   0.000      0.993 1.00 0.00
#> HP1509101_P20        1   0.000      0.993 1.00 0.00
#> HP1509101_L19        1   0.000      0.993 1.00 0.00
#> HP1509101_N9         1   0.000      0.993 1.00 0.00
#> HP1509101_J8         1   0.000      0.993 1.00 0.00
#> HP1509101_O8         1   0.000      0.993 1.00 0.00
#> HP1509101_O13        1   0.000      0.993 1.00 0.00
#> HP1509101_H9         1   0.000      0.993 1.00 0.00
#> HP1509101_F4         1   0.000      0.993 1.00 0.00
#> HP1509101_H13        1   0.000      0.993 1.00 0.00
#> HP1509101_I24        2   0.000      0.989 0.00 1.00
#> HP1509101_G16        1   0.000      0.993 1.00 0.00
#> HP1509101_G12        1   0.000      0.993 1.00 0.00
#> HP1509101_O4         1   0.000      0.993 1.00 0.00
#> HP1504901_I24        1   0.000      0.993 1.00 0.00
#> HP1504901_M4         1   0.000      0.993 1.00 0.00
#> HP1504901_H1         1   0.000      0.993 1.00 0.00
#> HP1525301T2D_G11     2   0.000      0.989 0.00 1.00
#> HP1525301T2D_A6      2   0.000      0.989 0.00 1.00
#> HP1508501T2D_P4      1   0.000      0.993 1.00 0.00
#> HP1525301T2D_F15     2   0.000      0.989 0.00 1.00
#> HP1525301T2D_C16     2   0.000      0.989 0.00 1.00
#> HP1526901T2D_J6      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_B4      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_B5      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_C2      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_B11     2   0.000      0.989 0.00 1.00
#> HP1526901T2D_F4      1   0.000      0.993 1.00 0.00
#> HP1525301T2D_B23     1   0.000      0.993 1.00 0.00
#> HP1525301T2D_P8      2   0.000      0.989 0.00 1.00
#> HP1526901T2D_J8      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_C1      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_J2      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_N7      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_G15     2   0.000      0.989 0.00 1.00
#> HP1525301T2D_O18     2   0.000      0.989 0.00 1.00
#> HP1525301T2D_O2      2   0.000      0.989 0.00 1.00
#> HP1526901T2D_P17     2   0.000      0.989 0.00 1.00
#> HP1525301T2D_F2      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_I5      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_L15     2   0.000      0.989 0.00 1.00
#> HP1526901T2D_P2      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_A9      2   0.000      0.989 0.00 1.00
#> HP1526901T2D_F1      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_P17     2   0.000      0.989 0.00 1.00
#> HP1525301T2D_B15     2   0.000      0.989 0.00 1.00
#> HP1525301T2D_N8      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_J18     2   0.000      0.989 0.00 1.00
#> HP1525301T2D_F4      2   0.000      0.989 0.00 1.00
#> HP1526901T2D_P7      2   0.000      0.989 0.00 1.00
#> HP1526901T2D_L17     2   0.000      0.989 0.00 1.00
#> HP1526901T2D_O13     2   0.000      0.989 0.00 1.00
#> HP1525301T2D_J8      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_N18     2   0.000      0.989 0.00 1.00
#> HP1525301T2D_C5      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_B8      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_P11     2   0.000      0.989 0.00 1.00
#> HP1525301T2D_P18     2   0.000      0.989 0.00 1.00
#> HP1525301T2D_O6      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_C8      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_A16     2   0.000      0.989 0.00 1.00
#> HP1526901T2D_P11     2   0.000      0.989 0.00 1.00
#> HP1526901T2D_P10     2   0.000      0.989 0.00 1.00
#> HP1525301T2D_L17     2   0.000      0.989 0.00 1.00
#> HP1525301T2D_G1      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_A7      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_J19     2   0.000      0.989 0.00 1.00
#> HP1525301T2D_G18     2   0.000      0.989 0.00 1.00
#> HP1526901T2D_C24     2   0.000      0.989 0.00 1.00
#> HP1526901T2D_P18     2   0.000      0.989 0.00 1.00
#> HP1526901T2D_P4      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_A3      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_O5      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_G8      2   0.000      0.989 0.00 1.00
#> HP1525301T2D_O13     2   0.000      0.989 0.00 1.00
#> HP1526901T2D_D17     2   0.000      0.989 0.00 1.00
#> HP1525301T2D_O11     1   0.000      0.993 1.00 0.00
#> HP1525301T2D_E8      1   0.971      0.327 0.60 0.40

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                  class entropy silhouette   p1   p2   p3
#> HP1504101T2D_B24     1  0.0892    0.89005 0.98 0.00 0.02
#> HP1502401_H7         2  0.8626    0.30150 0.14 0.58 0.28
#> HP1504101T2D_I7      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1502401_M10        1  0.5016    0.63266 0.76 0.00 0.24
#> HP1502401_I7         3  0.8399    0.57076 0.22 0.16 0.62
#> HP1502401_O6         3  0.5397    0.49852 0.00 0.28 0.72
#> HP1504101T2D_G9      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1502401_B20        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1502401_K1         1  0.5216    0.60129 0.74 0.00 0.26
#> HP1504101T2D_I19     1  0.0000    0.90448 1.00 0.00 0.00
#> HP1502401_O8         1  0.0000    0.90448 1.00 0.00 0.00
#> HP1502401_G3         1  0.6302   -0.04347 0.52 0.00 0.48
#> HP1502401_N9         1  0.0000    0.90448 1.00 0.00 0.00
#> HP1504101T2D_E3      1  0.0000    0.90448 1.00 0.00 0.00
#> HP1504101T2D_J14     3  0.5016    0.52950 0.00 0.24 0.76
#> HP1504101T2D_I2      1  0.0000    0.90448 1.00 0.00 0.00
#> HP1502401_K11        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1502401_B10        2  0.0000    0.93189 0.00 1.00 0.00
#> HP1502401_O3         1  0.0000    0.90448 1.00 0.00 0.00
#> HP1508501T2D_I2      3  0.9315    0.39442 0.26 0.22 0.52
#> HP1508501T2D_K1      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1508501T2D_C20     1  0.5216    0.60129 0.74 0.00 0.26
#> HP1508501T2D_M9      1  0.0000    0.90448 1.00 0.00 0.00
#> HP1508501T2D_O4      1  0.6302   -0.04347 0.52 0.00 0.48
#> HP1508501T2D_E24     2  0.5948    0.48053 0.00 0.64 0.36
#> HP1508501T2D_M20     2  0.3686    0.78083 0.00 0.86 0.14
#> HP1508501T2D_E6      1  0.0000    0.90448 1.00 0.00 0.00
#> HP1508501T2D_E14     1  0.0000    0.90448 1.00 0.00 0.00
#> HP1508501T2D_A10     1  0.6309   -0.10795 0.50 0.00 0.50
#> HP1508501T2D_H22     1  0.4291    0.71864 0.82 0.00 0.18
#> HP1508501T2D_I20     2  0.5706    0.53972 0.00 0.68 0.32
#> HP1508501T2D_B5      1  0.0000    0.90448 1.00 0.00 0.00
#> HP1508501T2D_C14     3  0.5397    0.50160 0.00 0.28 0.72
#> HP1508501T2D_D6      1  0.0000    0.90448 1.00 0.00 0.00
#> HP1508501T2D_P11     1  0.5397    0.56758 0.72 0.00 0.28
#> HP1508501T2D_L16     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1508501T2D_P9      1  0.0000    0.90448 1.00 0.00 0.00
#> HP1508501T2D_O14     1  0.0000    0.90448 1.00 0.00 0.00
#> HP1508501T2D_D1      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1508501T2D_K21     1  0.0000    0.90448 1.00 0.00 0.00
#> HP1508501T2D_J9      1  0.0000    0.90448 1.00 0.00 0.00
#> HP1508501T2D_B11     1  0.0892    0.89308 0.98 0.00 0.02
#> HP1508501T2D_E10     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1508501T2D_N20     1  0.5216    0.60129 0.74 0.00 0.26
#> HP1508501T2D_M4      1  0.4002    0.74496 0.84 0.00 0.16
#> HP1508501T2D_F1      3  0.6280    0.15322 0.00 0.46 0.54
#> HP1508501T2D_B20     1  0.0892    0.89005 0.98 0.00 0.02
#> HP1508501T2D_B4      1  0.0000    0.90448 1.00 0.00 0.00
#> HP1508501T2D_K12     1  0.0000    0.90448 1.00 0.00 0.00
#> HP1508501T2D_I23     2  0.2066    0.87169 0.00 0.94 0.06
#> HP1508501T2D_B22     1  0.0000    0.90448 1.00 0.00 0.00
#> HP1508501T2D_F9      1  0.0000    0.90448 1.00 0.00 0.00
#> HP1508501T2D_I14     1  0.5016    0.63285 0.76 0.00 0.24
#> HP1508501T2D_H23     1  0.0000    0.90448 1.00 0.00 0.00
#> HP1508501T2D_D13     2  0.5835    0.50958 0.00 0.66 0.34
#> HP1508501T2D_C16     1  0.6192    0.14056 0.58 0.00 0.42
#> HP1508501T2D_G6      1  0.0000    0.90448 1.00 0.00 0.00
#> HP1508501T2D_J5      1  0.0000    0.90448 1.00 0.00 0.00
#> HP1508501T2D_K24     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1508501T2D_M5      1  0.0000    0.90448 1.00 0.00 0.00
#> HP1508501T2D_P6      1  0.0000    0.90448 1.00 0.00 0.00
#> HP1508501T2D_H15     1  0.1529    0.87402 0.96 0.00 0.04
#> HP1508501T2D_A15     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1508501T2D_H14     1  0.0000    0.90448 1.00 0.00 0.00
#> HP1508501T2D_K9      1  0.0000    0.90448 1.00 0.00 0.00
#> HP1506401_I2         1  0.0000    0.90448 1.00 0.00 0.00
#> HP1506401_K1         3  0.5216    0.51811 0.00 0.26 0.74
#> HP1506401_K12        3  0.6309   -0.00742 0.50 0.00 0.50
#> HP1506401_C9         2  0.0892    0.91294 0.00 0.98 0.02
#> HP1506401_F13        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1506401_L7         1  0.0000    0.90448 1.00 0.00 0.00
#> HP1506401_A5         1  0.0000    0.90448 1.00 0.00 0.00
#> HP1506401_O3         1  0.0000    0.90448 1.00 0.00 0.00
#> HP1506401_L17        3  0.3340    0.55982 0.00 0.12 0.88
#> HP1506401_N15        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1506401_P3         3  0.6302    0.06165 0.48 0.00 0.52
#> HP1506401_M12        2  0.6280    0.27805 0.00 0.54 0.46
#> HP1506401_L2         3  0.6495    0.61189 0.20 0.06 0.74
#> HP1506401_G6         3  0.5397    0.50160 0.00 0.28 0.72
#> HP1506401_G13        3  0.6302    0.06165 0.48 0.00 0.52
#> HP1506401_F20        1  0.0892    0.89308 0.98 0.00 0.02
#> HP1506401_A14        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_G16        1  0.5948    0.40301 0.64 0.00 0.36
#> HP1507101_M12        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_O23        1  0.0892    0.89005 0.98 0.00 0.02
#> HP1507101_N12        3  0.6192    0.20973 0.42 0.00 0.58
#> HP1507101_P14        3  0.0000    0.56927 0.00 0.00 1.00
#> HP1507101_O17        1  0.0892    0.89308 0.98 0.00 0.02
#> HP1507101_O20        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_I10        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_H20        1  0.0892    0.89308 0.98 0.00 0.02
#> HP1507101_K6         1  0.0892    0.89308 0.98 0.00 0.02
#> HP1507101_F19        1  0.0892    0.89308 0.98 0.00 0.02
#> HP1507101_G6         1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_F14        2  0.6280    0.08166 0.00 0.54 0.46
#> HP1507101_O4         1  0.0892    0.89308 0.98 0.00 0.02
#> HP1507101_O5         1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_A22        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_A20        1  0.5216    0.60129 0.74 0.00 0.26
#> HP1507101_G4         1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_N5         1  0.6302   -0.04347 0.52 0.00 0.48
#> HP1507101_K23        3  0.5216    0.55907 0.26 0.00 0.74
#> HP1507101_F11        1  0.6126    0.19718 0.60 0.00 0.40
#> HP1507101_P12        3  0.7310    0.32884 0.36 0.04 0.60
#> HP1507101_F20        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_I16        3  0.6302   -0.16273 0.00 0.48 0.52
#> HP1507101_B18        2  0.6192    0.35273 0.00 0.58 0.42
#> HP1507101_D22        3  0.5216    0.51811 0.00 0.26 0.74
#> HP1507101_O10        1  0.0892    0.89308 0.98 0.00 0.02
#> HP1507101_J14        1  0.0892    0.89308 0.98 0.00 0.02
#> HP1507101_E20        1  0.6192    0.24069 0.58 0.00 0.42
#> HP1507101_E6         1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_J18        1  0.2959    0.81602 0.90 0.00 0.10
#> HP1507101_D19        1  0.0892    0.89005 0.98 0.00 0.02
#> HP1507101_I23        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_A12        1  0.6302   -0.04347 0.52 0.00 0.48
#> HP1507101_L18        3  0.5216    0.36466 0.00 0.26 0.74
#> HP1507101_L3         1  0.5397    0.56759 0.72 0.00 0.28
#> HP1507101_K4         1  0.0892    0.89308 0.98 0.00 0.02
#> HP1507101_F3         1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_D7         1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_P18        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_P17        2  0.6309    0.18007 0.00 0.50 0.50
#> HP1507101_C20        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_J19        1  0.0892    0.89005 0.98 0.00 0.02
#> HP1507101_J1         1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_O24        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_P21        3  0.5397    0.50160 0.00 0.28 0.72
#> HP1507101_F18        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_D21        1  0.5216    0.60129 0.74 0.00 0.26
#> HP1507101_D16        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_G20        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_N20        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_P6         1  0.5560    0.53097 0.70 0.00 0.30
#> HP1507101_O3         3  0.5216    0.55907 0.26 0.00 0.74
#> HP1507101_L16        3  0.5216    0.51811 0.00 0.26 0.74
#> HP1507101_N13        3  0.5216    0.55907 0.26 0.00 0.74
#> HP1507101_C5         1  0.0892    0.89308 0.98 0.00 0.02
#> HP1507101_B4         2  0.4796    0.67699 0.00 0.78 0.22
#> HP1507101_M8         3  0.5948    0.42168 0.36 0.00 0.64
#> HP1507101_D5         3  0.6302   -0.16273 0.00 0.48 0.52
#> HP1507101_G11        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_B12        1  0.0892    0.89308 0.98 0.00 0.02
#> HP1507101_C12        3  0.5397    0.50160 0.00 0.28 0.72
#> HP1507101_N2         1  0.0892    0.89308 0.98 0.00 0.02
#> HP1507101_O7         1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_D23        1  0.6302   -0.04347 0.52 0.00 0.48
#> HP1507101_D11        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_M20        2  0.0000    0.93189 0.00 1.00 0.00
#> HP1507101_B16        3  0.6302    0.06165 0.48 0.00 0.52
#> HP1507101_O13        2  0.6280    0.28099 0.00 0.54 0.46
#> HP1507101_E7         1  0.0892    0.89308 0.98 0.00 0.02
#> HP1507101_B11        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_G9         1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_K24        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1507101_B20        3  0.0000    0.56927 0.00 0.00 1.00
#> HP1507101_L21        1  0.2537    0.83749 0.92 0.00 0.08
#> HP1507101_J22        1  0.5560    0.53034 0.70 0.00 0.30
#> HP1509101_G19        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1509101_J12        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1509101_A7         1  0.0000    0.90448 1.00 0.00 0.00
#> HP1509101_H1         1  0.0000    0.90448 1.00 0.00 0.00
#> HP1509101_E4         1  0.0892    0.89005 0.98 0.00 0.02
#> HP1509101_G14        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1509101_K9         3  0.5397    0.50160 0.00 0.28 0.72
#> HP1509101_M12        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1509101_P20        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1509101_L19        1  0.6302   -0.04347 0.52 0.00 0.48
#> HP1509101_N9         3  0.6302    0.06165 0.48 0.00 0.52
#> HP1509101_J8         1  0.0892    0.89308 0.98 0.00 0.02
#> HP1509101_O8         1  0.0000    0.90448 1.00 0.00 0.00
#> HP1509101_O13        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1509101_H9         1  0.0000    0.90448 1.00 0.00 0.00
#> HP1509101_F4         1  0.0000    0.90448 1.00 0.00 0.00
#> HP1509101_H13        3  0.6244    0.24945 0.44 0.00 0.56
#> HP1509101_I24        2  0.6126    0.37411 0.00 0.60 0.40
#> HP1509101_G16        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1509101_G12        1  0.0892    0.89005 0.98 0.00 0.02
#> HP1509101_O4         3  0.5216    0.55907 0.26 0.00 0.74
#> HP1504901_I24        1  0.0000    0.90448 1.00 0.00 0.00
#> HP1504901_M4         1  0.0000    0.90448 1.00 0.00 0.00
#> HP1504901_H1         1  0.0000    0.90448 1.00 0.00 0.00
#> HP1525301T2D_G11     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_A6      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1508501T2D_P4      3  0.6045    0.38537 0.38 0.00 0.62
#> HP1525301T2D_F15     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_C16     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1526901T2D_J6      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_B4      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_B5      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_C2      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_B11     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1526901T2D_F4      1  0.0892    0.89005 0.98 0.00 0.02
#> HP1525301T2D_B23     1  0.0000    0.90448 1.00 0.00 0.00
#> HP1525301T2D_P8      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1526901T2D_J8      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_C1      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_J2      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_N7      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_G15     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_O18     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_O2      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1526901T2D_P17     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_F2      2  0.0892    0.90500 0.02 0.98 0.00
#> HP1525301T2D_I5      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_L15     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1526901T2D_P2      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_A9      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1526901T2D_F1      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_P17     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_B15     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_N8      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_J18     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_F4      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1526901T2D_P7      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1526901T2D_L17     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1526901T2D_O13     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_J8      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_N18     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_C5      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_B8      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_P11     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_P18     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_O6      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_C8      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_A16     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1526901T2D_P11     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1526901T2D_P10     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_L17     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_G1      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_A7      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_J19     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_G18     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1526901T2D_C24     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1526901T2D_P18     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1526901T2D_P4      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_A3      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_O5      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_G8      2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_O13     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1526901T2D_D17     2  0.0000    0.93189 0.00 1.00 0.00
#> HP1525301T2D_O11     1  0.1529    0.87092 0.96 0.00 0.04
#> HP1525301T2D_E8      1  0.7665    0.20486 0.60 0.34 0.06

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                  class entropy silhouette   p1   p2   p3   p4
#> HP1504101T2D_B24     1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1502401_H7         4  0.1913     0.8216 0.00 0.04 0.02 0.94
#> HP1504101T2D_I7      2  0.0707     0.9472 0.00 0.98 0.02 0.00
#> HP1502401_M10        4  0.4936     0.5323 0.28 0.00 0.02 0.70
#> HP1502401_I7         3  0.0000     0.8332 0.00 0.00 1.00 0.00
#> HP1502401_O6         3  0.0707     0.8379 0.00 0.02 0.98 0.00
#> HP1504101T2D_G9      2  0.2011     0.9174 0.00 0.92 0.08 0.00
#> HP1502401_B20        1  0.0707     0.9622 0.98 0.00 0.02 0.00
#> HP1502401_K1         4  0.0707     0.8396 0.00 0.00 0.02 0.98
#> HP1504101T2D_I19     1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1502401_O8         1  0.0707     0.9622 0.98 0.00 0.02 0.00
#> HP1502401_G3         3  0.3975     0.6801 0.24 0.00 0.76 0.00
#> HP1502401_N9         1  0.0707     0.9622 0.98 0.00 0.02 0.00
#> HP1504101T2D_E3      1  0.0707     0.9622 0.98 0.00 0.02 0.00
#> HP1504101T2D_J14     3  0.1211     0.8338 0.00 0.04 0.96 0.00
#> HP1504101T2D_I2      1  0.0707     0.9622 0.98 0.00 0.02 0.00
#> HP1502401_K11        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1502401_B10        2  0.0707     0.9438 0.00 0.98 0.00 0.02
#> HP1502401_O3         1  0.0707     0.9622 0.98 0.00 0.02 0.00
#> HP1508501T2D_I2      4  0.0000     0.8449 0.00 0.00 0.00 1.00
#> HP1508501T2D_K1      2  0.0707     0.9438 0.00 0.98 0.00 0.02
#> HP1508501T2D_C20     4  0.1913     0.8186 0.04 0.00 0.02 0.94
#> HP1508501T2D_M9      1  0.0707     0.9622 0.98 0.00 0.02 0.00
#> HP1508501T2D_O4      3  0.3400     0.7612 0.18 0.00 0.82 0.00
#> HP1508501T2D_E24     4  0.2011     0.7892 0.00 0.08 0.00 0.92
#> HP1508501T2D_M20     2  0.4948     0.2109 0.00 0.56 0.00 0.44
#> HP1508501T2D_E6      1  0.1211     0.9515 0.96 0.00 0.04 0.00
#> HP1508501T2D_E14     1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1508501T2D_A10     3  0.2921     0.7904 0.14 0.00 0.86 0.00
#> HP1508501T2D_H22     4  0.5570     0.2432 0.44 0.00 0.02 0.54
#> HP1508501T2D_I20     4  0.0707     0.8376 0.00 0.02 0.00 0.98
#> HP1508501T2D_B5      1  0.0707     0.9622 0.98 0.00 0.02 0.00
#> HP1508501T2D_C14     3  0.1211     0.8338 0.00 0.04 0.96 0.00
#> HP1508501T2D_D6      1  0.0707     0.9622 0.98 0.00 0.02 0.00
#> HP1508501T2D_P11     4  0.0000     0.8449 0.00 0.00 0.00 1.00
#> HP1508501T2D_L16     2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1508501T2D_P9      1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1508501T2D_O14     1  0.0707     0.9622 0.98 0.00 0.02 0.00
#> HP1508501T2D_D1      2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1508501T2D_K21     1  0.0707     0.9622 0.98 0.00 0.02 0.00
#> HP1508501T2D_J9      1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1508501T2D_B11     1  0.1411     0.9523 0.96 0.00 0.02 0.02
#> HP1508501T2D_E10     2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1508501T2D_N20     4  0.3606     0.7112 0.14 0.00 0.02 0.84
#> HP1508501T2D_M4      4  0.5606     0.1036 0.48 0.00 0.02 0.50
#> HP1508501T2D_F1      3  0.4406     0.4992 0.00 0.30 0.70 0.00
#> HP1508501T2D_B20     1  0.0707     0.9622 0.98 0.00 0.02 0.00
#> HP1508501T2D_B4      1  0.0707     0.9622 0.98 0.00 0.02 0.00
#> HP1508501T2D_K12     1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1508501T2D_I23     2  0.3610     0.7860 0.00 0.80 0.20 0.00
#> HP1508501T2D_B22     1  0.0707     0.9622 0.98 0.00 0.02 0.00
#> HP1508501T2D_F9      1  0.2706     0.8931 0.90 0.00 0.02 0.08
#> HP1508501T2D_I14     4  0.5535     0.3074 0.42 0.00 0.02 0.56
#> HP1508501T2D_H23     1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1508501T2D_D13     4  0.0707     0.8376 0.00 0.02 0.00 0.98
#> HP1508501T2D_C16     1  0.5000    -0.1505 0.50 0.00 0.50 0.00
#> HP1508501T2D_G6      1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1508501T2D_J5      1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1508501T2D_K24     2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1508501T2D_M5      1  0.0707     0.9622 0.98 0.00 0.02 0.00
#> HP1508501T2D_P6      1  0.0707     0.9622 0.98 0.00 0.02 0.00
#> HP1508501T2D_H15     1  0.2706     0.8965 0.90 0.00 0.02 0.08
#> HP1508501T2D_A15     2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1508501T2D_H14     1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1508501T2D_K9      1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1506401_I2         1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1506401_K1         3  0.1211     0.8338 0.00 0.04 0.96 0.00
#> HP1506401_K12        4  0.0000     0.8449 0.00 0.00 0.00 1.00
#> HP1506401_C9         2  0.2647     0.8824 0.00 0.88 0.12 0.00
#> HP1506401_F13        1  0.0707     0.9597 0.98 0.00 0.00 0.02
#> HP1506401_L7         1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1506401_A5         1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1506401_O3         1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1506401_L17        3  0.2335     0.8084 0.00 0.02 0.92 0.06
#> HP1506401_N15        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1506401_P3         4  0.0000     0.8449 0.00 0.00 0.00 1.00
#> HP1506401_M12        4  0.0000     0.8449 0.00 0.00 0.00 1.00
#> HP1506401_L2         3  0.0707     0.8405 0.02 0.00 0.98 0.00
#> HP1506401_G6         3  0.1637     0.8227 0.00 0.06 0.94 0.00
#> HP1506401_G13        4  0.0000     0.8449 0.00 0.00 0.00 1.00
#> HP1506401_F20        1  0.1211     0.9472 0.96 0.00 0.00 0.04
#> HP1506401_A14        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_G16        4  0.0707     0.8402 0.02 0.00 0.00 0.98
#> HP1507101_M12        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_O23        1  0.0707     0.9583 0.98 0.00 0.02 0.00
#> HP1507101_N12        4  0.0707     0.8418 0.00 0.00 0.02 0.98
#> HP1507101_P14        4  0.4948     0.1776 0.00 0.00 0.44 0.56
#> HP1507101_O17        1  0.1637     0.9302 0.94 0.00 0.00 0.06
#> HP1507101_O20        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_I10        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_H20        1  0.1211     0.9472 0.96 0.00 0.00 0.04
#> HP1507101_K6         1  0.1211     0.9472 0.96 0.00 0.00 0.04
#> HP1507101_F19        1  0.0707     0.9603 0.98 0.00 0.00 0.02
#> HP1507101_G6         1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_F14        2  0.4994     0.1732 0.00 0.52 0.48 0.00
#> HP1507101_O4         1  0.1211     0.9472 0.96 0.00 0.00 0.04
#> HP1507101_O5         1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_A22        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_A20        4  0.2345     0.7717 0.10 0.00 0.00 0.90
#> HP1507101_G4         1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_N5         3  0.3801     0.7243 0.22 0.00 0.78 0.00
#> HP1507101_K23        3  0.0707     0.8405 0.02 0.00 0.98 0.00
#> HP1507101_F11        1  0.4994    -0.0699 0.52 0.00 0.48 0.00
#> HP1507101_P12        4  0.0707     0.8418 0.00 0.00 0.02 0.98
#> HP1507101_F20        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_I16        4  0.0707     0.8418 0.00 0.00 0.02 0.98
#> HP1507101_B18        4  0.4284     0.6495 0.00 0.20 0.02 0.78
#> HP1507101_D22        3  0.0707     0.8379 0.00 0.02 0.98 0.00
#> HP1507101_O10        1  0.1211     0.9472 0.96 0.00 0.00 0.04
#> HP1507101_J14        1  0.1211     0.9472 0.96 0.00 0.00 0.04
#> HP1507101_E20        4  0.0000     0.8449 0.00 0.00 0.00 1.00
#> HP1507101_E6         1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_J18        1  0.3801     0.7227 0.78 0.00 0.00 0.22
#> HP1507101_D19        1  0.1211     0.9423 0.96 0.00 0.04 0.00
#> HP1507101_I23        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_A12        3  0.3975     0.7016 0.24 0.00 0.76 0.00
#> HP1507101_L18        4  0.1211     0.8294 0.00 0.00 0.04 0.96
#> HP1507101_L3         4  0.1211     0.8287 0.04 0.00 0.00 0.96
#> HP1507101_K4         1  0.1211     0.9472 0.96 0.00 0.00 0.04
#> HP1507101_F3         1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_D7         1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_P18        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_P17        4  0.3972     0.7423 0.00 0.08 0.08 0.84
#> HP1507101_C20        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_J19        1  0.0707     0.9583 0.98 0.00 0.02 0.00
#> HP1507101_J1         1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_O24        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_P21        3  0.1637     0.8227 0.00 0.06 0.94 0.00
#> HP1507101_F18        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_D21        4  0.1211     0.8287 0.04 0.00 0.00 0.96
#> HP1507101_D16        1  0.0707     0.9603 0.98 0.00 0.00 0.02
#> HP1507101_G20        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_N20        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_P6         4  0.0707     0.8402 0.02 0.00 0.00 0.98
#> HP1507101_O3         3  0.0707     0.8405 0.02 0.00 0.98 0.00
#> HP1507101_L16        3  0.0707     0.8379 0.00 0.02 0.98 0.00
#> HP1507101_N13        3  0.0707     0.8405 0.02 0.00 0.98 0.00
#> HP1507101_C5         1  0.1637     0.9298 0.94 0.00 0.00 0.06
#> HP1507101_B4         2  0.4948     0.2186 0.00 0.56 0.00 0.44
#> HP1507101_M8         3  0.2345     0.8104 0.10 0.00 0.90 0.00
#> HP1507101_D5         4  0.0707     0.8418 0.00 0.00 0.02 0.98
#> HP1507101_G11        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_B12        1  0.0707     0.9603 0.98 0.00 0.00 0.02
#> HP1507101_C12        3  0.1637     0.8227 0.00 0.06 0.94 0.00
#> HP1507101_N2         1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_O7         1  0.0707     0.9603 0.98 0.00 0.00 0.02
#> HP1507101_D23        3  0.3801     0.7243 0.22 0.00 0.78 0.00
#> HP1507101_D11        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_M20        2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1507101_B16        4  0.0000     0.8449 0.00 0.00 0.00 1.00
#> HP1507101_O13        4  0.0707     0.8418 0.00 0.00 0.02 0.98
#> HP1507101_E7         1  0.2647     0.8641 0.88 0.00 0.00 0.12
#> HP1507101_B11        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_G9         1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_K24        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1507101_B20        3  0.2647     0.7614 0.00 0.00 0.88 0.12
#> HP1507101_L21        1  0.3610     0.7492 0.80 0.00 0.00 0.20
#> HP1507101_J22        4  0.0000     0.8449 0.00 0.00 0.00 1.00
#> HP1509101_G19        1  0.0707     0.9603 0.98 0.00 0.00 0.02
#> HP1509101_J12        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1509101_A7         1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1509101_H1         1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1509101_E4         1  0.0707     0.9583 0.98 0.00 0.02 0.00
#> HP1509101_G14        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1509101_K9         3  0.1637     0.8227 0.00 0.06 0.94 0.00
#> HP1509101_M12        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1509101_P20        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1509101_L19        3  0.4277     0.6496 0.28 0.00 0.72 0.00
#> HP1509101_N9         4  0.0707     0.8418 0.00 0.00 0.02 0.98
#> HP1509101_J8         1  0.0707     0.9603 0.98 0.00 0.00 0.02
#> HP1509101_O8         1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1509101_O13        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1509101_H9         1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1509101_F4         1  0.0707     0.9603 0.98 0.00 0.00 0.02
#> HP1509101_H13        3  0.3172     0.7738 0.16 0.00 0.84 0.00
#> HP1509101_I24        4  0.5677     0.6148 0.00 0.14 0.14 0.72
#> HP1509101_G16        1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1509101_G12        1  0.0707     0.9583 0.98 0.00 0.02 0.00
#> HP1509101_O4         3  0.1637     0.8306 0.06 0.00 0.94 0.00
#> HP1504901_I24        1  0.0707     0.9622 0.98 0.00 0.02 0.00
#> HP1504901_M4         1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1504901_H1         1  0.0707     0.9622 0.98 0.00 0.02 0.00
#> HP1525301T2D_G11     2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_A6      2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1508501T2D_P4      3  0.5271     0.5464 0.34 0.00 0.64 0.02
#> HP1525301T2D_F15     2  0.2011     0.9174 0.00 0.92 0.08 0.00
#> HP1525301T2D_C16     2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1526901T2D_J6      2  0.2011     0.9174 0.00 0.92 0.08 0.00
#> HP1525301T2D_B4      2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_B5      2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_C2      2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_B11     2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1526901T2D_F4      1  0.0000     0.9695 1.00 0.00 0.00 0.00
#> HP1525301T2D_B23     1  0.0707     0.9622 0.98 0.00 0.02 0.00
#> HP1525301T2D_P8      2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1526901T2D_J8      2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_C1      2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_J2      2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_N7      2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_G15     2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_O18     2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_O2      2  0.1637     0.9282 0.00 0.94 0.06 0.00
#> HP1526901T2D_P17     2  0.2011     0.9174 0.00 0.92 0.08 0.00
#> HP1525301T2D_F2      2  0.0707     0.9411 0.00 0.98 0.02 0.00
#> HP1525301T2D_I5      2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_L15     2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1526901T2D_P2      2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_A9      2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1526901T2D_F1      2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_P17     2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_B15     2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_N8      2  0.1211     0.9288 0.00 0.96 0.00 0.04
#> HP1525301T2D_J18     2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_F4      2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1526901T2D_P7      2  0.2011     0.9174 0.00 0.92 0.08 0.00
#> HP1526901T2D_L17     2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1526901T2D_O13     2  0.2011     0.9174 0.00 0.92 0.08 0.00
#> HP1525301T2D_J8      2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_N18     2  0.2011     0.9174 0.00 0.92 0.08 0.00
#> HP1525301T2D_C5      2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_B8      2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_P11     2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_P18     2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_O6      2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_C8      2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_A16     2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1526901T2D_P11     2  0.2011     0.9174 0.00 0.92 0.08 0.00
#> HP1526901T2D_P10     2  0.2011     0.9174 0.00 0.92 0.08 0.00
#> HP1525301T2D_L17     2  0.2011     0.9174 0.00 0.92 0.08 0.00
#> HP1525301T2D_G1      2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_A7      2  0.1211     0.9384 0.00 0.96 0.04 0.00
#> HP1525301T2D_J19     2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_G18     2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1526901T2D_C24     2  0.1211     0.9384 0.00 0.96 0.04 0.00
#> HP1526901T2D_P18     2  0.2011     0.9174 0.00 0.92 0.08 0.00
#> HP1526901T2D_P4      2  0.2011     0.9174 0.00 0.92 0.08 0.00
#> HP1525301T2D_A3      2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_O5      2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1525301T2D_G8      2  0.2011     0.9174 0.00 0.92 0.08 0.00
#> HP1525301T2D_O13     2  0.0000     0.9553 0.00 1.00 0.00 0.00
#> HP1526901T2D_D17     2  0.2011     0.9174 0.00 0.92 0.08 0.00
#> HP1525301T2D_O11     1  0.2345     0.8916 0.90 0.00 0.10 0.00
#> HP1525301T2D_E8      4  0.8698     0.2325 0.34 0.24 0.04 0.38

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

consensus_heatmap(res, k = 2)

plot of chunk tab-node-0211-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-0211-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-0211-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-0211-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-0211-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-0211-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-0211-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-0211-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-0211-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-0211-get-signatures-no-scale-1

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

plot of chunk tab-node-0211-get-signatures-no-scale-2

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

plot of chunk tab-node-0211-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-0211-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-0211-dimension-reduction-1

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

plot of chunk tab-node-0211-dimension-reduction-2

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

plot of chunk tab-node-0211-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-0211-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans      240           1.11e-01         6.59e-13     6.81e-19 2
#> ATC:skmeans      207           1.22e-09         3.46e-19     1.14e-17 3
#> ATC:skmeans      232           5.64e-13         1.11e-20     1.73e-26 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.


Node02111

Parent node: Node0211. Child nodes: Node021111-leaf , Node021112-leaf , Node021121-leaf , Node021122-leaf , Node021123-leaf , Node021211-leaf , Node021212-leaf , Node021213-leaf , Node021221-leaf , Node021222-leaf , Node021223-leaf , Node022111-leaf , Node022112-leaf , Node022113-leaf , Node022114-leaf , Node022211-leaf , Node022212-leaf , Node022213-leaf , Node022221-leaf , Node022222-leaf , Node022223-leaf , Node022224-leaf , Node023121-leaf , Node023122-leaf , Node023123-leaf , Node024221-leaf , Node024222-leaf , Node024223-leaf .

The object with results only for a single top-value method and a single partitioning method can be extracted as:

res = res_rh["02111"]

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 11871 rows and 146 columns.
#>   Top rows (1187) 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)

plot of chunk node-02111-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-02111-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 1.000           0.959       0.984          0.503 0.497   0.497
#> 3 3 0.899           0.901       0.962          0.258 0.820   0.656
#> 4 4 0.922           0.913       0.955          0.126 0.887   0.706

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                  class entropy silhouette   p1   p2
#> HP1504101T2D_B24     2   0.000      0.978 0.00 1.00
#> HP1502401_M10        1   0.881      0.568 0.70 0.30
#> HP1502401_B20        2   0.000      0.978 0.00 1.00
#> HP1502401_K1         2   0.402      0.901 0.08 0.92
#> HP1504101T2D_I19     2   0.000      0.978 0.00 1.00
#> HP1502401_O8         2   0.000      0.978 0.00 1.00
#> HP1502401_G3         2   0.000      0.978 0.00 1.00
#> HP1502401_N9         2   0.000      0.978 0.00 1.00
#> HP1504101T2D_E3      2   0.000      0.978 0.00 1.00
#> HP1504101T2D_I2      2   0.000      0.978 0.00 1.00
#> HP1502401_K11        2   0.000      0.978 0.00 1.00
#> HP1502401_O3         2   0.000      0.978 0.00 1.00
#> HP1508501T2D_C20     1   0.000      0.988 1.00 0.00
#> HP1508501T2D_M9      2   0.000      0.978 0.00 1.00
#> HP1508501T2D_O4      2   0.000      0.978 0.00 1.00
#> HP1508501T2D_E6      2   0.000      0.978 0.00 1.00
#> HP1508501T2D_E14     2   0.000      0.978 0.00 1.00
#> HP1508501T2D_A10     2   0.000      0.978 0.00 1.00
#> HP1508501T2D_H22     2   0.000      0.978 0.00 1.00
#> HP1508501T2D_B5      2   0.000      0.978 0.00 1.00
#> HP1508501T2D_D6      2   0.000      0.978 0.00 1.00
#> HP1508501T2D_P11     1   0.000      0.988 1.00 0.00
#> HP1508501T2D_P9      2   0.000      0.978 0.00 1.00
#> HP1508501T2D_O14     2   0.000      0.978 0.00 1.00
#> HP1508501T2D_K21     2   0.000      0.978 0.00 1.00
#> HP1508501T2D_J9      2   0.141      0.961 0.02 0.98
#> HP1508501T2D_B11     1   0.584      0.833 0.86 0.14
#> HP1508501T2D_N20     1   0.000      0.988 1.00 0.00
#> HP1508501T2D_M4      1   0.000      0.988 1.00 0.00
#> HP1508501T2D_B20     2   0.000      0.978 0.00 1.00
#> HP1508501T2D_B4      2   0.000      0.978 0.00 1.00
#> HP1508501T2D_K12     2   0.000      0.978 0.00 1.00
#> HP1508501T2D_B22     2   0.000      0.978 0.00 1.00
#> HP1508501T2D_F9      2   0.000      0.978 0.00 1.00
#> HP1508501T2D_I14     1   0.000      0.988 1.00 0.00
#> HP1508501T2D_H23     2   0.000      0.978 0.00 1.00
#> HP1508501T2D_C16     2   0.000      0.978 0.00 1.00
#> HP1508501T2D_G6      2   0.000      0.978 0.00 1.00
#> HP1508501T2D_J5      2   0.000      0.978 0.00 1.00
#> HP1508501T2D_M5      2   0.000      0.978 0.00 1.00
#> HP1508501T2D_P6      1   0.000      0.988 1.00 0.00
#> HP1508501T2D_H15     2   0.000      0.978 0.00 1.00
#> HP1508501T2D_H14     2   0.000      0.978 0.00 1.00
#> HP1508501T2D_K9      2   0.000      0.978 0.00 1.00
#> HP1506401_I2         2   0.000      0.978 0.00 1.00
#> HP1506401_K12        1   0.000      0.988 1.00 0.00
#> HP1506401_F13        1   0.000      0.988 1.00 0.00
#> HP1506401_L7         2   0.000      0.978 0.00 1.00
#> HP1506401_A5         1   0.000      0.988 1.00 0.00
#> HP1506401_O3         2   0.000      0.978 0.00 1.00
#> HP1506401_N15        2   0.000      0.978 0.00 1.00
#> HP1506401_P3         1   0.000      0.988 1.00 0.00
#> HP1506401_L2         2   0.242      0.942 0.04 0.96
#> HP1506401_G13        1   0.000      0.988 1.00 0.00
#> HP1506401_F20        1   0.000      0.988 1.00 0.00
#> HP1506401_A14        2   0.000      0.978 0.00 1.00
#> HP1507101_G16        1   0.000      0.988 1.00 0.00
#> HP1507101_M12        1   0.000      0.988 1.00 0.00
#> HP1507101_O23        2   0.000      0.978 0.00 1.00
#> HP1507101_N12        1   0.000      0.988 1.00 0.00
#> HP1507101_P14        1   0.000      0.988 1.00 0.00
#> HP1507101_O17        2   0.000      0.978 0.00 1.00
#> HP1507101_O20        2   0.000      0.978 0.00 1.00
#> HP1507101_I10        2   0.971      0.340 0.40 0.60
#> HP1507101_H20        1   0.000      0.988 1.00 0.00
#> HP1507101_K6         1   0.000      0.988 1.00 0.00
#> HP1507101_F19        1   0.000      0.988 1.00 0.00
#> HP1507101_G6         1   0.000      0.988 1.00 0.00
#> HP1507101_O4         1   0.000      0.988 1.00 0.00
#> HP1507101_O5         1   0.000      0.988 1.00 0.00
#> HP1507101_A22        2   0.000      0.978 0.00 1.00
#> HP1507101_A20        1   0.000      0.988 1.00 0.00
#> HP1507101_G4         2   0.971      0.339 0.40 0.60
#> HP1507101_N5         2   0.000      0.978 0.00 1.00
#> HP1507101_K23        1   0.000      0.988 1.00 0.00
#> HP1507101_F11        2   0.000      0.978 0.00 1.00
#> HP1507101_P12        1   0.000      0.988 1.00 0.00
#> HP1507101_F20        1   0.000      0.988 1.00 0.00
#> HP1507101_O10        1   0.000      0.988 1.00 0.00
#> HP1507101_J14        1   0.000      0.988 1.00 0.00
#> HP1507101_E20        1   0.000      0.988 1.00 0.00
#> HP1507101_E6         1   0.000      0.988 1.00 0.00
#> HP1507101_J18        1   0.000      0.988 1.00 0.00
#> HP1507101_D19        1   0.000      0.988 1.00 0.00
#> HP1507101_I23        1   0.000      0.988 1.00 0.00
#> HP1507101_A12        2   0.000      0.978 0.00 1.00
#> HP1507101_L3         1   0.000      0.988 1.00 0.00
#> HP1507101_K4         1   0.000      0.988 1.00 0.00
#> HP1507101_F3         1   0.000      0.988 1.00 0.00
#> HP1507101_D7         1   0.000      0.988 1.00 0.00
#> HP1507101_P18        2   0.000      0.978 0.00 1.00
#> HP1507101_C20        1   0.000      0.988 1.00 0.00
#> HP1507101_J19        2   0.000      0.978 0.00 1.00
#> HP1507101_J1         1   0.000      0.988 1.00 0.00
#> HP1507101_O24        2   0.000      0.978 0.00 1.00
#> HP1507101_F18        1   0.958      0.379 0.62 0.38
#> HP1507101_D21        1   0.000      0.988 1.00 0.00
#> HP1507101_D16        1   0.000      0.988 1.00 0.00
#> HP1507101_G20        1   0.000      0.988 1.00 0.00
#> HP1507101_N20        1   0.000      0.988 1.00 0.00
#> HP1507101_P6         1   0.000      0.988 1.00 0.00
#> HP1507101_O3         2   0.995      0.156 0.46 0.54
#> HP1507101_N13        1   0.000      0.988 1.00 0.00
#> HP1507101_C5         1   0.000      0.988 1.00 0.00
#> HP1507101_M8         2   0.402      0.901 0.08 0.92
#> HP1507101_G11        1   0.000      0.988 1.00 0.00
#> HP1507101_B12        1   0.000      0.988 1.00 0.00
#> HP1507101_N2         1   0.000      0.988 1.00 0.00
#> HP1507101_O7         1   0.000      0.988 1.00 0.00
#> HP1507101_D23        2   0.000      0.978 0.00 1.00
#> HP1507101_D11        2   0.000      0.978 0.00 1.00
#> HP1507101_B16        1   0.000      0.988 1.00 0.00
#> HP1507101_E7         1   0.000      0.988 1.00 0.00
#> HP1507101_B11        1   0.327      0.927 0.94 0.06
#> HP1507101_G9         1   0.000      0.988 1.00 0.00
#> HP1507101_K24        2   0.000      0.978 0.00 1.00
#> HP1507101_B20        1   0.000      0.988 1.00 0.00
#> HP1507101_L21        1   0.000      0.988 1.00 0.00
#> HP1507101_J22        1   0.000      0.988 1.00 0.00
#> HP1509101_G19        1   0.000      0.988 1.00 0.00
#> HP1509101_J12        1   0.000      0.988 1.00 0.00
#> HP1509101_A7         1   0.000      0.988 1.00 0.00
#> HP1509101_H1         2   0.000      0.978 0.00 1.00
#> HP1509101_E4         2   0.000      0.978 0.00 1.00
#> HP1509101_G14        1   0.000      0.988 1.00 0.00
#> HP1509101_M12        1   0.000      0.988 1.00 0.00
#> HP1509101_P20        1   0.000      0.988 1.00 0.00
#> HP1509101_L19        1   0.000      0.988 1.00 0.00
#> HP1509101_N9         1   0.000      0.988 1.00 0.00
#> HP1509101_J8         1   0.000      0.988 1.00 0.00
#> HP1509101_O8         2   0.000      0.978 0.00 1.00
#> HP1509101_O13        1   0.000      0.988 1.00 0.00
#> HP1509101_H9         2   0.000      0.978 0.00 1.00
#> HP1509101_F4         1   0.000      0.988 1.00 0.00
#> HP1509101_H13        1   0.000      0.988 1.00 0.00
#> HP1509101_G16        1   0.000      0.988 1.00 0.00
#> HP1509101_G12        2   0.000      0.978 0.00 1.00
#> HP1509101_O4         1   0.000      0.988 1.00 0.00
#> HP1504901_I24        2   0.000      0.978 0.00 1.00
#> HP1504901_M4         2   0.000      0.978 0.00 1.00
#> HP1504901_H1         2   0.000      0.978 0.00 1.00
#> HP1508501T2D_P4      1   0.000      0.988 1.00 0.00
#> HP1526901T2D_F4      2   0.000      0.978 0.00 1.00
#> HP1525301T2D_B23     2   0.000      0.978 0.00 1.00
#> HP1525301T2D_O11     2   0.000      0.978 0.00 1.00
#> HP1525301T2D_E8      2   0.000      0.978 0.00 1.00

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                  class entropy silhouette   p1   p2   p3
#> HP1504101T2D_B24     3  0.0000    0.94148 0.00 0.00 1.00
#> HP1502401_M10        2  0.4002    0.75486 0.16 0.84 0.00
#> HP1502401_B20        2  0.0000    0.93097 0.00 1.00 0.00
#> HP1502401_K1         2  0.0000    0.93097 0.00 1.00 0.00
#> HP1504101T2D_I19     2  0.1529    0.90544 0.00 0.96 0.04
#> HP1502401_O8         2  0.0000    0.93097 0.00 1.00 0.00
#> HP1502401_G3         3  0.0000    0.94148 0.00 0.00 1.00
#> HP1502401_N9         3  0.0892    0.92553 0.00 0.02 0.98
#> HP1504101T2D_E3      2  0.0000    0.93097 0.00 1.00 0.00
#> HP1504101T2D_I2      2  0.0000    0.93097 0.00 1.00 0.00
#> HP1502401_K11        2  0.0000    0.93097 0.00 1.00 0.00
#> HP1502401_O3         2  0.0000    0.93097 0.00 1.00 0.00
#> HP1508501T2D_C20     1  0.0000    0.98343 1.00 0.00 0.00
#> HP1508501T2D_M9      2  0.0000    0.93097 0.00 1.00 0.00
#> HP1508501T2D_O4      3  0.6280    0.06903 0.00 0.46 0.54
#> HP1508501T2D_E6      2  0.3686    0.81126 0.00 0.86 0.14
#> HP1508501T2D_E14     2  0.0000    0.93097 0.00 1.00 0.00
#> HP1508501T2D_A10     3  0.0000    0.94148 0.00 0.00 1.00
#> HP1508501T2D_H22     2  0.0000    0.93097 0.00 1.00 0.00
#> HP1508501T2D_B5      2  0.0000    0.93097 0.00 1.00 0.00
#> HP1508501T2D_D6      2  0.0000    0.93097 0.00 1.00 0.00
#> HP1508501T2D_P11     1  0.0000    0.98343 1.00 0.00 0.00
#> HP1508501T2D_P9      2  0.0000    0.93097 0.00 1.00 0.00
#> HP1508501T2D_O14     2  0.0000    0.93097 0.00 1.00 0.00
#> HP1508501T2D_K21     2  0.0000    0.93097 0.00 1.00 0.00
#> HP1508501T2D_J9      2  0.0000    0.93097 0.00 1.00 0.00
#> HP1508501T2D_B11     2  0.4291    0.72867 0.18 0.82 0.00
#> HP1508501T2D_N20     1  0.0000    0.98343 1.00 0.00 0.00
#> HP1508501T2D_M4      1  0.5560    0.56778 0.70 0.30 0.00
#> HP1508501T2D_B20     2  0.2537    0.87236 0.00 0.92 0.08
#> HP1508501T2D_B4      2  0.0000    0.93097 0.00 1.00 0.00
#> HP1508501T2D_K12     2  0.0000    0.93097 0.00 1.00 0.00
#> HP1508501T2D_B22     2  0.0000    0.93097 0.00 1.00 0.00
#> HP1508501T2D_F9      2  0.0000    0.93097 0.00 1.00 0.00
#> HP1508501T2D_I14     1  0.0000    0.98343 1.00 0.00 0.00
#> HP1508501T2D_H23     2  0.0000    0.93097 0.00 1.00 0.00
#> HP1508501T2D_C16     3  0.0000    0.94148 0.00 0.00 1.00
#> HP1508501T2D_G6      2  0.0000    0.93097 0.00 1.00 0.00
#> HP1508501T2D_J5      2  0.0000    0.93097 0.00 1.00 0.00
#> HP1508501T2D_M5      2  0.0000    0.93097 0.00 1.00 0.00
#> HP1508501T2D_P6      1  0.0000    0.98343 1.00 0.00 0.00
#> HP1508501T2D_H15     2  0.0000    0.93097 0.00 1.00 0.00
#> HP1508501T2D_H14     2  0.0892    0.91902 0.00 0.98 0.02
#> HP1508501T2D_K9      2  0.0000    0.93097 0.00 1.00 0.00
#> HP1506401_I2         3  0.0000    0.94148 0.00 0.00 1.00
#> HP1506401_K12        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1506401_F13        1  0.0892    0.96412 0.98 0.00 0.02
#> HP1506401_L7         2  0.6280    0.17640 0.00 0.54 0.46
#> HP1506401_A5         1  0.0000    0.98343 1.00 0.00 0.00
#> HP1506401_O3         2  0.0000    0.93097 0.00 1.00 0.00
#> HP1506401_N15        2  0.6280    0.17640 0.00 0.54 0.46
#> HP1506401_P3         1  0.0000    0.98343 1.00 0.00 0.00
#> HP1506401_L2         3  0.0000    0.94148 0.00 0.00 1.00
#> HP1506401_G13        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1506401_F20        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1506401_A14        3  0.6302   -0.00814 0.00 0.48 0.52
#> HP1507101_G16        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_M12        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_O23        3  0.0000    0.94148 0.00 0.00 1.00
#> HP1507101_N12        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_P14        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_O17        2  0.0000    0.93097 0.00 1.00 0.00
#> HP1507101_O20        2  0.0000    0.93097 0.00 1.00 0.00
#> HP1507101_I10        2  0.4555    0.70257 0.20 0.80 0.00
#> HP1507101_H20        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_K6         1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_F19        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_G6         1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_O4         1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_O5         1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_A22        2  0.0000    0.93097 0.00 1.00 0.00
#> HP1507101_A20        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_G4         2  0.3340    0.81102 0.12 0.88 0.00
#> HP1507101_N5         3  0.0000    0.94148 0.00 0.00 1.00
#> HP1507101_K23        3  0.0000    0.94148 0.00 0.00 1.00
#> HP1507101_F11        3  0.0000    0.94148 0.00 0.00 1.00
#> HP1507101_P12        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_F20        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_O10        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_J14        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_E20        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_E6         1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_J18        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_D19        3  0.0892    0.92621 0.02 0.00 0.98
#> HP1507101_I23        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_A12        3  0.0000    0.94148 0.00 0.00 1.00
#> HP1507101_L3         1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_K4         1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_F3         1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_D7         1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_P18        2  0.0000    0.93097 0.00 1.00 0.00
#> HP1507101_C20        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_J19        3  0.0000    0.94148 0.00 0.00 1.00
#> HP1507101_J1         1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_O24        2  0.0000    0.93097 0.00 1.00 0.00
#> HP1507101_F18        2  0.5706    0.52677 0.32 0.68 0.00
#> HP1507101_D21        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_D16        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_G20        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_N20        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_P6         1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_O3         3  0.0000    0.94148 0.00 0.00 1.00
#> HP1507101_N13        3  0.0000    0.94148 0.00 0.00 1.00
#> HP1507101_C5         1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_M8         3  0.0000    0.94148 0.00 0.00 1.00
#> HP1507101_G11        1  0.0892    0.96490 0.98 0.00 0.02
#> HP1507101_B12        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_N2         1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_O7         1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_D23        3  0.0000    0.94148 0.00 0.00 1.00
#> HP1507101_D11        2  0.0000    0.93097 0.00 1.00 0.00
#> HP1507101_B16        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_E7         1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_B11        1  0.4291    0.76384 0.82 0.18 0.00
#> HP1507101_G9         1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_K24        2  0.0000    0.93097 0.00 1.00 0.00
#> HP1507101_B20        1  0.6280    0.15699 0.54 0.00 0.46
#> HP1507101_L21        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1507101_J22        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1509101_G19        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1509101_J12        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1509101_A7         1  0.0000    0.98343 1.00 0.00 0.00
#> HP1509101_H1         2  0.6280    0.17640 0.00 0.54 0.46
#> HP1509101_E4         2  0.6244    0.23674 0.00 0.56 0.44
#> HP1509101_G14        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1509101_M12        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1509101_P20        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1509101_L19        3  0.2959    0.85270 0.10 0.00 0.90
#> HP1509101_N9         1  0.0000    0.98343 1.00 0.00 0.00
#> HP1509101_J8         1  0.0000    0.98343 1.00 0.00 0.00
#> HP1509101_O8         3  0.0000    0.94148 0.00 0.00 1.00
#> HP1509101_O13        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1509101_H9         2  0.1529    0.90544 0.00 0.96 0.04
#> HP1509101_F4         1  0.0000    0.98343 1.00 0.00 0.00
#> HP1509101_H13        3  0.2066    0.89132 0.06 0.00 0.94
#> HP1509101_G16        1  0.0000    0.98343 1.00 0.00 0.00
#> HP1509101_G12        2  0.2066    0.88982 0.00 0.94 0.06
#> HP1509101_O4         3  0.2959    0.85270 0.10 0.00 0.90
#> HP1504901_I24        2  0.0000    0.93097 0.00 1.00 0.00
#> HP1504901_M4         2  0.0000    0.93097 0.00 1.00 0.00
#> HP1504901_H1         2  0.0000    0.93097 0.00 1.00 0.00
#> HP1508501T2D_P4      3  0.0000    0.94148 0.00 0.00 1.00
#> HP1526901T2D_F4      2  0.3340    0.83368 0.00 0.88 0.12
#> HP1525301T2D_B23     2  0.0000    0.93097 0.00 1.00 0.00
#> HP1525301T2D_O11     2  0.0892    0.91875 0.00 0.98 0.02
#> HP1525301T2D_E8      2  0.0000    0.93097 0.00 1.00 0.00

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                  class entropy silhouette   p1   p2   p3   p4
#> HP1504101T2D_B24     3  0.0000      0.966 0.00 0.00 1.00 0.00
#> HP1502401_M10        4  0.0707      0.902 0.00 0.02 0.00 0.98
#> HP1502401_B20        4  0.4977      0.262 0.00 0.46 0.00 0.54
#> HP1502401_K1         4  0.0707      0.902 0.00 0.02 0.00 0.98
#> HP1504101T2D_I19     2  0.0000      0.944 0.00 1.00 0.00 0.00
#> HP1502401_O8         4  0.1637      0.912 0.00 0.06 0.00 0.94
#> HP1502401_G3         3  0.0707      0.950 0.00 0.02 0.98 0.00
#> HP1502401_N9         3  0.4731      0.747 0.00 0.16 0.78 0.06
#> HP1504101T2D_E3      2  0.0707      0.939 0.00 0.98 0.00 0.02
#> HP1504101T2D_I2      2  0.0000      0.944 0.00 1.00 0.00 0.00
#> HP1502401_K11        2  0.0707      0.939 0.00 0.98 0.00 0.02
#> HP1502401_O3         4  0.2011      0.903 0.00 0.08 0.00 0.92
#> HP1508501T2D_C20     1  0.4522      0.540 0.68 0.00 0.00 0.32
#> HP1508501T2D_M9      4  0.1637      0.912 0.00 0.06 0.00 0.94
#> HP1508501T2D_O4      2  0.3172      0.804 0.00 0.84 0.16 0.00
#> HP1508501T2D_E6      2  0.2411      0.905 0.00 0.92 0.04 0.04
#> HP1508501T2D_E14     4  0.2011      0.903 0.00 0.08 0.00 0.92
#> HP1508501T2D_A10     3  0.0707      0.954 0.00 0.02 0.98 0.00
#> HP1508501T2D_H22     4  0.1211      0.910 0.00 0.04 0.00 0.96
#> HP1508501T2D_B5      2  0.1637      0.913 0.00 0.94 0.00 0.06
#> HP1508501T2D_D6      4  0.1211      0.910 0.00 0.04 0.00 0.96
#> HP1508501T2D_P11     1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1508501T2D_P9      4  0.0707      0.902 0.00 0.02 0.00 0.98
#> HP1508501T2D_O14     4  0.1637      0.912 0.00 0.06 0.00 0.94
#> HP1508501T2D_K21     4  0.1637      0.912 0.00 0.06 0.00 0.94
#> HP1508501T2D_J9      4  0.0000      0.889 0.00 0.00 0.00 1.00
#> HP1508501T2D_B11     4  0.0707      0.902 0.00 0.02 0.00 0.98
#> HP1508501T2D_N20     4  0.3172      0.747 0.16 0.00 0.00 0.84
#> HP1508501T2D_M4      4  0.0707      0.888 0.02 0.00 0.00 0.98
#> HP1508501T2D_B20     2  0.0707      0.938 0.00 0.98 0.02 0.00
#> HP1508501T2D_B4      4  0.1211      0.910 0.00 0.04 0.00 0.96
#> HP1508501T2D_K12     4  0.1637      0.912 0.00 0.06 0.00 0.94
#> HP1508501T2D_B22     2  0.1211      0.928 0.00 0.96 0.00 0.04
#> HP1508501T2D_F9      4  0.4522      0.593 0.00 0.32 0.00 0.68
#> HP1508501T2D_I14     4  0.2011      0.839 0.08 0.00 0.00 0.92
#> HP1508501T2D_H23     4  0.1637      0.912 0.00 0.06 0.00 0.94
#> HP1508501T2D_C16     3  0.0000      0.966 0.00 0.00 1.00 0.00
#> HP1508501T2D_G6      2  0.0000      0.944 0.00 1.00 0.00 0.00
#> HP1508501T2D_J5      4  0.1211      0.910 0.00 0.04 0.00 0.96
#> HP1508501T2D_M5      4  0.2647      0.873 0.00 0.12 0.00 0.88
#> HP1508501T2D_P6      1  0.0707      0.960 0.98 0.00 0.00 0.02
#> HP1508501T2D_H15     2  0.1211      0.928 0.00 0.96 0.00 0.04
#> HP1508501T2D_H14     2  0.0000      0.944 0.00 1.00 0.00 0.00
#> HP1508501T2D_K9      4  0.2345      0.889 0.00 0.10 0.00 0.90
#> HP1506401_I2         3  0.0707      0.954 0.00 0.02 0.98 0.00
#> HP1506401_K12        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_F13        1  0.2345      0.884 0.90 0.00 0.10 0.00
#> HP1506401_L7         2  0.0707      0.938 0.00 0.98 0.02 0.00
#> HP1506401_A5         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_O3         4  0.4994      0.170 0.00 0.48 0.00 0.52
#> HP1506401_N15        2  0.0707      0.938 0.00 0.98 0.02 0.00
#> HP1506401_P3         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_L2         3  0.0000      0.966 0.00 0.00 1.00 0.00
#> HP1506401_G13        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_F20        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_A14        2  0.0707      0.938 0.00 0.98 0.02 0.00
#> HP1507101_G16        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_M12        1  0.2706      0.905 0.90 0.00 0.02 0.08
#> HP1507101_O23        3  0.0000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_N12        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_P14        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_O17        2  0.2921      0.837 0.00 0.86 0.00 0.14
#> HP1507101_O20        2  0.1211      0.936 0.00 0.96 0.00 0.04
#> HP1507101_I10        2  0.5383      0.679 0.16 0.74 0.00 0.10
#> HP1507101_H20        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_K6         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_F19        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_G6         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_O4         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_O5         1  0.0707      0.962 0.98 0.00 0.00 0.02
#> HP1507101_A22        2  0.0000      0.944 0.00 1.00 0.00 0.00
#> HP1507101_A20        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_G4         2  0.4227      0.806 0.06 0.82 0.00 0.12
#> HP1507101_N5         3  0.0000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_K23        3  0.0000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_F11        3  0.0000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_P12        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_F20        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_O10        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_J14        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_E20        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_E6         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_J18        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_D19        3  0.0000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_I23        1  0.4581      0.785 0.80 0.12 0.00 0.08
#> HP1507101_A12        3  0.0000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_L3         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_K4         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_F3         1  0.0707      0.962 0.98 0.00 0.00 0.02
#> HP1507101_D7         1  0.1637      0.927 0.94 0.00 0.06 0.00
#> HP1507101_P18        2  0.0000      0.944 0.00 1.00 0.00 0.00
#> HP1507101_C20        1  0.0707      0.962 0.98 0.00 0.00 0.02
#> HP1507101_J19        3  0.0707      0.954 0.00 0.02 0.98 0.00
#> HP1507101_J1         1  0.2011      0.922 0.92 0.00 0.00 0.08
#> HP1507101_O24        2  0.0000      0.944 0.00 1.00 0.00 0.00
#> HP1507101_F18        2  0.6836      0.423 0.28 0.58 0.00 0.14
#> HP1507101_D21        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_D16        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_G20        1  0.1211      0.950 0.96 0.00 0.00 0.04
#> HP1507101_N20        1  0.3400      0.806 0.82 0.00 0.00 0.18
#> HP1507101_P6         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_O3         3  0.0000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_N13        3  0.0000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_C5         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_M8         3  0.0000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_G11        1  0.1211      0.943 0.96 0.00 0.04 0.00
#> HP1507101_B12        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_N2         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_O7         1  0.1211      0.949 0.96 0.00 0.00 0.04
#> HP1507101_D23        3  0.0000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_D11        2  0.0000      0.944 0.00 1.00 0.00 0.00
#> HP1507101_B16        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_E7         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_B11        1  0.6370      0.480 0.62 0.10 0.00 0.28
#> HP1507101_G9         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_K24        2  0.0707      0.939 0.00 0.98 0.00 0.02
#> HP1507101_B20        3  0.4522      0.522 0.32 0.00 0.68 0.00
#> HP1507101_L21        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_J22        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1509101_G19        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1509101_J12        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1509101_A7         1  0.1211      0.950 0.96 0.00 0.00 0.04
#> HP1509101_H1         2  0.0707      0.938 0.00 0.98 0.02 0.00
#> HP1509101_E4         2  0.0707      0.938 0.00 0.98 0.02 0.00
#> HP1509101_G14        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1509101_M12        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1509101_P20        1  0.1211      0.950 0.96 0.00 0.00 0.04
#> HP1509101_L19        3  0.0707      0.947 0.02 0.00 0.98 0.00
#> HP1509101_N9         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1509101_J8         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1509101_O8         3  0.0000      0.966 0.00 0.00 1.00 0.00
#> HP1509101_O13        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1509101_H9         2  0.0000      0.944 0.00 1.00 0.00 0.00
#> HP1509101_F4         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1509101_H13        3  0.0000      0.966 0.00 0.00 1.00 0.00
#> HP1509101_G16        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1509101_G12        2  0.0707      0.938 0.00 0.98 0.02 0.00
#> HP1509101_O4         3  0.0707      0.947 0.02 0.00 0.98 0.00
#> HP1504901_I24        2  0.0707      0.939 0.00 0.98 0.00 0.02
#> HP1504901_M4         2  0.0000      0.944 0.00 1.00 0.00 0.00
#> HP1504901_H1         2  0.0707      0.939 0.00 0.98 0.00 0.02
#> HP1508501T2D_P4      3  0.0000      0.966 0.00 0.00 1.00 0.00
#> HP1526901T2D_F4      2  0.0707      0.938 0.00 0.98 0.02 0.00
#> HP1525301T2D_B23     2  0.0707      0.939 0.00 0.98 0.00 0.02
#> HP1525301T2D_O11     2  0.0000      0.944 0.00 1.00 0.00 0.00
#> HP1525301T2D_E8      2  0.2011      0.893 0.00 0.92 0.00 0.08

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

consensus_heatmap(res, k = 2)

plot of chunk tab-node-02111-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-02111-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-02111-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-02111-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-02111-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-02111-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-02111-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-02111-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-02111-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-02111-get-signatures-no-scale-1

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

plot of chunk tab-node-02111-get-signatures-no-scale-2

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

plot of chunk tab-node-02111-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-02111-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-02111-dimension-reduction-1

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

plot of chunk tab-node-02111-dimension-reduction-2

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

plot of chunk tab-node-02111-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-02111-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans      142           7.33e-02         1.85e-06     5.90e-06 2
#> ATC:skmeans      139           1.45e-15         3.35e-08     6.43e-04 3
#> ATC:skmeans      142           2.55e-13         1.09e-11     7.36e-07 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.


Node02112

Parent node: Node0211. Child nodes: Node021111-leaf , Node021112-leaf , Node021121-leaf , Node021122-leaf , Node021123-leaf , Node021211-leaf , Node021212-leaf , Node021213-leaf , Node021221-leaf , Node021222-leaf , Node021223-leaf , Node022111-leaf , Node022112-leaf , Node022113-leaf , Node022114-leaf , Node022211-leaf , Node022212-leaf , Node022213-leaf , Node022221-leaf , Node022222-leaf , Node022223-leaf , Node022224-leaf , Node023121-leaf , Node023122-leaf , Node023123-leaf , Node024221-leaf , Node024222-leaf , Node024223-leaf .

The object with results only for a single top-value method and a single partitioning method can be extracted as:

res = res_rh["02112"]

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 11807 rows and 97 columns.
#>   Top rows (1181) 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)

plot of chunk node-02112-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-02112-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2  1.00           0.980       0.991         0.4920 0.510   0.510
#> 3 3  1.00           0.980       0.990         0.3433 0.746   0.539
#> 4 4  0.83           0.813       0.868         0.0993 0.908   0.741

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                  class entropy silhouette   p1   p2
#> HP1502401_H7         2   0.141      0.981 0.02 0.98
#> HP1504101T2D_I7      2   0.141      0.981 0.02 0.98
#> HP1502401_I7         2   0.242      0.964 0.04 0.96
#> HP1502401_O6         2   0.000      0.997 0.00 1.00
#> HP1504101T2D_G9      2   0.000      0.997 0.00 1.00
#> HP1504101T2D_J14     2   0.000      0.997 0.00 1.00
#> HP1502401_B10        2   0.141      0.981 0.02 0.98
#> HP1508501T2D_I2      2   0.000      0.997 0.00 1.00
#> HP1508501T2D_K1      2   0.141      0.981 0.02 0.98
#> HP1508501T2D_E24     2   0.000      0.997 0.00 1.00
#> HP1508501T2D_M20     2   0.000      0.997 0.00 1.00
#> HP1508501T2D_I20     2   0.000      0.997 0.00 1.00
#> HP1508501T2D_C14     2   0.000      0.997 0.00 1.00
#> HP1508501T2D_L16     2   0.000      0.997 0.00 1.00
#> HP1508501T2D_D1      2   0.000      0.997 0.00 1.00
#> HP1508501T2D_E10     2   0.000      0.997 0.00 1.00
#> HP1508501T2D_F1      2   0.000      0.997 0.00 1.00
#> HP1508501T2D_I23     2   0.000      0.997 0.00 1.00
#> HP1508501T2D_D13     2   0.000      0.997 0.00 1.00
#> HP1508501T2D_K24     1   0.995      0.139 0.54 0.46
#> HP1508501T2D_A15     2   0.000      0.997 0.00 1.00
#> HP1506401_K1         2   0.000      0.997 0.00 1.00
#> HP1506401_C9         2   0.000      0.997 0.00 1.00
#> HP1506401_L17        2   0.000      0.997 0.00 1.00
#> HP1506401_M12        2   0.000      0.997 0.00 1.00
#> HP1506401_G6         2   0.000      0.997 0.00 1.00
#> HP1507101_F14        2   0.000      0.997 0.00 1.00
#> HP1507101_I16        2   0.000      0.997 0.00 1.00
#> HP1507101_B18        2   0.000      0.997 0.00 1.00
#> HP1507101_D22        2   0.000      0.997 0.00 1.00
#> HP1507101_L18        2   0.000      0.997 0.00 1.00
#> HP1507101_P17        2   0.000      0.997 0.00 1.00
#> HP1507101_P21        2   0.000      0.997 0.00 1.00
#> HP1507101_L16        2   0.000      0.997 0.00 1.00
#> HP1507101_B4         2   0.000      0.997 0.00 1.00
#> HP1507101_D5         2   0.000      0.997 0.00 1.00
#> HP1507101_C12        2   0.000      0.997 0.00 1.00
#> HP1507101_M20        2   0.000      0.997 0.00 1.00
#> HP1507101_O13        2   0.000      0.997 0.00 1.00
#> HP1509101_K9         2   0.000      0.997 0.00 1.00
#> HP1509101_I24        2   0.000      0.997 0.00 1.00
#> HP1525301T2D_G11     1   0.000      0.987 1.00 0.00
#> HP1525301T2D_A6      1   0.000      0.987 1.00 0.00
#> HP1525301T2D_F15     1   0.141      0.976 0.98 0.02
#> HP1525301T2D_C16     1   0.000      0.987 1.00 0.00
#> HP1526901T2D_J6      1   0.141      0.976 0.98 0.02
#> HP1525301T2D_B4      1   0.000      0.987 1.00 0.00
#> HP1525301T2D_B5      1   0.000      0.987 1.00 0.00
#> HP1525301T2D_C2      1   0.000      0.987 1.00 0.00
#> HP1525301T2D_B11     1   0.000      0.987 1.00 0.00
#> HP1525301T2D_P8      1   0.000      0.987 1.00 0.00
#> HP1526901T2D_J8      1   0.141      0.976 0.98 0.02
#> HP1525301T2D_C1      1   0.000      0.987 1.00 0.00
#> HP1525301T2D_J2      1   0.000      0.987 1.00 0.00
#> HP1525301T2D_N7      1   0.000      0.987 1.00 0.00
#> HP1525301T2D_G15     1   0.000      0.987 1.00 0.00
#> HP1525301T2D_O18     1   0.000      0.987 1.00 0.00
#> HP1525301T2D_O2      1   0.000      0.987 1.00 0.00
#> HP1526901T2D_P17     1   0.141      0.976 0.98 0.02
#> HP1525301T2D_F2      1   0.000      0.987 1.00 0.00
#> HP1525301T2D_I5      1   0.000      0.987 1.00 0.00
#> HP1525301T2D_L15     1   0.000      0.987 1.00 0.00
#> HP1526901T2D_P2      1   0.000      0.987 1.00 0.00
#> HP1525301T2D_A9      1   0.000      0.987 1.00 0.00
#> HP1526901T2D_F1      1   0.000      0.987 1.00 0.00
#> HP1525301T2D_P17     1   0.000      0.987 1.00 0.00
#> HP1525301T2D_B15     1   0.000      0.987 1.00 0.00
#> HP1525301T2D_N8      1   0.000      0.987 1.00 0.00
#> HP1525301T2D_J18     1   0.000      0.987 1.00 0.00
#> HP1525301T2D_F4      1   0.000      0.987 1.00 0.00
#> HP1526901T2D_P7      1   0.141      0.976 0.98 0.02
#> HP1526901T2D_L17     1   0.000      0.987 1.00 0.00
#> HP1526901T2D_O13     1   0.141      0.976 0.98 0.02
#> HP1525301T2D_J8      1   0.000      0.987 1.00 0.00
#> HP1525301T2D_N18     1   0.141      0.976 0.98 0.02
#> HP1525301T2D_C5      1   0.000      0.987 1.00 0.00
#> HP1525301T2D_B8      1   0.000      0.987 1.00 0.00
#> HP1525301T2D_P11     1   0.000      0.987 1.00 0.00
#> HP1525301T2D_P18     1   0.000      0.987 1.00 0.00
#> HP1525301T2D_O6      1   0.000      0.987 1.00 0.00
#> HP1525301T2D_C8      1   0.000      0.987 1.00 0.00
#> HP1525301T2D_A16     1   0.000      0.987 1.00 0.00
#> HP1526901T2D_P11     1   0.141      0.976 0.98 0.02
#> HP1526901T2D_P10     1   0.141      0.976 0.98 0.02
#> HP1525301T2D_L17     1   0.000      0.987 1.00 0.00
#> HP1525301T2D_G1      1   0.000      0.987 1.00 0.00
#> HP1525301T2D_A7      1   0.141      0.976 0.98 0.02
#> HP1525301T2D_J19     1   0.000      0.987 1.00 0.00
#> HP1525301T2D_G18     1   0.000      0.987 1.00 0.00
#> HP1526901T2D_C24     1   0.000      0.987 1.00 0.00
#> HP1526901T2D_P18     1   0.141      0.976 0.98 0.02
#> HP1526901T2D_P4      1   0.141      0.976 0.98 0.02
#> HP1525301T2D_A3      1   0.000      0.987 1.00 0.00
#> HP1525301T2D_O5      1   0.000      0.987 1.00 0.00
#> HP1525301T2D_G8      1   0.141      0.976 0.98 0.02
#> HP1525301T2D_O13     1   0.000      0.987 1.00 0.00
#> HP1526901T2D_D17     1   0.141      0.976 0.98 0.02

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                  class entropy silhouette   p1   p2   p3
#> HP1502401_H7         2  0.0000      0.997 0.00 1.00 0.00
#> HP1504101T2D_I7      2  0.2537      0.903 0.08 0.92 0.00
#> HP1502401_I7         3  0.7523      0.585 0.08 0.26 0.66
#> HP1502401_O6         3  0.5216      0.668 0.00 0.26 0.74
#> HP1504101T2D_G9      2  0.0000      0.997 0.00 1.00 0.00
#> HP1504101T2D_J14     2  0.0000      0.997 0.00 1.00 0.00
#> HP1502401_B10        2  0.0000      0.997 0.00 1.00 0.00
#> HP1508501T2D_I2      2  0.0000      0.997 0.00 1.00 0.00
#> HP1508501T2D_K1      2  0.0000      0.997 0.00 1.00 0.00
#> HP1508501T2D_E24     2  0.0000      0.997 0.00 1.00 0.00
#> HP1508501T2D_M20     2  0.0000      0.997 0.00 1.00 0.00
#> HP1508501T2D_I20     2  0.0000      0.997 0.00 1.00 0.00
#> HP1508501T2D_C14     3  0.1529      0.949 0.00 0.04 0.96
#> HP1508501T2D_L16     2  0.0000      0.997 0.00 1.00 0.00
#> HP1508501T2D_D1      2  0.0000      0.997 0.00 1.00 0.00
#> HP1508501T2D_E10     2  0.0000      0.997 0.00 1.00 0.00
#> HP1508501T2D_F1      3  0.0892      0.960 0.00 0.02 0.98
#> HP1508501T2D_I23     2  0.0000      0.997 0.00 1.00 0.00
#> HP1508501T2D_D13     2  0.0000      0.997 0.00 1.00 0.00
#> HP1508501T2D_K24     1  0.1529      0.958 0.96 0.04 0.00
#> HP1508501T2D_A15     2  0.0000      0.997 0.00 1.00 0.00
#> HP1506401_K1         3  0.0000      0.971 0.00 0.00 1.00
#> HP1506401_C9         3  0.0000      0.971 0.00 0.00 1.00
#> HP1506401_L17        2  0.0000      0.997 0.00 1.00 0.00
#> HP1506401_M12        2  0.0000      0.997 0.00 1.00 0.00
#> HP1506401_G6         3  0.0000      0.971 0.00 0.00 1.00
#> HP1507101_F14        3  0.0000      0.971 0.00 0.00 1.00
#> HP1507101_I16        2  0.0000      0.997 0.00 1.00 0.00
#> HP1507101_B18        2  0.0000      0.997 0.00 1.00 0.00
#> HP1507101_D22        3  0.1529      0.949 0.00 0.04 0.96
#> HP1507101_L18        2  0.0000      0.997 0.00 1.00 0.00
#> HP1507101_P17        2  0.0000      0.997 0.00 1.00 0.00
#> HP1507101_P21        2  0.0000      0.997 0.00 1.00 0.00
#> HP1507101_L16        3  0.1529      0.949 0.00 0.04 0.96
#> HP1507101_B4         2  0.0000      0.997 0.00 1.00 0.00
#> HP1507101_D5         2  0.0000      0.997 0.00 1.00 0.00
#> HP1507101_C12        3  0.1529      0.949 0.00 0.04 0.96
#> HP1507101_M20        2  0.0000      0.997 0.00 1.00 0.00
#> HP1507101_O13        2  0.0000      0.997 0.00 1.00 0.00
#> HP1509101_K9         3  0.1529      0.949 0.00 0.04 0.96
#> HP1509101_I24        2  0.0000      0.997 0.00 1.00 0.00
#> HP1525301T2D_G11     1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_A6      1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_F15     3  0.0000      0.971 0.00 0.00 1.00
#> HP1525301T2D_C16     1  0.0000      0.999 1.00 0.00 0.00
#> HP1526901T2D_J6      3  0.0000      0.971 0.00 0.00 1.00
#> HP1525301T2D_B4      1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_B5      1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_C2      1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_B11     1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_P8      1  0.0000      0.999 1.00 0.00 0.00
#> HP1526901T2D_J8      3  0.0000      0.971 0.00 0.00 1.00
#> HP1525301T2D_C1      1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_J2      1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_N7      1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_G15     1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_O18     1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_O2      1  0.0000      0.999 1.00 0.00 0.00
#> HP1526901T2D_P17     3  0.0000      0.971 0.00 0.00 1.00
#> HP1525301T2D_F2      1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_I5      1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_L15     1  0.0000      0.999 1.00 0.00 0.00
#> HP1526901T2D_P2      1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_A9      1  0.0000      0.999 1.00 0.00 0.00
#> HP1526901T2D_F1      1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_P17     1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_B15     1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_N8      1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_J18     1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_F4      1  0.0000      0.999 1.00 0.00 0.00
#> HP1526901T2D_P7      3  0.0000      0.971 0.00 0.00 1.00
#> HP1526901T2D_L17     1  0.0000      0.999 1.00 0.00 0.00
#> HP1526901T2D_O13     3  0.0000      0.971 0.00 0.00 1.00
#> HP1525301T2D_J8      1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_N18     3  0.0000      0.971 0.00 0.00 1.00
#> HP1525301T2D_C5      1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_B8      1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_P11     1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_P18     1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_O6      1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_C8      1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_A16     1  0.0000      0.999 1.00 0.00 0.00
#> HP1526901T2D_P11     3  0.0000      0.971 0.00 0.00 1.00
#> HP1526901T2D_P10     3  0.0000      0.971 0.00 0.00 1.00
#> HP1525301T2D_L17     3  0.0000      0.971 0.00 0.00 1.00
#> HP1525301T2D_G1      1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_A7      3  0.0000      0.971 0.00 0.00 1.00
#> HP1525301T2D_J19     1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_G18     1  0.0000      0.999 1.00 0.00 0.00
#> HP1526901T2D_C24     3  0.0000      0.971 0.00 0.00 1.00
#> HP1526901T2D_P18     3  0.0000      0.971 0.00 0.00 1.00
#> HP1526901T2D_P4      3  0.0000      0.971 0.00 0.00 1.00
#> HP1525301T2D_A3      1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_O5      1  0.0000      0.999 1.00 0.00 0.00
#> HP1525301T2D_G8      3  0.0000      0.971 0.00 0.00 1.00
#> HP1525301T2D_O13     1  0.0000      0.999 1.00 0.00 0.00
#> HP1526901T2D_D17     3  0.0000      0.971 0.00 0.00 1.00

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                  class entropy silhouette   p1   p2   p3   p4
#> HP1502401_H7         2  0.4522      0.902 0.00 0.68 0.00 0.32
#> HP1504101T2D_I7      4  0.4790      0.474 0.00 0.38 0.00 0.62
#> HP1502401_I7         4  0.4713      0.477 0.00 0.36 0.00 0.64
#> HP1502401_O6         4  0.5619      0.687 0.00 0.04 0.32 0.64
#> HP1504101T2D_G9      2  0.4713      0.948 0.00 0.64 0.00 0.36
#> HP1504101T2D_J14     4  0.0707      0.429 0.00 0.02 0.00 0.98
#> HP1502401_B10        2  0.4134      0.826 0.00 0.74 0.00 0.26
#> HP1508501T2D_I2      2  0.4713      0.948 0.00 0.64 0.00 0.36
#> HP1508501T2D_K1      2  0.4713      0.948 0.00 0.64 0.00 0.36
#> HP1508501T2D_E24     2  0.4713      0.948 0.00 0.64 0.00 0.36
#> HP1508501T2D_M20     2  0.4713      0.948 0.00 0.64 0.00 0.36
#> HP1508501T2D_I20     2  0.4713      0.948 0.00 0.64 0.00 0.36
#> HP1508501T2D_C14     4  0.4624      0.708 0.00 0.00 0.34 0.66
#> HP1508501T2D_L16     2  0.4713      0.948 0.00 0.64 0.00 0.36
#> HP1508501T2D_D1      2  0.4713      0.948 0.00 0.64 0.00 0.36
#> HP1508501T2D_E10     2  0.4713      0.948 0.00 0.64 0.00 0.36
#> HP1508501T2D_F1      4  0.4713      0.694 0.00 0.00 0.36 0.64
#> HP1508501T2D_I23     4  0.0000      0.464 0.00 0.00 0.00 1.00
#> HP1508501T2D_D13     2  0.4713      0.948 0.00 0.64 0.00 0.36
#> HP1508501T2D_K24     2  0.4790     -0.570 0.38 0.62 0.00 0.00
#> HP1508501T2D_A15     2  0.4713      0.948 0.00 0.64 0.00 0.36
#> HP1506401_K1         4  0.4713      0.694 0.00 0.00 0.36 0.64
#> HP1506401_C9         4  0.4713      0.694 0.00 0.00 0.36 0.64
#> HP1506401_L17        4  0.4134     -0.260 0.00 0.26 0.00 0.74
#> HP1506401_M12        2  0.4713      0.948 0.00 0.64 0.00 0.36
#> HP1506401_G6         4  0.4713      0.694 0.00 0.00 0.36 0.64
#> HP1507101_F14        4  0.4713      0.694 0.00 0.00 0.36 0.64
#> HP1507101_I16        2  0.4713      0.948 0.00 0.64 0.00 0.36
#> HP1507101_B18        2  0.4713      0.948 0.00 0.64 0.00 0.36
#> HP1507101_D22        4  0.4624      0.708 0.00 0.00 0.34 0.66
#> HP1507101_L18        2  0.4713      0.948 0.00 0.64 0.00 0.36
#> HP1507101_P17        2  0.4713      0.948 0.00 0.64 0.00 0.36
#> HP1507101_P21        4  0.0000      0.464 0.00 0.00 0.00 1.00
#> HP1507101_L16        4  0.4624      0.708 0.00 0.00 0.34 0.66
#> HP1507101_B4         2  0.4713      0.948 0.00 0.64 0.00 0.36
#> HP1507101_D5         2  0.4713      0.948 0.00 0.64 0.00 0.36
#> HP1507101_C12        4  0.4624      0.708 0.00 0.00 0.34 0.66
#> HP1507101_M20        2  0.4713      0.948 0.00 0.64 0.00 0.36
#> HP1507101_O13        2  0.4713      0.948 0.00 0.64 0.00 0.36
#> HP1509101_K9         4  0.4624      0.708 0.00 0.00 0.34 0.66
#> HP1509101_I24        2  0.4713      0.948 0.00 0.64 0.00 0.36
#> HP1525301T2D_G11     1  0.0000      0.758 1.00 0.00 0.00 0.00
#> HP1525301T2D_A6      1  0.0000      0.758 1.00 0.00 0.00 0.00
#> HP1525301T2D_F15     3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1525301T2D_C16     1  0.0000      0.758 1.00 0.00 0.00 0.00
#> HP1526901T2D_J6      3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1525301T2D_B4      1  0.4522      0.866 0.68 0.32 0.00 0.00
#> HP1525301T2D_B5      1  0.4713      0.867 0.64 0.36 0.00 0.00
#> HP1525301T2D_C2      1  0.4624      0.869 0.66 0.34 0.00 0.00
#> HP1525301T2D_B11     1  0.0000      0.758 1.00 0.00 0.00 0.00
#> HP1525301T2D_P8      1  0.0000      0.758 1.00 0.00 0.00 0.00
#> HP1526901T2D_J8      3  0.4713      0.467 0.36 0.00 0.64 0.00
#> HP1525301T2D_C1      1  0.4522      0.866 0.68 0.32 0.00 0.00
#> HP1525301T2D_J2      1  0.4624      0.869 0.66 0.34 0.00 0.00
#> HP1525301T2D_N7      1  0.0707      0.742 0.98 0.00 0.02 0.00
#> HP1525301T2D_G15     1  0.4713      0.867 0.64 0.36 0.00 0.00
#> HP1525301T2D_O18     1  0.4713      0.867 0.64 0.36 0.00 0.00
#> HP1525301T2D_O2      1  0.4713      0.867 0.64 0.36 0.00 0.00
#> HP1526901T2D_P17     3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1525301T2D_F2      1  0.4713      0.867 0.64 0.36 0.00 0.00
#> HP1525301T2D_I5      1  0.4713      0.867 0.64 0.36 0.00 0.00
#> HP1525301T2D_L15     1  0.4713      0.867 0.64 0.36 0.00 0.00
#> HP1526901T2D_P2      1  0.4713      0.867 0.64 0.36 0.00 0.00
#> HP1525301T2D_A9      1  0.4624      0.869 0.66 0.34 0.00 0.00
#> HP1526901T2D_F1      1  0.2921      0.814 0.86 0.14 0.00 0.00
#> HP1525301T2D_P17     1  0.0000      0.758 1.00 0.00 0.00 0.00
#> HP1525301T2D_B15     1  0.4713      0.867 0.64 0.36 0.00 0.00
#> HP1525301T2D_N8      1  0.4713      0.867 0.64 0.36 0.00 0.00
#> HP1525301T2D_J18     1  0.4713      0.867 0.64 0.36 0.00 0.00
#> HP1525301T2D_F4      1  0.4522      0.866 0.68 0.32 0.00 0.00
#> HP1526901T2D_P7      3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1526901T2D_L17     1  0.0000      0.758 1.00 0.00 0.00 0.00
#> HP1526901T2D_O13     3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1525301T2D_J8      1  0.2921      0.814 0.86 0.14 0.00 0.00
#> HP1525301T2D_N18     3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1525301T2D_C5      1  0.4624      0.869 0.66 0.34 0.00 0.00
#> HP1525301T2D_B8      1  0.4713      0.867 0.64 0.36 0.00 0.00
#> HP1525301T2D_P11     1  0.0000      0.758 1.00 0.00 0.00 0.00
#> HP1525301T2D_P18     1  0.4624      0.869 0.66 0.34 0.00 0.00
#> HP1525301T2D_O6      1  0.4713      0.867 0.64 0.36 0.00 0.00
#> HP1525301T2D_C8      1  0.1211      0.775 0.96 0.04 0.00 0.00
#> HP1525301T2D_A16     1  0.0000      0.758 1.00 0.00 0.00 0.00
#> HP1526901T2D_P11     3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1526901T2D_P10     3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1525301T2D_L17     3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1525301T2D_G1      1  0.0000      0.758 1.00 0.00 0.00 0.00
#> HP1525301T2D_A7      3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1525301T2D_J19     1  0.4624      0.869 0.66 0.34 0.00 0.00
#> HP1525301T2D_G18     1  0.4624      0.869 0.66 0.34 0.00 0.00
#> HP1526901T2D_C24     3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1526901T2D_P18     3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1526901T2D_P4      3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1525301T2D_A3      1  0.0000      0.758 1.00 0.00 0.00 0.00
#> HP1525301T2D_O5      1  0.4713      0.867 0.64 0.36 0.00 0.00
#> HP1525301T2D_G8      3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1525301T2D_O13     1  0.4713      0.867 0.64 0.36 0.00 0.00
#> HP1526901T2D_D17     3  0.0000      0.963 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)

plot of chunk tab-node-02112-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-02112-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-02112-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-02112-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-02112-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-02112-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-02112-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-02112-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-02112-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-02112-get-signatures-no-scale-1

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

plot of chunk tab-node-02112-get-signatures-no-scale-2

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

plot of chunk tab-node-02112-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-02112-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-02112-dimension-reduction-1

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

plot of chunk tab-node-02112-dimension-reduction-2

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

plot of chunk tab-node-02112-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-02112-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans       96           4.20e-01         1.09e-10     1.85e-13 2
#> ATC:skmeans       97           3.30e-15         3.95e-06     1.80e-09 3
#> ATC:skmeans       89           5.09e-14         2.04e-10     1.19e-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.


Node0212

Parent node: Node021. Child nodes: Node01221-leaf , Node01222-leaf , Node02111 , Node02112 , Node02121 , Node02122 , Node02211 , Node02212-leaf , Node02213-leaf , Node02221 , Node02222 , Node02223-leaf , Node02231-leaf , Node02232-leaf , Node02233-leaf , Node02234-leaf , Node02311-leaf , Node02312 , Node02313-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02331-leaf , Node02332-leaf , Node02411-leaf , Node02412-leaf , Node02421-leaf , Node02422 , Node02423-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .

The object with results only for a single top-value method and a single partitioning method can be extracted as:

res = res_rh["0212"]

A summary of res and all the functions that can be applied to it:

res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#>   On a matrix with 11813 rows and 238 columns.
#>   Top rows (1041) 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)

plot of chunk node-0212-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-0212-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 0.930           0.945       0.978          0.485 0.517   0.517
#> 3 3 0.821           0.899       0.947          0.349 0.731   0.526
#> 4 4 0.781           0.752       0.900          0.139 0.859   0.624

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                  class entropy silhouette   p1   p2
#> HP1502401_J14        2   0.000      0.975 0.00 1.00
#> HP1502401_B14        2   0.000      0.975 0.00 1.00
#> HP1502401_G14        2   0.000      0.975 0.00 1.00
#> HP1502401_H14        2   0.000      0.975 0.00 1.00
#> HP1502401_F17        1   0.000      0.978 1.00 0.00
#> HP1502401_J22        2   0.000      0.975 0.00 1.00
#> HP1502401_M15        2   0.000      0.975 0.00 1.00
#> HP1502401_K19        1   0.000      0.978 1.00 0.00
#> HP1502401_H22        2   0.000      0.975 0.00 1.00
#> HP1502401_K17        1   0.000      0.978 1.00 0.00
#> HP1502401_N17        2   0.000      0.975 0.00 1.00
#> HP1504101T2D_I1      2   0.000      0.975 0.00 1.00
#> HP1504101T2D_O13     2   0.000      0.975 0.00 1.00
#> HP1502401_B7         2   0.000      0.975 0.00 1.00
#> HP1502401_L3         2   0.000      0.975 0.00 1.00
#> HP1502401_D17        2   0.000      0.975 0.00 1.00
#> HP1502401_H11        2   0.000      0.975 0.00 1.00
#> HP1502401_K15        2   0.000      0.975 0.00 1.00
#> HP1502401_G10        2   0.000      0.975 0.00 1.00
#> HP1504101T2D_D8      2   0.000      0.975 0.00 1.00
#> HP1502401_L17        2   0.000      0.975 0.00 1.00
#> HP1502401_L16        2   0.000      0.975 0.00 1.00
#> HP1504101T2D_E19     2   0.000      0.975 0.00 1.00
#> HP1502401_E22        2   0.000      0.975 0.00 1.00
#> HP1502401_M4         2   0.000      0.975 0.00 1.00
#> HP1502401_D7         2   0.141      0.957 0.02 0.98
#> HP1502401_O21        2   0.000      0.975 0.00 1.00
#> HP1502401_J11        2   0.000      0.975 0.00 1.00
#> HP1502401_K3         2   0.000      0.975 0.00 1.00
#> HP1502401_F22        2   0.000      0.975 0.00 1.00
#> HP1502401_I16        2   0.000      0.975 0.00 1.00
#> HP1502401_B24        2   0.000      0.975 0.00 1.00
#> HP1502401_N12        2   0.000      0.975 0.00 1.00
#> HP1504101T2D_E10     2   0.000      0.975 0.00 1.00
#> HP1502401_N4         2   0.000      0.975 0.00 1.00
#> HP1502401_O24        2   0.000      0.975 0.00 1.00
#> HP1502401_K23        2   0.000      0.975 0.00 1.00
#> HP1502401_D8         2   0.000      0.975 0.00 1.00
#> HP1502401_G6         2   0.000      0.975 0.00 1.00
#> HP1502401_L7         2   0.000      0.975 0.00 1.00
#> HP1502401_B22        1   0.000      0.978 1.00 0.00
#> HP1502401_I9         2   0.000      0.975 0.00 1.00
#> HP1502401_G12        2   0.000      0.975 0.00 1.00
#> HP1502401_D22        2   0.000      0.975 0.00 1.00
#> HP1502401_A15        2   0.000      0.975 0.00 1.00
#> HP1504101T2D_B3      1   0.584      0.831 0.86 0.14
#> HP1504101T2D_C9      2   0.000      0.975 0.00 1.00
#> HP1502401_I18        2   0.000      0.975 0.00 1.00
#> HP1502401_F15        2   0.000      0.975 0.00 1.00
#> HP1502401_B1         2   0.000      0.975 0.00 1.00
#> HP1502401_B11        2   0.000      0.975 0.00 1.00
#> HP1502401_F24        2   0.000      0.975 0.00 1.00
#> HP1504101T2D_M8      2   0.000      0.975 0.00 1.00
#> HP1502401_O17        2   0.000      0.975 0.00 1.00
#> HP1502401_F9         2   0.000      0.975 0.00 1.00
#> HP1504101T2D_H4      2   0.000      0.975 0.00 1.00
#> HP1502401_F16        2   0.584      0.832 0.14 0.86
#> HP1502401_C21        2   0.000      0.975 0.00 1.00
#> HP1502401_N21        2   0.000      0.975 0.00 1.00
#> HP1502401_A10        2   0.000      0.975 0.00 1.00
#> HP1502401_J12        2   0.000      0.975 0.00 1.00
#> HP1502401_E3         2   0.000      0.975 0.00 1.00
#> AZ_A2                2   0.000      0.975 0.00 1.00
#> AZ_A12               2   0.000      0.975 0.00 1.00
#> AZ_A8                2   0.000      0.975 0.00 1.00
#> AZ_D3                2   0.000      0.975 0.00 1.00
#> AZ_H5                1   0.760      0.715 0.78 0.22
#> AZ_G4                1   0.760      0.719 0.78 0.22
#> AZ_G10               2   0.995      0.144 0.46 0.54
#> AZ_D6                2   0.000      0.975 0.00 1.00
#> AZ_H1                1   0.000      0.978 1.00 0.00
#> AZ_G3                2   0.000      0.975 0.00 1.00
#> AZ_H11               2   0.000      0.975 0.00 1.00
#> AZ_D9                1   0.000      0.978 1.00 0.00
#> AZ_G5                2   0.000      0.975 0.00 1.00
#> AZ_H2                1   0.000      0.978 1.00 0.00
#> AZ_G2                1   0.000      0.978 1.00 0.00
#> AZ_H6                1   0.000      0.978 1.00 0.00
#> AZ_H12               1   0.000      0.978 1.00 0.00
#> AZ_D12               2   0.000      0.975 0.00 1.00
#> AZ_F2                2   0.000      0.975 0.00 1.00
#> AZ_G1                2   0.000      0.975 0.00 1.00
#> AZ_E9                2   0.000      0.975 0.00 1.00
#> AZ_H9                1   0.000      0.978 1.00 0.00
#> AZ_D2                2   0.000      0.975 0.00 1.00
#> HP1509101_O6         2   0.000      0.975 0.00 1.00
#> HP1504901_D15        1   0.000      0.978 1.00 0.00
#> HP1504901_O20        1   0.000      0.978 1.00 0.00
#> HP1504901_K20        1   0.000      0.978 1.00 0.00
#> HP1504901_L12        1   0.000      0.978 1.00 0.00
#> HP1504901_E16        1   0.000      0.978 1.00 0.00
#> HP1504901_N9         1   0.000      0.978 1.00 0.00
#> HP1504901_F14        2   0.000      0.975 0.00 1.00
#> HP1504901_B15        1   0.000      0.978 1.00 0.00
#> HP1504901_L8         1   0.000      0.978 1.00 0.00
#> HP1504901_B3         1   0.000      0.978 1.00 0.00
#> HP1504901_A21        1   0.000      0.978 1.00 0.00
#> HP1504901_F15        1   0.000      0.978 1.00 0.00
#> HP1504901_N2         1   0.000      0.978 1.00 0.00
#> HP1504901_G20        1   0.000      0.978 1.00 0.00
#> HP1504901_H12        1   0.000      0.978 1.00 0.00
#> HP1504901_J12        1   0.000      0.978 1.00 0.00
#> HP1504901_D12        2   0.000      0.975 0.00 1.00
#> HP1504901_F2         2   0.000      0.975 0.00 1.00
#> HP1504901_G8         1   0.000      0.978 1.00 0.00
#> HP1504901_B22        2   0.000      0.975 0.00 1.00
#> HP1504901_F12        1   0.000      0.978 1.00 0.00
#> HP1504901_H10        1   0.000      0.978 1.00 0.00
#> HP1504901_O7         1   0.000      0.978 1.00 0.00
#> HP1504901_P14        1   0.242      0.942 0.96 0.04
#> HP1504901_H19        1   0.000      0.978 1.00 0.00
#> HP1504901_P21        1   0.141      0.961 0.98 0.02
#> HP1504901_G24        1   0.000      0.978 1.00 0.00
#> HP1504901_B8         1   0.000      0.978 1.00 0.00
#> HP1504901_N13        1   0.000      0.978 1.00 0.00
#> HP1504901_L20        1   0.000      0.978 1.00 0.00
#> HP1504901_K12        1   0.000      0.978 1.00 0.00
#> HP1504901_H22        1   0.000      0.978 1.00 0.00
#> HP1504901_C11        1   0.000      0.978 1.00 0.00
#> HP1504901_O1         1   0.000      0.978 1.00 0.00
#> HP1504901_B16        1   0.000      0.978 1.00 0.00
#> HP1504901_L17        1   0.000      0.978 1.00 0.00
#> HP1504901_O18        1   0.000      0.978 1.00 0.00
#> HP1504901_C17        1   0.242      0.942 0.96 0.04
#> HP1504901_B11        1   0.000      0.978 1.00 0.00
#> HP1504901_F17        2   0.000      0.975 0.00 1.00
#> HP1504901_D6         1   0.000      0.978 1.00 0.00
#> HP1504901_D18        2   0.000      0.975 0.00 1.00
#> HP1504901_K19        1   0.000      0.978 1.00 0.00
#> HP1504901_F6         1   0.000      0.978 1.00 0.00
#> HP1504901_D16        1   0.958      0.391 0.62 0.38
#> HP1504901_H14        1   0.000      0.978 1.00 0.00
#> HP1504901_M3         1   0.000      0.978 1.00 0.00
#> HP1504901_F1         1   0.000      0.978 1.00 0.00
#> HP1504901_O8         2   0.000      0.975 0.00 1.00
#> HP1504901_B13        1   0.000      0.978 1.00 0.00
#> HP1504901_B20        2   0.327      0.920 0.06 0.94
#> HP1504901_M12        1   0.000      0.978 1.00 0.00
#> HP1504901_H17        2   0.000      0.975 0.00 1.00
#> HP1504901_H4         1   0.000      0.978 1.00 0.00
#> HP1504901_H5         1   0.000      0.978 1.00 0.00
#> HP1504901_B1         1   0.000      0.978 1.00 0.00
#> HP1504901_F11        1   0.000      0.978 1.00 0.00
#> HP1504901_G9         1   0.995      0.145 0.54 0.46
#> HP1504901_O21        1   0.000      0.978 1.00 0.00
#> HP1504901_E24        1   0.722      0.749 0.80 0.20
#> HP1504901_G12        1   0.000      0.978 1.00 0.00
#> HP1504901_A16        1   0.000      0.978 1.00 0.00
#> HP1504901_A14        1   0.000      0.978 1.00 0.00
#> HP1504901_O9         1   0.981      0.276 0.58 0.42
#> HP1504901_G3         1   0.000      0.978 1.00 0.00
#> HP1504901_F5         1   0.981      0.278 0.58 0.42
#> HP1504901_P16        1   0.000      0.978 1.00 0.00
#> HP1504901_C16        2   0.904      0.537 0.32 0.68
#> HP1504901_G21        1   0.000      0.978 1.00 0.00
#> HP1504901_A5         1   0.000      0.978 1.00 0.00
#> HP1504901_A3         1   0.000      0.978 1.00 0.00
#> HP1504901_L18        1   0.000      0.978 1.00 0.00
#> HP1504901_H11        1   0.000      0.978 1.00 0.00
#> HP1504901_E18        1   0.327      0.922 0.94 0.06
#> HP1504901_H6         1   0.000      0.978 1.00 0.00
#> HP1504901_J17        2   0.469      0.879 0.10 0.90
#> HP1504901_N1         1   0.000      0.978 1.00 0.00
#> HP1504901_B4         1   0.000      0.978 1.00 0.00
#> HP1504901_J7         1   0.000      0.978 1.00 0.00
#> HP1504901_B7         2   0.904      0.539 0.32 0.68
#> HP1504901_D22        1   0.000      0.978 1.00 0.00
#> HP1504901_G4         1   0.000      0.978 1.00 0.00
#> HP1504901_D9         1   0.000      0.978 1.00 0.00
#> HP1504901_K14        1   0.000      0.978 1.00 0.00
#> HP1504901_N15        1   0.000      0.978 1.00 0.00
#> HP1504901_C13        1   0.000      0.978 1.00 0.00
#> HP1504901_B23        1   0.000      0.978 1.00 0.00
#> HP1504901_F19        1   0.000      0.978 1.00 0.00
#> HP1504901_K22        2   0.469      0.878 0.10 0.90
#> HP1504901_O5         2   0.760      0.719 0.22 0.78
#> HP1504901_J9         1   0.000      0.978 1.00 0.00
#> HP1504901_O17        1   0.000      0.978 1.00 0.00
#> HP1504901_A19        1   0.000      0.978 1.00 0.00
#> HP1504901_D5         1   0.000      0.978 1.00 0.00
#> HP1504901_D1         1   0.000      0.978 1.00 0.00
#> HP1504901_B6         1   0.000      0.978 1.00 0.00
#> HP1504901_E23        1   0.000      0.978 1.00 0.00
#> HP1504901_N8         1   0.000      0.978 1.00 0.00
#> HP1504901_N12        1   0.000      0.978 1.00 0.00
#> HP1504901_H8         1   0.000      0.978 1.00 0.00
#> HP1504901_L1         1   0.000      0.978 1.00 0.00
#> HP1504901_B9         1   0.000      0.978 1.00 0.00
#> HP1504901_O10        2   0.000      0.975 0.00 1.00
#> HP1504901_F20        2   0.000      0.975 0.00 1.00
#> HP1504901_O6         1   0.000      0.978 1.00 0.00
#> HP1504901_L13        1   0.000      0.978 1.00 0.00
#> HP1504901_L22        1   0.000      0.978 1.00 0.00
#> HP1504901_O24        1   0.000      0.978 1.00 0.00
#> HP1504901_G13        1   0.000      0.978 1.00 0.00
#> HP1504901_J22        2   0.000      0.975 0.00 1.00
#> HP1504901_L14        1   0.000      0.978 1.00 0.00
#> HP1504901_A2         1   0.000      0.978 1.00 0.00
#> HP1504901_L3         1   0.000      0.978 1.00 0.00
#> HP1504901_I3         1   0.141      0.961 0.98 0.02
#> HP1504901_A9         1   0.000      0.978 1.00 0.00
#> HP1504901_I21        1   0.000      0.978 1.00 0.00
#> HP1504901_G6         1   0.000      0.978 1.00 0.00
#> HP1504901_O16        2   0.000      0.975 0.00 1.00
#> HP1504901_E14        1   0.529      0.857 0.88 0.12
#> HP1504901_N24        1   0.000      0.978 1.00 0.00
#> HP1504901_D17        1   0.000      0.978 1.00 0.00
#> HP1504901_K6         1   0.000      0.978 1.00 0.00
#> HP1504901_I18        1   0.469      0.880 0.90 0.10
#> HP1504901_E21        1   0.000      0.978 1.00 0.00
#> HP1504901_H18        1   0.000      0.978 1.00 0.00
#> HP1504901_J6         1   0.529      0.856 0.88 0.12
#> HP1504901_I2         1   0.000      0.978 1.00 0.00
#> HP1504901_D14        1   0.000      0.978 1.00 0.00
#> HP1504901_G16        2   0.000      0.975 0.00 1.00
#> HP1504901_P20        1   0.000      0.978 1.00 0.00
#> HP1504901_M18        2   0.000      0.975 0.00 1.00
#> HP1504901_J3         2   0.971      0.344 0.40 0.60
#> HP1504901_D7         1   0.000      0.978 1.00 0.00
#> HP1504901_B10        1   0.000      0.978 1.00 0.00
#> HP1504901_K5         2   0.000      0.975 0.00 1.00
#> HP1504901_F10        1   0.000      0.978 1.00 0.00
#> HP1504901_G15        1   0.000      0.978 1.00 0.00
#> HP1504901_H2         1   0.000      0.978 1.00 0.00
#> HP1504901_G18        1   0.000      0.978 1.00 0.00
#> HP1504901_N19        2   0.000      0.975 0.00 1.00
#> HP1504901_C10        1   0.000      0.978 1.00 0.00
#> HP1504901_I22        1   0.000      0.978 1.00 0.00
#> HP1504901_B21        2   0.722      0.750 0.20 0.80
#> HP1504901_N7         1   0.000      0.978 1.00 0.00
#> HP1504901_C14        1   0.000      0.978 1.00 0.00
#> HP1504901_A10        1   0.000      0.978 1.00 0.00
#> HP1504901_C23        1   0.000      0.978 1.00 0.00
#> HP1504901_D21        1   0.000      0.978 1.00 0.00
#> HP1504901_G19        1   0.000      0.978 1.00 0.00
#> HP1504901_L9         1   0.000      0.978 1.00 0.00
#> HP1504901_N23        1   0.000      0.978 1.00 0.00
#> HP1504901_F3         1   0.000      0.978 1.00 0.00

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                  class entropy silhouette   p1   p2   p3
#> HP1502401_J14        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_B14        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_G14        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_H14        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_F17        1  0.5216     0.7441 0.74 0.00 0.26
#> HP1502401_J22        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_M15        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_K19        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1502401_H22        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_K17        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1502401_N17        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1504101T2D_I1      2  0.0000     0.9839 0.00 1.00 0.00
#> HP1504101T2D_O13     2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_B7         2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_L3         2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_D17        2  0.2066     0.9277 0.00 0.94 0.06
#> HP1502401_H11        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_K15        1  0.5948     0.3918 0.64 0.36 0.00
#> HP1502401_G10        2  0.2066     0.9279 0.06 0.94 0.00
#> HP1504101T2D_D8      2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_L17        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_L16        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1504101T2D_E19     2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_E22        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_M4         2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_D7         3  0.2537     0.8797 0.00 0.08 0.92
#> HP1502401_O21        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_J11        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_K3         2  0.0892     0.9663 0.02 0.98 0.00
#> HP1502401_F22        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_I16        2  0.4002     0.8137 0.16 0.84 0.00
#> HP1502401_B24        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_N12        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1504101T2D_E10     2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_N4         2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_O24        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_K23        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_D8         2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_G6         2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_L7         2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_B22        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1502401_I9         2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_G12        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_D22        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_A15        2  0.2537     0.9067 0.08 0.92 0.00
#> HP1504101T2D_B3      3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504101T2D_C9      2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_I18        2  0.1529     0.9477 0.04 0.96 0.00
#> HP1502401_F15        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_B1         2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_B11        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_F24        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1504101T2D_M8      2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_O17        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_F9         2  0.0000     0.9839 0.00 1.00 0.00
#> HP1504101T2D_H4      2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_F16        3  0.0892     0.9378 0.00 0.02 0.98
#> HP1502401_C21        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_N21        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_A10        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_J12        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1502401_E3         2  0.0000     0.9839 0.00 1.00 0.00
#> AZ_A2                2  0.0000     0.9839 0.00 1.00 0.00
#> AZ_A12               2  0.3340     0.8567 0.00 0.88 0.12
#> AZ_A8                2  0.0000     0.9839 0.00 1.00 0.00
#> AZ_D3                2  0.0000     0.9839 0.00 1.00 0.00
#> AZ_H5                3  0.2066     0.9061 0.00 0.06 0.94
#> AZ_G4                3  0.7523     0.5942 0.26 0.08 0.66
#> AZ_G10               3  0.9823     0.2234 0.26 0.32 0.42
#> AZ_D6                2  0.0000     0.9839 0.00 1.00 0.00
#> AZ_H1                3  0.0000     0.9540 0.00 0.00 1.00
#> AZ_G3                2  0.0000     0.9839 0.00 1.00 0.00
#> AZ_H11               2  0.0000     0.9839 0.00 1.00 0.00
#> AZ_D9                1  0.0000     0.9063 1.00 0.00 0.00
#> AZ_G5                2  0.0000     0.9839 0.00 1.00 0.00
#> AZ_H2                3  0.0000     0.9540 0.00 0.00 1.00
#> AZ_G2                3  0.0000     0.9540 0.00 0.00 1.00
#> AZ_H6                3  0.0000     0.9540 0.00 0.00 1.00
#> AZ_H12               1  0.5016     0.7691 0.76 0.00 0.24
#> AZ_D12               2  0.0000     0.9839 0.00 1.00 0.00
#> AZ_F2                2  0.0000     0.9839 0.00 1.00 0.00
#> AZ_G1                2  0.0000     0.9839 0.00 1.00 0.00
#> AZ_E9                2  0.0000     0.9839 0.00 1.00 0.00
#> AZ_H9                1  0.2537     0.8727 0.92 0.00 0.08
#> AZ_D2                2  0.0000     0.9839 0.00 1.00 0.00
#> HP1509101_O6         2  0.0000     0.9839 0.00 1.00 0.00
#> HP1504901_D15        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_O20        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_K20        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_L12        1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_E16        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_N9         1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_F14        2  0.2537     0.9011 0.08 0.92 0.00
#> HP1504901_B15        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_L8         3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_B3         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_A21        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_F15        1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_N2         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_G20        1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_H12        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_J12        1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_D12        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_F2         3  0.5560     0.5656 0.00 0.30 0.70
#> HP1504901_G8         3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_B22        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1504901_F12        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_H10        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_O7         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_P14        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_H19        1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_P21        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_G24        1  0.2959     0.8631 0.90 0.00 0.10
#> HP1504901_B8         1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_N13        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_L20        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_K12        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_H22        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_C11        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_O1         1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_B16        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_L17        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_O18        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_C17        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_B11        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_F17        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1504901_D6         3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_D18        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1504901_K19        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_F6         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_D16        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_H14        1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_M3         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_F1         1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_O8         3  0.5016     0.6643 0.00 0.24 0.76
#> HP1504901_B13        3  0.0892     0.9367 0.02 0.00 0.98
#> HP1504901_B20        2  0.5416     0.7826 0.10 0.82 0.08
#> HP1504901_M12        1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_H17        3  0.5016     0.6643 0.00 0.24 0.76
#> HP1504901_H4         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_H5         3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_B1         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_F11        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_G9         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_O21        1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_E24        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_G12        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_A16        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_A14        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_O9         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_G3         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_F5         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_P16        3  0.5216     0.5683 0.26 0.00 0.74
#> HP1504901_C16        1  0.2414     0.8679 0.94 0.04 0.02
#> HP1504901_G21        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_A5         1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_A3         3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_L18        1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_H11        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_E18        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_H6         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_J17        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_N1         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_B4         3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_J7         3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_B7         3  0.8033     0.5851 0.12 0.24 0.64
#> HP1504901_D22        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_G4         3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_D9         1  0.3686     0.8399 0.86 0.00 0.14
#> HP1504901_K14        1  0.3340     0.8520 0.88 0.00 0.12
#> HP1504901_N15        1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_C13        1  0.3340     0.8518 0.88 0.00 0.12
#> HP1504901_B23        1  0.4002     0.8267 0.84 0.00 0.16
#> HP1504901_F19        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_K22        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_O5         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_J9         1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_O17        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_A19        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_D5         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_D1         1  0.3340     0.8525 0.88 0.00 0.12
#> HP1504901_B6         1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_E23        1  0.6192     0.4475 0.58 0.00 0.42
#> HP1504901_N8         3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_N12        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_H8         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_L1         1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_B9         3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_O10        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_F20        1  0.2537     0.8425 0.92 0.08 0.00
#> HP1504901_O6         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_L13        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_L22        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_O24        1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_G13        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_J22        2  0.0000     0.9839 0.00 1.00 0.00
#> HP1504901_L14        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_A2         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_L3         1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_I3         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_A9         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_I21        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_G6         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_O16        1  0.3340     0.8028 0.88 0.12 0.00
#> HP1504901_E14        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_N24        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_D17        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_K6         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_I18        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_E21        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_H18        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_J6         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_I2         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_D14        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_G16        2  0.2066     0.9279 0.00 0.94 0.06
#> HP1504901_P20        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_M18        2  0.5016     0.7106 0.24 0.76 0.00
#> HP1504901_J3         3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_D7         3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_B10        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_K5         1  0.6280     0.0772 0.54 0.46 0.00
#> HP1504901_F10        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_G15        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_H2         1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_G18        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_N19        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_C10        3  0.0000     0.9540 0.00 0.00 1.00
#> HP1504901_I22        1  0.1529     0.8904 0.96 0.00 0.04
#> HP1504901_B21        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_N7         1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_C14        1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_A10        3  0.0892     0.9354 0.02 0.00 0.98
#> HP1504901_C23        1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_D21        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_G19        1  0.0000     0.9063 1.00 0.00 0.00
#> HP1504901_L9         1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_N23        1  0.5016     0.7691 0.76 0.00 0.24
#> HP1504901_F3         1  0.0000     0.9063 1.00 0.00 0.00

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                  class entropy silhouette   p1   p2   p3   p4
#> HP1502401_J14        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_B14        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_G14        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_H14        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_F17        4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1502401_J22        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_M15        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_K19        3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1502401_H22        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_K17        3  0.4907     0.2195 0.00 0.00 0.58 0.42
#> HP1502401_N17        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1504101T2D_I1      2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1504101T2D_O13     2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_B7         2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_L3         2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_D17        2  0.1637     0.8905 0.00 0.94 0.06 0.00
#> HP1502401_H11        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_K15        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1502401_G10        2  0.4977     0.2648 0.46 0.54 0.00 0.00
#> HP1504101T2D_D8      2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_L17        2  0.1211     0.9076 0.04 0.96 0.00 0.00
#> HP1502401_L16        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1504101T2D_E19     2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_E22        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_M4         2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_D7         3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1502401_O21        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_J11        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_K3         2  0.4522     0.5685 0.32 0.68 0.00 0.00
#> HP1502401_F22        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_I16        1  0.4790     0.2284 0.62 0.38 0.00 0.00
#> HP1502401_B24        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_N12        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1504101T2D_E10     2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_N4         2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_O24        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_K23        2  0.2647     0.8275 0.00 0.88 0.00 0.12
#> HP1502401_D8         2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_G6         2  0.0707     0.9235 0.00 0.98 0.02 0.00
#> HP1502401_L7         2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_B22        3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1502401_I9         2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_G12        4  0.4713     0.3319 0.00 0.36 0.00 0.64
#> HP1502401_D22        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_A15        2  0.4907     0.3595 0.42 0.58 0.00 0.00
#> HP1504101T2D_B3      3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504101T2D_C9      2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_I18        2  0.4790     0.4555 0.38 0.62 0.00 0.00
#> HP1502401_F15        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_B1         2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_B11        2  0.4948     0.2661 0.00 0.56 0.00 0.44
#> HP1502401_F24        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1504101T2D_M8      2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_O17        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_F9         2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1504101T2D_H4      2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_F16        3  0.0707     0.9062 0.00 0.02 0.98 0.00
#> HP1502401_C21        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_N21        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_A10        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_J12        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1502401_E3         2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> AZ_A2                2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> AZ_A12               2  0.4610     0.7613 0.00 0.80 0.10 0.10
#> AZ_A8                2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> AZ_D3                2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> AZ_H5                4  0.0707     0.8220 0.00 0.02 0.00 0.98
#> AZ_G4                3  0.5987     0.1155 0.44 0.04 0.52 0.00
#> AZ_G10               1  0.7593     0.4716 0.60 0.18 0.18 0.04
#> AZ_D6                2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> AZ_H1                3  0.3400     0.7375 0.00 0.00 0.82 0.18
#> AZ_G3                2  0.3610     0.7451 0.20 0.80 0.00 0.00
#> AZ_H11               2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> AZ_D9                1  0.4948     0.3038 0.56 0.00 0.00 0.44
#> AZ_G5                2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> AZ_H2                3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> AZ_G2                3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> AZ_H6                3  0.4907     0.2210 0.00 0.00 0.58 0.42
#> AZ_H12               4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> AZ_D12               2  0.4907     0.3173 0.00 0.58 0.00 0.42
#> AZ_F2                2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> AZ_G1                2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> AZ_E9                2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> AZ_H9                4  0.6323    -0.0341 0.44 0.00 0.06 0.50
#> AZ_D2                2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1509101_O6         2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1504901_D15        1  0.1211     0.8007 0.96 0.00 0.00 0.04
#> HP1504901_O20        3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_K20        4  0.4624     0.4075 0.00 0.00 0.34 0.66
#> HP1504901_L12        4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_E16        3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_N9         4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_F14        1  0.7877    -0.0679 0.36 0.28 0.00 0.36
#> HP1504901_B15        1  0.4994     0.2069 0.52 0.00 0.00 0.48
#> HP1504901_L8         3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_B3         1  0.3801     0.6573 0.78 0.00 0.00 0.22
#> HP1504901_A21        4  0.3172     0.7136 0.00 0.00 0.16 0.84
#> HP1504901_F15        4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_N2         1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_G20        4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_H12        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_J12        4  0.6649     0.2586 0.34 0.00 0.10 0.56
#> HP1504901_D12        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_F2         3  0.4855     0.2958 0.00 0.40 0.60 0.00
#> HP1504901_G8         3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_B22        2  0.1637     0.8908 0.00 0.94 0.06 0.00
#> HP1504901_F12        1  0.4948     0.3045 0.56 0.00 0.00 0.44
#> HP1504901_H10        1  0.4406     0.5545 0.70 0.00 0.00 0.30
#> HP1504901_O7         1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_P14        3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_H19        4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_P21        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_G24        4  0.4948     0.0415 0.44 0.00 0.00 0.56
#> HP1504901_B8         4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_N13        3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_L20        3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_K12        1  0.5000     0.1480 0.50 0.00 0.00 0.50
#> HP1504901_H22        3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_C11        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_O1         4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_B16        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_L17        3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_O18        3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_C17        3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_B11        3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_F17        2  0.0000     0.9386 0.00 1.00 0.00 0.00
#> HP1504901_D6         3  0.4994     0.0135 0.00 0.00 0.52 0.48
#> HP1504901_D18        2  0.4624     0.5357 0.34 0.66 0.00 0.00
#> HP1504901_K19        3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_F6         1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_D16        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_H14        4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_M3         1  0.4994     0.2069 0.52 0.00 0.00 0.48
#> HP1504901_F1         4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_O8         3  0.3400     0.7260 0.00 0.18 0.82 0.00
#> HP1504901_B13        3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_B20        4  0.3610     0.6513 0.00 0.20 0.00 0.80
#> HP1504901_M12        4  0.7135     0.4325 0.20 0.00 0.24 0.56
#> HP1504901_H17        3  0.0707     0.9050 0.00 0.02 0.98 0.00
#> HP1504901_H4         1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_H5         3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_B1         1  0.5000     0.1480 0.50 0.00 0.00 0.50
#> HP1504901_F11        3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_G9         1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_O21        4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_E24        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_G12        3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_A16        3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_A14        1  0.4948     0.3045 0.56 0.00 0.00 0.44
#> HP1504901_O9         1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_G3         1  0.3801     0.6575 0.78 0.00 0.00 0.22
#> HP1504901_F5         1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_P16        4  0.4790     0.3705 0.00 0.00 0.38 0.62
#> HP1504901_C16        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_G21        3  0.2011     0.8510 0.00 0.00 0.92 0.08
#> HP1504901_A5         4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_A3         3  0.1211     0.8898 0.00 0.00 0.96 0.04
#> HP1504901_L18        4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_H11        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_E18        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_H6         1  0.5000     0.1480 0.50 0.00 0.00 0.50
#> HP1504901_J17        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_N1         1  0.5000     0.1480 0.50 0.00 0.00 0.50
#> HP1504901_B4         3  0.0707     0.9080 0.00 0.00 0.98 0.02
#> HP1504901_J7         3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_B7         4  0.7021     0.0674 0.00 0.12 0.40 0.48
#> HP1504901_D22        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_G4         3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_D9         4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_K14        4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_N15        4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_C13        4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_B23        4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_F19        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_K22        3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_O5         4  0.4994     0.0548 0.48 0.00 0.00 0.52
#> HP1504901_J9         4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_O17        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_A19        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_D5         1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_D1         4  0.2921     0.7019 0.14 0.00 0.00 0.86
#> HP1504901_B6         4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_E23        4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_N8         3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_N12        1  0.3400     0.6979 0.82 0.00 0.00 0.18
#> HP1504901_H8         1  0.3400     0.6983 0.82 0.00 0.00 0.18
#> HP1504901_L1         4  0.6453     0.2191 0.36 0.00 0.08 0.56
#> HP1504901_B9         3  0.3975     0.6410 0.00 0.00 0.76 0.24
#> HP1504901_O10        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_F20        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_O6         1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_L13        1  0.4994     0.2069 0.52 0.00 0.00 0.48
#> HP1504901_L22        3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_O24        4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_G13        1  0.4948     0.3038 0.56 0.00 0.00 0.44
#> HP1504901_J22        2  0.4977     0.2738 0.46 0.54 0.00 0.00
#> HP1504901_L14        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_A2         1  0.2345     0.7615 0.90 0.00 0.00 0.10
#> HP1504901_L3         4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_I3         1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_A9         1  0.4994     0.2069 0.52 0.00 0.00 0.48
#> HP1504901_I21        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_G6         1  0.5000     0.1480 0.50 0.00 0.00 0.50
#> HP1504901_O16        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_E14        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_N24        4  0.4406     0.5174 0.00 0.00 0.30 0.70
#> HP1504901_D17        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_K6         1  0.3975     0.6352 0.76 0.00 0.00 0.24
#> HP1504901_I18        4  0.3400     0.6556 0.18 0.00 0.00 0.82
#> HP1504901_E21        3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_H18        3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_J6         1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_I2         1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_D14        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_G16        2  0.2345     0.8515 0.00 0.90 0.10 0.00
#> HP1504901_P20        1  0.4977     0.2578 0.54 0.00 0.00 0.46
#> HP1504901_M18        1  0.3801     0.5890 0.78 0.22 0.00 0.00
#> HP1504901_J3         3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_D7         3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_B10        3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_K5         1  0.1211     0.7869 0.96 0.04 0.00 0.00
#> HP1504901_F10        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_G15        1  0.4406     0.5564 0.70 0.00 0.00 0.30
#> HP1504901_H2         4  0.6976     0.4166 0.24 0.00 0.18 0.58
#> HP1504901_G18        3  0.0000     0.9225 0.00 0.00 1.00 0.00
#> HP1504901_N19        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_C10        3  0.3400     0.7365 0.00 0.00 0.82 0.18
#> HP1504901_I22        4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_B21        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_N7         4  0.4977    -0.0354 0.46 0.00 0.00 0.54
#> HP1504901_C14        4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_A10        4  0.3610     0.6737 0.00 0.00 0.20 0.80
#> HP1504901_C23        4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_D21        1  0.0000     0.8215 1.00 0.00 0.00 0.00
#> HP1504901_G19        1  0.1211     0.8005 0.96 0.00 0.00 0.04
#> HP1504901_L9         4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_N23        4  0.0000     0.8373 0.00 0.00 0.00 1.00
#> HP1504901_F3         1  0.0000     0.8215 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)

plot of chunk tab-node-0212-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-0212-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-0212-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-0212-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-0212-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-0212-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-0212-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-0212-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-0212-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-0212-get-signatures-no-scale-1

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

plot of chunk tab-node-0212-get-signatures-no-scale-2

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

plot of chunk tab-node-0212-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-0212-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-0212-dimension-reduction-1

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

plot of chunk tab-node-0212-dimension-reduction-2

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

plot of chunk tab-node-0212-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-0212-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans      232           9.47e-02         0.007614     3.23e-05 2
#> ATC:skmeans      234           6.94e-26         0.000962     2.28e-07 3
#> ATC:skmeans      198           6.49e-47         0.003208     8.74e-08 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.


Node02121

Parent node: Node0212. Child nodes: Node021111-leaf , Node021112-leaf , Node021121-leaf , Node021122-leaf , Node021123-leaf , Node021211-leaf , Node021212-leaf , Node021213-leaf , Node021221-leaf , Node021222-leaf , Node021223-leaf , Node022111-leaf , Node022112-leaf , Node022113-leaf , Node022114-leaf , Node022211-leaf , Node022212-leaf , Node022213-leaf , Node022221-leaf , Node022222-leaf , Node022223-leaf , Node022224-leaf , Node023121-leaf , Node023122-leaf , Node023123-leaf , Node024221-leaf , Node024222-leaf , Node024223-leaf .

The object with results only for a single top-value method and a single partitioning method can be extracted as:

res = res_rh["02121"]

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 11497 rows and 142 columns.
#>   Top rows (734) 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)

plot of chunk node-02121-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-02121-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 0.999           0.954       0.981          0.495 0.506   0.506
#> 3 3 1.000           0.983       0.994          0.328 0.771   0.574
#> 4 4 0.984           0.934       0.974          0.126 0.892   0.697

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                 class entropy silhouette   p1   p2
#> HP1502401_F17       2   0.469      0.881 0.10 0.90
#> HP1502401_K19       1   0.000      0.982 1.00 0.00
#> HP1502401_K17       1   0.000      0.982 1.00 0.00
#> HP1502401_B22       1   0.000      0.982 1.00 0.00
#> HP1504101T2D_B3     1   0.000      0.982 1.00 0.00
#> AZ_H5               2   0.855      0.622 0.28 0.72
#> AZ_G4               1   0.000      0.982 1.00 0.00
#> AZ_H1               1   0.000      0.982 1.00 0.00
#> AZ_D9               2   0.827      0.656 0.26 0.74
#> AZ_H2               1   0.000      0.982 1.00 0.00
#> AZ_G2               1   0.000      0.982 1.00 0.00
#> AZ_H6               1   0.000      0.982 1.00 0.00
#> AZ_H12              1   0.958      0.374 0.62 0.38
#> AZ_H9               1   0.000      0.982 1.00 0.00
#> HP1504901_D15       2   0.000      0.979 0.00 1.00
#> HP1504901_O20       1   0.000      0.982 1.00 0.00
#> HP1504901_K20       1   0.000      0.982 1.00 0.00
#> HP1504901_L12       2   0.000      0.979 0.00 1.00
#> HP1504901_E16       1   0.000      0.982 1.00 0.00
#> HP1504901_N9        2   0.000      0.979 0.00 1.00
#> HP1504901_B15       2   0.000      0.979 0.00 1.00
#> HP1504901_L8        1   0.000      0.982 1.00 0.00
#> HP1504901_B3        2   0.000      0.979 0.00 1.00
#> HP1504901_A21       1   0.000      0.982 1.00 0.00
#> HP1504901_F15       1   0.995      0.126 0.54 0.46
#> HP1504901_N2        2   0.000      0.979 0.00 1.00
#> HP1504901_G20       2   0.000      0.979 0.00 1.00
#> HP1504901_H12       2   0.000      0.979 0.00 1.00
#> HP1504901_J12       1   0.000      0.982 1.00 0.00
#> HP1504901_G8        1   0.000      0.982 1.00 0.00
#> HP1504901_F12       2   0.327      0.924 0.06 0.94
#> HP1504901_H10       2   0.000      0.979 0.00 1.00
#> HP1504901_O7        2   0.000      0.979 0.00 1.00
#> HP1504901_P14       1   0.000      0.982 1.00 0.00
#> HP1504901_H19       2   0.000      0.979 0.00 1.00
#> HP1504901_P21       2   0.000      0.979 0.00 1.00
#> HP1504901_G24       1   0.000      0.982 1.00 0.00
#> HP1504901_B8        2   0.000      0.979 0.00 1.00
#> HP1504901_N13       1   0.000      0.982 1.00 0.00
#> HP1504901_L20       1   0.000      0.982 1.00 0.00
#> HP1504901_K12       2   0.000      0.979 0.00 1.00
#> HP1504901_H22       1   0.000      0.982 1.00 0.00
#> HP1504901_C11       2   0.000      0.979 0.00 1.00
#> HP1504901_O1        2   0.827      0.657 0.26 0.74
#> HP1504901_B16       2   0.000      0.979 0.00 1.00
#> HP1504901_L17       1   0.000      0.982 1.00 0.00
#> HP1504901_O18       1   0.000      0.982 1.00 0.00
#> HP1504901_C17       1   0.000      0.982 1.00 0.00
#> HP1504901_B11       1   0.000      0.982 1.00 0.00
#> HP1504901_D6        1   0.000      0.982 1.00 0.00
#> HP1504901_K19       1   0.000      0.982 1.00 0.00
#> HP1504901_F6        2   0.000      0.979 0.00 1.00
#> HP1504901_D16       2   0.000      0.979 0.00 1.00
#> HP1504901_H14       2   0.000      0.979 0.00 1.00
#> HP1504901_M3        2   0.000      0.979 0.00 1.00
#> HP1504901_F1        1   0.000      0.982 1.00 0.00
#> HP1504901_B13       1   0.000      0.982 1.00 0.00
#> HP1504901_M12       1   0.000      0.982 1.00 0.00
#> HP1504901_H4        2   0.000      0.979 0.00 1.00
#> HP1504901_H5        1   0.000      0.982 1.00 0.00
#> HP1504901_B1        2   0.141      0.962 0.02 0.98
#> HP1504901_F11       1   0.000      0.982 1.00 0.00
#> HP1504901_G9        2   0.000      0.979 0.00 1.00
#> HP1504901_O21       2   0.000      0.979 0.00 1.00
#> HP1504901_E24       2   0.000      0.979 0.00 1.00
#> HP1504901_G12       1   0.000      0.982 1.00 0.00
#> HP1504901_A16       1   0.000      0.982 1.00 0.00
#> HP1504901_A14       1   0.242      0.945 0.96 0.04
#> HP1504901_O9        2   0.000      0.979 0.00 1.00
#> HP1504901_G3        2   0.000      0.979 0.00 1.00
#> HP1504901_F5        2   0.000      0.979 0.00 1.00
#> HP1504901_P16       1   0.000      0.982 1.00 0.00
#> HP1504901_G21       1   0.000      0.982 1.00 0.00
#> HP1504901_A5        2   0.000      0.979 0.00 1.00
#> HP1504901_A3        1   0.000      0.982 1.00 0.00
#> HP1504901_L18       2   0.000      0.979 0.00 1.00
#> HP1504901_H11       2   0.000      0.979 0.00 1.00
#> HP1504901_E18       2   0.000      0.979 0.00 1.00
#> HP1504901_H6        2   0.000      0.979 0.00 1.00
#> HP1504901_N1        2   0.000      0.979 0.00 1.00
#> HP1504901_B4        1   0.000      0.982 1.00 0.00
#> HP1504901_J7        1   0.000      0.982 1.00 0.00
#> HP1504901_D22       2   0.000      0.979 0.00 1.00
#> HP1504901_G4        1   0.000      0.982 1.00 0.00
#> HP1504901_D9        2   0.000      0.979 0.00 1.00
#> HP1504901_K14       2   0.000      0.979 0.00 1.00
#> HP1504901_N15       2   0.000      0.979 0.00 1.00
#> HP1504901_C13       2   0.000      0.979 0.00 1.00
#> HP1504901_B23       2   0.000      0.979 0.00 1.00
#> HP1504901_F19       2   0.000      0.979 0.00 1.00
#> HP1504901_J9        2   0.000      0.979 0.00 1.00
#> HP1504901_O17       2   0.000      0.979 0.00 1.00
#> HP1504901_A19       2   0.000      0.979 0.00 1.00
#> HP1504901_D5        2   0.000      0.979 0.00 1.00
#> HP1504901_D1        1   0.402      0.903 0.92 0.08
#> HP1504901_B6        2   0.000      0.979 0.00 1.00
#> HP1504901_E23       2   0.958      0.397 0.38 0.62
#> HP1504901_N8        1   0.000      0.982 1.00 0.00
#> HP1504901_N12       1   0.242      0.945 0.96 0.04
#> HP1504901_H8        2   0.000      0.979 0.00 1.00
#> HP1504901_L1        1   0.000      0.982 1.00 0.00
#> HP1504901_B9        1   0.000      0.982 1.00 0.00
#> HP1504901_O6        2   0.000      0.979 0.00 1.00
#> HP1504901_L13       2   0.141      0.962 0.02 0.98
#> HP1504901_L22       1   0.000      0.982 1.00 0.00
#> HP1504901_O24       2   0.000      0.979 0.00 1.00
#> HP1504901_G13       2   0.000      0.979 0.00 1.00
#> HP1504901_L14       2   0.000      0.979 0.00 1.00
#> HP1504901_A2        2   0.000      0.979 0.00 1.00
#> HP1504901_L3        2   0.000      0.979 0.00 1.00
#> HP1504901_I3        2   0.000      0.979 0.00 1.00
#> HP1504901_A9        2   0.000      0.979 0.00 1.00
#> HP1504901_I21       2   0.000      0.979 0.00 1.00
#> HP1504901_G6        1   0.000      0.982 1.00 0.00
#> HP1504901_E14       2   0.000      0.979 0.00 1.00
#> HP1504901_N24       1   0.000      0.982 1.00 0.00
#> HP1504901_D17       2   0.000      0.979 0.00 1.00
#> HP1504901_K6        2   0.000      0.979 0.00 1.00
#> HP1504901_I18       2   0.000      0.979 0.00 1.00
#> HP1504901_E21       1   0.000      0.982 1.00 0.00
#> HP1504901_H18       1   0.000      0.982 1.00 0.00
#> HP1504901_J6        2   0.000      0.979 0.00 1.00
#> HP1504901_I2        2   0.000      0.979 0.00 1.00
#> HP1504901_D14       2   0.000      0.979 0.00 1.00
#> HP1504901_P20       2   0.827      0.654 0.26 0.74
#> HP1504901_D7        1   0.000      0.982 1.00 0.00
#> HP1504901_B10       1   0.000      0.982 1.00 0.00
#> HP1504901_F10       2   0.000      0.979 0.00 1.00
#> HP1504901_G15       2   0.000      0.979 0.00 1.00
#> HP1504901_H2        1   0.000      0.982 1.00 0.00
#> HP1504901_G18       1   0.000      0.982 1.00 0.00
#> HP1504901_C10       1   0.000      0.982 1.00 0.00
#> HP1504901_I22       2   0.000      0.979 0.00 1.00
#> HP1504901_N7        2   0.000      0.979 0.00 1.00
#> HP1504901_C14       2   0.000      0.979 0.00 1.00
#> HP1504901_A10       1   0.000      0.982 1.00 0.00
#> HP1504901_C23       2   0.000      0.979 0.00 1.00
#> HP1504901_D21       2   0.000      0.979 0.00 1.00
#> HP1504901_G19       1   0.141      0.964 0.98 0.02
#> HP1504901_L9        2   0.000      0.979 0.00 1.00
#> HP1504901_N23       2   0.000      0.979 0.00 1.00
#> HP1504901_F3        2   0.000      0.979 0.00 1.00

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                 class entropy silhouette   p1   p2   p3
#> HP1502401_F17       3   0.000     0.9854 0.00 0.00 1.00
#> HP1502401_K19       1   0.000     0.9908 1.00 0.00 0.00
#> HP1502401_K17       1   0.000     0.9908 1.00 0.00 0.00
#> HP1502401_B22       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504101T2D_B3     1   0.000     0.9908 1.00 0.00 0.00
#> AZ_H5               3   0.000     0.9854 0.00 0.00 1.00
#> AZ_G4               1   0.000     0.9908 1.00 0.00 0.00
#> AZ_H1               1   0.000     0.9908 1.00 0.00 0.00
#> AZ_D9               2   0.000     1.0000 0.00 1.00 0.00
#> AZ_H2               1   0.000     0.9908 1.00 0.00 0.00
#> AZ_G2               1   0.000     0.9908 1.00 0.00 0.00
#> AZ_H6               1   0.000     0.9908 1.00 0.00 0.00
#> AZ_H12              3   0.000     0.9854 0.00 0.00 1.00
#> AZ_H9               1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_D15       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_O20       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_K20       3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_L12       3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_E16       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_N9        3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_B15       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_L8        1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_B3        2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_A21       3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_F15       3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_N2        2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_G20       3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_H12       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_J12       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_G8        1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_F12       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_H10       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_O7        2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_P14       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_H19       3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_P21       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_G24       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_B8        3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_N13       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_L20       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_K12       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_H22       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_C11       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_O1        3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_B16       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_L17       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_O18       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_C17       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_B11       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_D6        1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_K19       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_F6        2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_D16       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_H14       3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_M3        2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_F1        3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_B13       1   0.556     0.5717 0.70 0.30 0.00
#> HP1504901_M12       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_H4        2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_H5        1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_B1        2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_F11       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_G9        2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_O21       3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_E24       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_G12       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_A16       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_A14       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_O9        2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_G3        2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_F5        2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_P16       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_G21       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_A5        3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_A3        1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_L18       3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_H11       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_E18       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_H6        2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_N1        2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_B4        1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_J7        1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_D22       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_G4        1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_D9        3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_K14       3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_N15       3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_C13       3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_B23       3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_F19       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_J9        3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_O17       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_A19       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_D5        2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_D1        3   0.758     0.0872 0.46 0.04 0.50
#> HP1504901_B6        3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_E23       3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_N8        1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_N12       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_H8        2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_L1        1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_B9        1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_O6        2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_L13       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_L22       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_O24       3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_G13       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_L14       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_A2        2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_L3        3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_I3        2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_A9        2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_I21       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_G6        1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_E14       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_N24       1   0.207     0.9310 0.94 0.00 0.06
#> HP1504901_D17       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_K6        2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_I18       3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_E21       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_H18       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_J6        2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_I2        2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_D14       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_P20       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_D7        1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_B10       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_F10       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_G15       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_H2        1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_G18       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_C10       1   0.000     0.9908 1.00 0.00 0.00
#> HP1504901_I22       3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_N7        2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_C14       3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_A10       1   0.207     0.9312 0.94 0.00 0.06
#> HP1504901_C23       3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_D21       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_G19       2   0.000     1.0000 0.00 1.00 0.00
#> HP1504901_L9        3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_N23       3   0.000     0.9854 0.00 0.00 1.00
#> HP1504901_F3        2   0.000     1.0000 0.00 1.00 0.00

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                 class entropy silhouette   p1   p2   p3   p4
#> HP1502401_F17       3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1502401_K19       1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1502401_K17       4  0.4522     0.4983 0.32 0.00 0.00 0.68
#> HP1502401_B22       1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504101T2D_B3     1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> AZ_H5               3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> AZ_G4               4  0.0000     0.9280 0.00 0.00 0.00 1.00
#> AZ_H1               1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> AZ_D9               4  0.0000     0.9280 0.00 0.00 0.00 1.00
#> AZ_H2               1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> AZ_G2               1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> AZ_H6               1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> AZ_H12              3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> AZ_H9               4  0.0000     0.9280 0.00 0.00 0.00 1.00
#> HP1504901_D15       2  0.3400     0.7642 0.00 0.82 0.00 0.18
#> HP1504901_O20       1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_K20       3  0.2921     0.8225 0.14 0.00 0.86 0.00
#> HP1504901_L12       3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_E16       1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_N9        3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_B15       2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_L8        1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_B3        2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_A21       3  0.2011     0.9004 0.08 0.00 0.92 0.00
#> HP1504901_F15       3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_N2        2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_G20       3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_H12       2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_J12       4  0.0000     0.9280 0.00 0.00 0.00 1.00
#> HP1504901_G8        1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_F12       4  0.0000     0.9280 0.00 0.00 0.00 1.00
#> HP1504901_H10       2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_O7        2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_P14       1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_H19       3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_P21       2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_G24       4  0.0000     0.9280 0.00 0.00 0.00 1.00
#> HP1504901_B8        3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_N13       1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_L20       1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_K12       2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_H22       1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_C11       2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_O1        3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_B16       4  0.4624     0.4884 0.00 0.34 0.00 0.66
#> HP1504901_L17       1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_O18       1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_C17       1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_B11       1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_D6        1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_K19       1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_F6        2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_D16       2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_H14       3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_M3        2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_F1        3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_B13       1  0.4790     0.3871 0.62 0.38 0.00 0.00
#> HP1504901_M12       4  0.0707     0.9145 0.02 0.00 0.00 0.98
#> HP1504901_H4        2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_H5        1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_B1        4  0.0000     0.9280 0.00 0.00 0.00 1.00
#> HP1504901_F11       1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_G9        2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_O21       3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_E24       2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_G12       1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_A16       1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_A14       4  0.0000     0.9280 0.00 0.00 0.00 1.00
#> HP1504901_O9        2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_G3        2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_F5        2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_P16       1  0.4406     0.5591 0.70 0.00 0.00 0.30
#> HP1504901_G21       1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_A5        3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_A3        1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_L18       3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_H11       2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_E18       2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_H6        2  0.4994     0.0401 0.00 0.52 0.00 0.48
#> HP1504901_N1        2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_B4        1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_J7        1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_D22       4  0.3400     0.7613 0.00 0.18 0.00 0.82
#> HP1504901_G4        1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_D9        3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_K14       3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_N15       3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_C13       3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_B23       3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_F19       2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_J9        3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_O17       2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_A19       4  0.4855     0.3350 0.00 0.40 0.00 0.60
#> HP1504901_D5        2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_D1        4  0.0000     0.9280 0.00 0.00 0.00 1.00
#> HP1504901_B6        3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_E23       3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_N8        1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_N12       4  0.0000     0.9280 0.00 0.00 0.00 1.00
#> HP1504901_H8        4  0.2011     0.8701 0.00 0.08 0.00 0.92
#> HP1504901_L1        4  0.0000     0.9280 0.00 0.00 0.00 1.00
#> HP1504901_B9        1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_O6        2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_L13       4  0.0000     0.9280 0.00 0.00 0.00 1.00
#> HP1504901_L22       1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_O24       3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_G13       2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_L14       2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_A2        2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_L3        3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_I3        2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_A9        2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_I21       2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_G6        4  0.0000     0.9280 0.00 0.00 0.00 1.00
#> HP1504901_E14       2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_N24       1  0.1637     0.9159 0.94 0.00 0.06 0.00
#> HP1504901_D17       2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_K6        2  0.2011     0.8899 0.00 0.92 0.00 0.08
#> HP1504901_I18       3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_E21       1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_H18       1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_J6        2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_I2        2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_D14       2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_P20       4  0.0000     0.9280 0.00 0.00 0.00 1.00
#> HP1504901_D7        1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_B10       1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_F10       2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_G15       2  0.4977     0.1150 0.00 0.54 0.00 0.46
#> HP1504901_H2        4  0.1211     0.8988 0.04 0.00 0.00 0.96
#> HP1504901_G18       1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_C10       1  0.0000     0.9791 1.00 0.00 0.00 0.00
#> HP1504901_I22       3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_N7        2  0.1637     0.9128 0.00 0.94 0.00 0.06
#> HP1504901_C14       3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_A10       1  0.1211     0.9384 0.96 0.00 0.04 0.00
#> HP1504901_C23       3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_D21       2  0.0000     0.9690 0.00 1.00 0.00 0.00
#> HP1504901_G19       4  0.0000     0.9280 0.00 0.00 0.00 1.00
#> HP1504901_L9        3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_N23       3  0.0000     0.9918 0.00 0.00 1.00 0.00
#> HP1504901_F3        2  0.0000     0.9690 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)

plot of chunk tab-node-02121-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-02121-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-02121-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-02121-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-02121-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-02121-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-02121-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-02121-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-02121-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-02121-get-signatures-no-scale-1

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

plot of chunk tab-node-02121-get-signatures-no-scale-2

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

plot of chunk tab-node-02121-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-02121-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-02121-dimension-reduction-1

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

plot of chunk tab-node-02121-dimension-reduction-2

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

plot of chunk tab-node-02121-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-02121-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans      139           1.53e-17            0.878       0.0353 2
#> ATC:skmeans      141           9.36e-42            0.422       0.0519 3
#> ATC:skmeans      136           3.66e-45            0.521          NaN 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.


Node02122

Parent node: Node0212. Child nodes: Node021111-leaf , Node021112-leaf , Node021121-leaf , Node021122-leaf , Node021123-leaf , Node021211-leaf , Node021212-leaf , Node021213-leaf , Node021221-leaf , Node021222-leaf , Node021223-leaf , Node022111-leaf , Node022112-leaf , Node022113-leaf , Node022114-leaf , Node022211-leaf , Node022212-leaf , Node022213-leaf , Node022221-leaf , Node022222-leaf , Node022223-leaf , Node022224-leaf , Node023121-leaf , Node023122-leaf , Node023123-leaf , Node024221-leaf , Node024222-leaf , Node024223-leaf .

The object with results only for a single top-value method and a single partitioning method can be extracted as:

res = res_rh["02122"]

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 11474 rows and 96 columns.
#>   Top rows (870) 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)

plot of chunk node-02122-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-02122-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 1.000           0.986       0.994          0.503 0.498   0.498
#> 3 3 0.971           0.953       0.979          0.313 0.798   0.613
#> 4 4 0.683           0.642       0.834          0.110 0.886   0.685

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                  class entropy silhouette   p1   p2
#> HP1502401_J14        2   0.000      0.991 0.00 1.00
#> HP1502401_B14        1   0.000      0.997 1.00 0.00
#> HP1502401_G14        1   0.000      0.997 1.00 0.00
#> HP1502401_H14        2   0.000      0.991 0.00 1.00
#> HP1502401_J22        1   0.000      0.997 1.00 0.00
#> HP1502401_M15        2   0.000      0.991 0.00 1.00
#> HP1502401_H22        1   0.000      0.997 1.00 0.00
#> HP1502401_N17        2   0.000      0.991 0.00 1.00
#> HP1504101T2D_I1      2   0.000      0.991 0.00 1.00
#> HP1504101T2D_O13     2   0.000      0.991 0.00 1.00
#> HP1502401_B7         1   0.000      0.997 1.00 0.00
#> HP1502401_L3         2   0.000      0.991 0.00 1.00
#> HP1502401_D17        1   0.000      0.997 1.00 0.00
#> HP1502401_H11        1   0.000      0.997 1.00 0.00
#> HP1502401_K15        2   0.000      0.991 0.00 1.00
#> HP1502401_G10        2   0.000      0.991 0.00 1.00
#> HP1504101T2D_D8      1   0.000      0.997 1.00 0.00
#> HP1502401_L17        2   0.000      0.991 0.00 1.00
#> HP1502401_L16        2   0.000      0.991 0.00 1.00
#> HP1504101T2D_E19     2   0.469      0.886 0.10 0.90
#> HP1502401_E22        1   0.000      0.997 1.00 0.00
#> HP1502401_M4         2   0.000      0.991 0.00 1.00
#> HP1502401_D7         1   0.000      0.997 1.00 0.00
#> HP1502401_O21        2   0.000      0.991 0.00 1.00
#> HP1502401_J11        2   0.000      0.991 0.00 1.00
#> HP1502401_K3         2   0.000      0.991 0.00 1.00
#> HP1502401_F22        1   0.000      0.997 1.00 0.00
#> HP1502401_I16        2   0.000      0.991 0.00 1.00
#> HP1502401_B24        1   0.000      0.997 1.00 0.00
#> HP1502401_N12        2   0.000      0.991 0.00 1.00
#> HP1504101T2D_E10     2   0.000      0.991 0.00 1.00
#> HP1502401_N4         2   0.000      0.991 0.00 1.00
#> HP1502401_O24        2   0.000      0.991 0.00 1.00
#> HP1502401_K23        1   0.327      0.937 0.94 0.06
#> HP1502401_D8         1   0.242      0.958 0.96 0.04
#> HP1502401_G6         1   0.000      0.997 1.00 0.00
#> HP1502401_L7         2   0.000      0.991 0.00 1.00
#> HP1502401_I9         1   0.000      0.997 1.00 0.00
#> HP1502401_G12        2   0.242      0.952 0.04 0.96
#> HP1502401_D22        1   0.000      0.997 1.00 0.00
#> HP1502401_A15        2   0.000      0.991 0.00 1.00
#> HP1504101T2D_C9      1   0.000      0.997 1.00 0.00
#> HP1502401_I18        2   0.000      0.991 0.00 1.00
#> HP1502401_F15        2   0.000      0.991 0.00 1.00
#> HP1502401_B1         1   0.000      0.997 1.00 0.00
#> HP1502401_B11        2   0.000      0.991 0.00 1.00
#> HP1502401_F24        1   0.000      0.997 1.00 0.00
#> HP1504101T2D_M8      2   0.925      0.489 0.34 0.66
#> HP1502401_O17        2   0.000      0.991 0.00 1.00
#> HP1502401_F9         1   0.000      0.997 1.00 0.00
#> HP1504101T2D_H4      2   0.000      0.991 0.00 1.00
#> HP1502401_F16        1   0.000      0.997 1.00 0.00
#> HP1502401_C21        1   0.000      0.997 1.00 0.00
#> HP1502401_N21        1   0.000      0.997 1.00 0.00
#> HP1502401_A10        1   0.000      0.997 1.00 0.00
#> HP1502401_J12        1   0.000      0.997 1.00 0.00
#> HP1502401_E3         1   0.000      0.997 1.00 0.00
#> AZ_A2                1   0.141      0.979 0.98 0.02
#> AZ_A12               1   0.000      0.997 1.00 0.00
#> AZ_A8                1   0.000      0.997 1.00 0.00
#> AZ_D3                2   0.000      0.991 0.00 1.00
#> AZ_G10               2   0.000      0.991 0.00 1.00
#> AZ_D6                1   0.000      0.997 1.00 0.00
#> AZ_G3                2   0.000      0.991 0.00 1.00
#> AZ_H11               1   0.000      0.997 1.00 0.00
#> AZ_G5                2   0.000      0.991 0.00 1.00
#> AZ_D12               2   0.000      0.991 0.00 1.00
#> AZ_F2                1   0.000      0.997 1.00 0.00
#> AZ_G1                2   0.000      0.991 0.00 1.00
#> AZ_E9                2   0.000      0.991 0.00 1.00
#> AZ_D2                1   0.000      0.997 1.00 0.00
#> HP1509101_O6         1   0.000      0.997 1.00 0.00
#> HP1504901_F14        2   0.000      0.991 0.00 1.00
#> HP1504901_D12        2   0.000      0.991 0.00 1.00
#> HP1504901_F2         1   0.000      0.997 1.00 0.00
#> HP1504901_B22        1   0.000      0.997 1.00 0.00
#> HP1504901_F17        1   0.000      0.997 1.00 0.00
#> HP1504901_D18        2   0.000      0.991 0.00 1.00
#> HP1504901_O8         1   0.000      0.997 1.00 0.00
#> HP1504901_B20        2   0.000      0.991 0.00 1.00
#> HP1504901_H17        1   0.000      0.997 1.00 0.00
#> HP1504901_C16        2   0.000      0.991 0.00 1.00
#> HP1504901_J17        2   0.000      0.991 0.00 1.00
#> HP1504901_B7         1   0.000      0.997 1.00 0.00
#> HP1504901_K22        1   0.000      0.997 1.00 0.00
#> HP1504901_O5         2   0.000      0.991 0.00 1.00
#> HP1504901_O10        2   0.000      0.991 0.00 1.00
#> HP1504901_F20        2   0.000      0.991 0.00 1.00
#> HP1504901_J22        2   0.000      0.991 0.00 1.00
#> HP1504901_O16        2   0.000      0.991 0.00 1.00
#> HP1504901_G16        1   0.000      0.997 1.00 0.00
#> HP1504901_M18        2   0.000      0.991 0.00 1.00
#> HP1504901_J3         1   0.000      0.997 1.00 0.00
#> HP1504901_K5         2   0.000      0.991 0.00 1.00
#> HP1504901_N19        2   0.000      0.991 0.00 1.00
#> HP1504901_B21        2   0.000      0.991 0.00 1.00

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                  class entropy silhouette   p1   p2   p3
#> HP1502401_J14        2  0.0000      0.980 0.00 1.00 0.00
#> HP1502401_B14        1  0.0000      0.977 1.00 0.00 0.00
#> HP1502401_G14        1  0.0000      0.977 1.00 0.00 0.00
#> HP1502401_H14        2  0.0892      0.965 0.00 0.98 0.02
#> HP1502401_J22        1  0.0000      0.977 1.00 0.00 0.00
#> HP1502401_M15        2  0.0000      0.980 0.00 1.00 0.00
#> HP1502401_H22        1  0.0000      0.977 1.00 0.00 0.00
#> HP1502401_N17        2  0.0000      0.980 0.00 1.00 0.00
#> HP1504101T2D_I1      3  0.0000      0.976 0.00 0.00 1.00
#> HP1504101T2D_O13     3  0.0000      0.976 0.00 0.00 1.00
#> HP1502401_B7         1  0.0000      0.977 1.00 0.00 0.00
#> HP1502401_L3         2  0.0000      0.980 0.00 1.00 0.00
#> HP1502401_D17        1  0.0000      0.977 1.00 0.00 0.00
#> HP1502401_H11        1  0.0000      0.977 1.00 0.00 0.00
#> HP1502401_K15        2  0.0000      0.980 0.00 1.00 0.00
#> HP1502401_G10        2  0.0000      0.980 0.00 1.00 0.00
#> HP1504101T2D_D8      3  0.0000      0.976 0.00 0.00 1.00
#> HP1502401_L17        2  0.0000      0.980 0.00 1.00 0.00
#> HP1502401_L16        2  0.0000      0.980 0.00 1.00 0.00
#> HP1504101T2D_E19     3  0.0000      0.976 0.00 0.00 1.00
#> HP1502401_E22        1  0.0000      0.977 1.00 0.00 0.00
#> HP1502401_M4         2  0.0000      0.980 0.00 1.00 0.00
#> HP1502401_D7         1  0.0000      0.977 1.00 0.00 0.00
#> HP1502401_O21        2  0.0000      0.980 0.00 1.00 0.00
#> HP1502401_J11        2  0.0000      0.980 0.00 1.00 0.00
#> HP1502401_K3         2  0.0000      0.980 0.00 1.00 0.00
#> HP1502401_F22        1  0.0000      0.977 1.00 0.00 0.00
#> HP1502401_I16        2  0.0000      0.980 0.00 1.00 0.00
#> HP1502401_B24        1  0.0000      0.977 1.00 0.00 0.00
#> HP1502401_N12        2  0.0000      0.980 0.00 1.00 0.00
#> HP1504101T2D_E10     3  0.2537      0.910 0.00 0.08 0.92
#> HP1502401_N4         2  0.0000      0.980 0.00 1.00 0.00
#> HP1502401_O24        3  0.0000      0.976 0.00 0.00 1.00
#> HP1502401_K23        1  0.0892      0.958 0.98 0.02 0.00
#> HP1502401_D8         3  0.0000      0.976 0.00 0.00 1.00
#> HP1502401_G6         1  0.0000      0.977 1.00 0.00 0.00
#> HP1502401_L7         2  0.0000      0.980 0.00 1.00 0.00
#> HP1502401_I9         3  0.0000      0.976 0.00 0.00 1.00
#> HP1502401_G12        3  0.0892      0.963 0.00 0.02 0.98
#> HP1502401_D22        1  0.0000      0.977 1.00 0.00 0.00
#> HP1502401_A15        2  0.0000      0.980 0.00 1.00 0.00
#> HP1504101T2D_C9      3  0.0000      0.976 0.00 0.00 1.00
#> HP1502401_I18        2  0.0000      0.980 0.00 1.00 0.00
#> HP1502401_F15        3  0.0000      0.976 0.00 0.00 1.00
#> HP1502401_B1         1  0.0000      0.977 1.00 0.00 0.00
#> HP1502401_B11        3  0.0892      0.963 0.00 0.02 0.98
#> HP1502401_F24        1  0.0000      0.977 1.00 0.00 0.00
#> HP1504101T2D_M8      3  0.0000      0.976 0.00 0.00 1.00
#> HP1502401_O17        2  0.0892      0.965 0.00 0.98 0.02
#> HP1502401_F9         1  0.0000      0.977 1.00 0.00 0.00
#> HP1504101T2D_H4      3  0.3340      0.862 0.00 0.12 0.88
#> HP1502401_F16        1  0.0000      0.977 1.00 0.00 0.00
#> HP1502401_C21        1  0.0000      0.977 1.00 0.00 0.00
#> HP1502401_N21        1  0.0000      0.977 1.00 0.00 0.00
#> HP1502401_A10        1  0.0000      0.977 1.00 0.00 0.00
#> HP1502401_J12        1  0.0000      0.977 1.00 0.00 0.00
#> HP1502401_E3         1  0.0000      0.977 1.00 0.00 0.00
#> AZ_A2                1  0.6045      0.397 0.62 0.00 0.38
#> AZ_A12               1  0.0000      0.977 1.00 0.00 0.00
#> AZ_A8                1  0.0000      0.977 1.00 0.00 0.00
#> AZ_D3                2  0.0000      0.980 0.00 1.00 0.00
#> AZ_G10               2  0.0000      0.980 0.00 1.00 0.00
#> AZ_D6                1  0.6045      0.405 0.62 0.00 0.38
#> AZ_G3                2  0.0000      0.980 0.00 1.00 0.00
#> AZ_H11               1  0.0000      0.977 1.00 0.00 0.00
#> AZ_G5                3  0.0000      0.976 0.00 0.00 1.00
#> AZ_D12               3  0.0000      0.976 0.00 0.00 1.00
#> AZ_F2                1  0.0892      0.960 0.98 0.00 0.02
#> AZ_G1                2  0.0000      0.980 0.00 1.00 0.00
#> AZ_E9                3  0.0000      0.976 0.00 0.00 1.00
#> AZ_D2                1  0.0000      0.977 1.00 0.00 0.00
#> HP1509101_O6         3  0.0000      0.976 0.00 0.00 1.00
#> HP1504901_F14        3  0.5016      0.687 0.00 0.24 0.76
#> HP1504901_D12        2  0.0000      0.980 0.00 1.00 0.00
#> HP1504901_F2         1  0.0000      0.977 1.00 0.00 0.00
#> HP1504901_B22        1  0.0000      0.977 1.00 0.00 0.00
#> HP1504901_F17        1  0.0000      0.977 1.00 0.00 0.00
#> HP1504901_D18        2  0.4796      0.727 0.00 0.78 0.22
#> HP1504901_O8         1  0.0000      0.977 1.00 0.00 0.00
#> HP1504901_B20        2  0.2537      0.909 0.00 0.92 0.08
#> HP1504901_H17        1  0.0000      0.977 1.00 0.00 0.00
#> HP1504901_C16        2  0.0000      0.980 0.00 1.00 0.00
#> HP1504901_J17        2  0.0000      0.980 0.00 1.00 0.00
#> HP1504901_B7         3  0.0000      0.976 0.00 0.00 1.00
#> HP1504901_K22        1  0.0000      0.977 1.00 0.00 0.00
#> HP1504901_O5         3  0.0000      0.976 0.00 0.00 1.00
#> HP1504901_O10        2  0.0000      0.980 0.00 1.00 0.00
#> HP1504901_F20        2  0.0000      0.980 0.00 1.00 0.00
#> HP1504901_J22        2  0.0000      0.980 0.00 1.00 0.00
#> HP1504901_O16        2  0.0000      0.980 0.00 1.00 0.00
#> HP1504901_G16        3  0.0000      0.976 0.00 0.00 1.00
#> HP1504901_M18        2  0.0000      0.980 0.00 1.00 0.00
#> HP1504901_J3         1  0.0000      0.977 1.00 0.00 0.00
#> HP1504901_K5         2  0.3686      0.841 0.00 0.86 0.14
#> HP1504901_N19        2  0.4555      0.758 0.00 0.80 0.20
#> HP1504901_B21        2  0.0892      0.965 0.00 0.98 0.02

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                  class entropy silhouette   p1   p2   p3   p4
#> HP1502401_J14        2  0.0000    0.84889 0.00 1.00 0.00 0.00
#> HP1502401_B14        1  0.3972    0.81986 0.84 0.00 0.08 0.08
#> HP1502401_G14        1  0.5151    0.74843 0.76 0.00 0.14 0.10
#> HP1502401_H14        2  0.5957   -0.04701 0.00 0.54 0.04 0.42
#> HP1502401_J22        1  0.0000    0.88952 1.00 0.00 0.00 0.00
#> HP1502401_M15        2  0.0000    0.84889 0.00 1.00 0.00 0.00
#> HP1502401_H22        1  0.0000    0.88952 1.00 0.00 0.00 0.00
#> HP1502401_N17        2  0.0000    0.84889 0.00 1.00 0.00 0.00
#> HP1504101T2D_I1      3  0.0000    0.78148 0.00 0.00 1.00 0.00
#> HP1504101T2D_O13     3  0.0000    0.78148 0.00 0.00 1.00 0.00
#> HP1502401_B7         1  0.0000    0.88952 1.00 0.00 0.00 0.00
#> HP1502401_L3         2  0.3610    0.62131 0.00 0.80 0.00 0.20
#> HP1502401_D17        1  0.4642    0.65004 0.74 0.24 0.00 0.02
#> HP1502401_H11        1  0.1211    0.88081 0.96 0.00 0.00 0.04
#> HP1502401_K15        2  0.1637    0.80348 0.00 0.94 0.00 0.06
#> HP1502401_G10        2  0.0000    0.84889 0.00 1.00 0.00 0.00
#> HP1504101T2D_D8      3  0.0000    0.78148 0.00 0.00 1.00 0.00
#> HP1502401_L17        2  0.0707    0.83399 0.00 0.98 0.00 0.02
#> HP1502401_L16        2  0.0000    0.84889 0.00 1.00 0.00 0.00
#> HP1504101T2D_E19     3  0.0000    0.78148 0.00 0.00 1.00 0.00
#> HP1502401_E22        1  0.0000    0.88952 1.00 0.00 0.00 0.00
#> HP1502401_M4         2  0.0707    0.83683 0.00 0.98 0.00 0.02
#> HP1502401_D7         1  0.0000    0.88952 1.00 0.00 0.00 0.00
#> HP1502401_O21        2  0.0000    0.84889 0.00 1.00 0.00 0.00
#> HP1502401_J11        2  0.0000    0.84889 0.00 1.00 0.00 0.00
#> HP1502401_K3         2  0.0000    0.84889 0.00 1.00 0.00 0.00
#> HP1502401_F22        1  0.0000    0.88952 1.00 0.00 0.00 0.00
#> HP1502401_I16        4  0.4994    0.23116 0.00 0.48 0.00 0.52
#> HP1502401_B24        1  0.0000    0.88952 1.00 0.00 0.00 0.00
#> HP1502401_N12        2  0.0000    0.84889 0.00 1.00 0.00 0.00
#> HP1504101T2D_E10     3  0.5956    0.51550 0.00 0.10 0.68 0.22
#> HP1502401_N4         2  0.0707    0.83750 0.00 0.98 0.00 0.02
#> HP1502401_O24        3  0.3400    0.66172 0.00 0.00 0.82 0.18
#> HP1502401_K23        1  0.7344    0.19947 0.46 0.38 0.00 0.16
#> HP1502401_D8         3  0.0000    0.78148 0.00 0.00 1.00 0.00
#> HP1502401_G6         1  0.0000    0.88952 1.00 0.00 0.00 0.00
#> HP1502401_L7         2  0.0000    0.84889 0.00 1.00 0.00 0.00
#> HP1502401_I9         3  0.4277    0.58046 0.00 0.00 0.72 0.28
#> HP1502401_G12        4  0.6425    0.01166 0.02 0.04 0.36 0.58
#> HP1502401_D22        1  0.0000    0.88952 1.00 0.00 0.00 0.00
#> HP1502401_A15        2  0.0000    0.84889 0.00 1.00 0.00 0.00
#> HP1504101T2D_C9      3  0.0000    0.78148 0.00 0.00 1.00 0.00
#> HP1502401_I18        2  0.0707    0.83651 0.00 0.98 0.00 0.02
#> HP1502401_F15        4  0.4948   -0.07094 0.00 0.00 0.44 0.56
#> HP1502401_B1         1  0.0707    0.88474 0.98 0.00 0.00 0.02
#> HP1502401_B11        4  0.4713    0.11841 0.00 0.00 0.36 0.64
#> HP1502401_F24        1  0.0000    0.88952 1.00 0.00 0.00 0.00
#> HP1504101T2D_M8      3  0.0000    0.78148 0.00 0.00 1.00 0.00
#> HP1502401_O17        4  0.6805    0.38787 0.00 0.40 0.10 0.50
#> HP1502401_F9         1  0.2011    0.86799 0.92 0.00 0.00 0.08
#> HP1504101T2D_H4      3  0.6617    0.30859 0.00 0.12 0.60 0.28
#> HP1502401_F16        1  0.3335    0.79256 0.86 0.12 0.00 0.02
#> HP1502401_C21        1  0.0000    0.88952 1.00 0.00 0.00 0.00
#> HP1502401_N21        1  0.0000    0.88952 1.00 0.00 0.00 0.00
#> HP1502401_A10        1  0.0000    0.88952 1.00 0.00 0.00 0.00
#> HP1502401_J12        1  0.0000    0.88952 1.00 0.00 0.00 0.00
#> HP1502401_E3         1  0.0000    0.88952 1.00 0.00 0.00 0.00
#> AZ_A2                1  0.8389    0.02254 0.38 0.02 0.26 0.34
#> AZ_A12               1  0.4292    0.76872 0.82 0.10 0.00 0.08
#> AZ_A8                1  0.2011    0.86772 0.92 0.00 0.00 0.08
#> AZ_D3                2  0.4624    0.32406 0.00 0.66 0.00 0.34
#> AZ_G10               2  0.0707    0.83399 0.00 0.98 0.00 0.02
#> AZ_D6                3  0.6649    0.21268 0.34 0.00 0.56 0.10
#> AZ_G3                2  0.0707    0.83399 0.00 0.98 0.00 0.02
#> AZ_H11               1  0.0000    0.88952 1.00 0.00 0.00 0.00
#> AZ_G5                4  0.4713    0.11850 0.00 0.00 0.36 0.64
#> AZ_D12               4  0.4522    0.20306 0.00 0.00 0.32 0.68
#> AZ_F2                1  0.6477    0.51079 0.60 0.00 0.30 0.10
#> AZ_G1                2  0.0000    0.84889 0.00 1.00 0.00 0.00
#> AZ_E9                3  0.5915    0.23698 0.00 0.04 0.56 0.40
#> AZ_D2                1  0.6248    0.58376 0.64 0.00 0.26 0.10
#> HP1509101_O6         3  0.3853    0.72260 0.02 0.00 0.82 0.16
#> HP1504901_F14        4  0.3247    0.51815 0.00 0.06 0.06 0.88
#> HP1504901_D12        4  0.5062    0.52546 0.00 0.30 0.02 0.68
#> HP1504901_F2         1  0.3037    0.84994 0.88 0.00 0.02 0.10
#> HP1504901_B22        1  0.4292    0.80593 0.82 0.00 0.08 0.10
#> HP1504901_F17        1  0.5784    0.67433 0.70 0.00 0.20 0.10
#> HP1504901_D18        4  0.2647    0.56678 0.00 0.12 0.00 0.88
#> HP1504901_O8         1  0.2011    0.86772 0.92 0.00 0.00 0.08
#> HP1504901_B20        4  0.4955    0.52015 0.02 0.20 0.02 0.76
#> HP1504901_H17        1  0.2011    0.86772 0.92 0.00 0.00 0.08
#> HP1504901_C16        2  0.4977   -0.08891 0.00 0.54 0.00 0.46
#> HP1504901_J17        4  0.4994    0.23909 0.00 0.48 0.00 0.52
#> HP1504901_B7         3  0.3172    0.73137 0.00 0.00 0.84 0.16
#> HP1504901_K22        1  0.0000    0.88952 1.00 0.00 0.00 0.00
#> HP1504901_O5         3  0.5000    0.17311 0.00 0.00 0.50 0.50
#> HP1504901_O10        2  0.4948    0.00344 0.00 0.56 0.00 0.44
#> HP1504901_F20        2  0.4977   -0.10615 0.00 0.54 0.00 0.46
#> HP1504901_J22        4  0.4977    0.29294 0.00 0.46 0.00 0.54
#> HP1504901_O16        4  0.4948    0.32396 0.00 0.44 0.00 0.56
#> HP1504901_G16        3  0.2011    0.74523 0.00 0.00 0.92 0.08
#> HP1504901_M18        4  0.4907    0.36830 0.00 0.42 0.00 0.58
#> HP1504901_J3         1  0.2011    0.86772 0.92 0.00 0.00 0.08
#> HP1504901_K5         4  0.4472    0.57298 0.00 0.22 0.02 0.76
#> HP1504901_N19        4  0.6049    0.57619 0.00 0.20 0.12 0.68
#> HP1504901_B21        4  0.4790    0.43608 0.00 0.38 0.00 0.62

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

consensus_heatmap(res, k = 2)

plot of chunk tab-node-02122-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-02122-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-02122-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-02122-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-02122-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-02122-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-02122-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-02122-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-02122-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-02122-get-signatures-no-scale-1

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

plot of chunk tab-node-02122-get-signatures-no-scale-2

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

plot of chunk tab-node-02122-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-02122-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-02122-dimension-reduction-1

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

plot of chunk tab-node-02122-dimension-reduction-2

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

plot of chunk tab-node-02122-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-02122-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans       95           5.86e-16         5.59e-01      0.61103 2
#> ATC:skmeans       94           4.10e-18         6.11e-07      0.00299 3
#> ATC:skmeans       73           3.17e-14         8.52e-08          NaN 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.


Node022

Parent node: Node02. Child nodes: Node0121-leaf , Node0122 , Node0123-leaf , Node0131-leaf , Node0132-leaf , Node0211 , Node0212 , Node0213-leaf , Node0221 , Node0222 , Node0223 , Node0231 , Node0232 , Node0233 , Node0241 , Node0242 , Node0243 .

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 'DownSamplingConsensusPartition' object with k = 2, 3, 4.
#>   On a matrix with 12668 rows and 500 columns, randomly sampled from 600 columns.
#>   Top rows (1203) 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)

plot of chunk node-022-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-022-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 1.000           0.989       0.996          0.492 0.509   0.509
#> 3 3 1.000           0.988       0.995          0.320 0.823   0.659
#> 4 4 0.912           0.898       0.949          0.064 0.958   0.882

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.

show/hide code output

get_classes(res, k = 2)
#>                  class     p
#> HP1502401_A14        1 0.000
#> HP1502401_I14        1 0.000
#> HP1502401_F13        2 1.000
#> HP1502401_H23        1 0.000
#> HP1502401_G18        1 0.000
#> HP1502401_G23        1 0.000
#> HP1502401_D18        1 0.000
#> HP1504101T2D_L14     1 0.000
#> HP1502401_N2         1 0.000
#> HP1504101T2D_B8      1 0.000
#> HP1502401_O14        1 0.000
#> HP1502401_L5         1 0.000
#> HP1504101T2D_C1      1 0.000
#> HP1504101T2D_K19     1 0.000
#> HP1502401_H21        1 0.000
#> HP1502401_B17        1 0.000
#> HP1502401_N18        1 0.000
#> HP1504101T2D_I6      1 0.000
#> HP1504101T2D_P3      1 0.000
#> HP1502401_M8         1 0.000
#> HP1502401_I2         1 0.000
#> HP1502401_L18        2 1.000
#> HP1504101T2D_H18     1 0.000
#> HP1502401_D4         1 0.000
#> HP1504101T2D_F18     1 0.000
#> HP1504101T2D_A10     1 0.249
#> HP1502401_K10        1 0.000
#> HP1502401_D10        1 0.000
#> HP1502401_A22        1 0.000
#> HP1504101T2D_C11     1 0.000
#> HP1502401_J15        1 0.000
#> HP1502401_J19        1 0.000
#> HP1502401_O10        1 0.000
#> HP1504101T2D_K10     1 0.000
#> HP1502401_C12        2 1.000
#> HP1504101T2D_J16     1 0.000
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#> HP1502401_N10        1 0.000
#> HP1502401_D2         1 0.000
#> HP1502401_E23        1 0.000
#> HP1502401_E24        1 0.000
#> HP1504101T2D_F1      1 0.000
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#> HP1502401_E2         1 0.000
#> HP1502401_C1         1 0.000
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#> HP1502401_J2         1 0.000
#> HP1502401_M22        1 0.000
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#> HP1502401_E20        1 0.000
#> HP1504101T2D_O24     1 0.000
#> AZ_B8                1 0.000
#> AZ_A7                1 0.000
#> AZ_C3                1 0.000
#> AZ_H10               1 0.000
#> AZ_F6                1 0.000
#> AZ_F9                2 1.000
#> AZ_C9                1 0.000
#> HP1508501T2D_K2      1 0.751
#> HP1508501T2D_E1      1 0.502
#> HP1508501T2D_G2      1 0.751
#> HP1508501T2D_I1      1 0.249
#> HP1508501T2D_C2      1 1.000
#> HP1508501T2D_G3      1 0.000
#> HP1508501T2D_G1      1 0.000
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#> HP1508501T2D_A8      1 0.000
#> HP1508501T2D_O3      2 1.000
#> HP1508501T2D_M17     1 0.000
#> HP1508501T2D_A23     2 0.000
#> HP1508501T2D_M3      1 0.000
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#> HP1508501T2D_F4      1 0.751
#> HP1508501T2D_F12     1 0.000
#> HP1508501T2D_N9      2 0.751
#> HP1508501T2D_H5      1 0.000
#> HP1508501T2D_J23     2 0.498
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#> HP1508501T2D_J11     1 0.000
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#> HP1508501T2D_K22     1 0.000
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#> HP1508501T2D_M22     1 0.000
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#> HP1508501T2D_L10     1 0.000
#> HP1508501T2D_N24     1 0.502
#> HP1508501T2D_O7      2 1.000
#> HP1508501T2D_E15     1 0.000
#> HP1508501T2D_N17     1 0.000
#> HP1508501T2D_G12     2 1.000
#> HP1508501T2D_N2      1 0.249
#> HP1508501T2D_K18     1 0.000
#> HP1508501T2D_N22     2 1.000
#> HP1508501T2D_C24     1 0.000
#> HP1508501T2D_H13     1 0.249
#> HP1508501T2D_M7      2 1.000
#> HP1508501T2D_L21     1 0.498
#> HP1508501T2D_G19     1 0.000
#> HP1508501T2D_E7      2 0.502
#> HP1508501T2D_I11     1 0.000
#> HP1508501T2D_K7      1 0.000
#> HP1508501T2D_O9      2 0.498
#> HP1508501T2D_I17     1 0.000
#> HP1508501T2D_O13     2 1.000
#> HP1508501T2D_L11     2 0.000
#> HP1508501T2D_G14     2 1.000
#> HP1508501T2D_J13     1 0.747
#> HP1508501T2D_M18     1 0.000
#> HP1508501T2D_K6      2 1.000
#> HP1508501T2D_F21     1 0.253
#> HP1508501T2D_C19     2 0.000
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#> HP1508501T2D_H16     1 0.000
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#> HP1508501T2D_C15     2 0.498
#> HP1508501T2D_I10     1 0.000
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#> HP1508501T2D_B24     2 1.000
#> HP1508501T2D_E4      1 0.000
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#> HP1508501T2D_L15     1 0.000
#> HP1508501T2D_G18     1 0.000
#> HP1508501T2D_O8      1 0.000
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#> HP1508501T2D_C12     2 0.502
#> HP1508501T2D_K15     1 0.000
#> HP1508501T2D_J22     2 0.498
#> HP1508501T2D_N23     1 0.747
#> HP1508501T2D_A17     1 0.000
#> HP1508501T2D_L24     1 0.249
#> HP1508501T2D_C11     1 0.000
#> HP1508501T2D_P2      1 0.498
#> HP1508501T2D_B14     1 0.000
#> HP1508501T2D_C18     1 0.249
#> HP1508501T2D_O12     2 0.747
#> HP1508501T2D_J14     1 0.000
#> HP1508501T2D_L5      2 1.000
#> HP1508501T2D_M23     2 0.502
#> HP1508501T2D_N10     1 0.000
#> HP1508501T2D_K23     1 0.000
#> HP1508501T2D_I4      1 0.000
#> HP1508501T2D_N6      1 0.498
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#> HP1508501T2D_G13     1 0.000
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#> HP1508501T2D_J2      2 0.249
#> HP1508501T2D_G23     1 0.000
#> HP1508501T2D_I7      2 1.000
#> HP1508501T2D_O11     1 0.000
#> HP1508501T2D_I12     1 0.000
#> HP1508501T2D_M10     2 1.000
#> HP1508501T2D_A11     2 1.000
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#> HP1508501T2D_I13     1 0.253
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#> HP1508501T2D_I21     2 0.498
#> HP1508501T2D_K3      1 0.000
#> HP1508501T2D_N8      1 0.000
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#> HP1506401_N1         2 1.000
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#> HP1506401_F16        2 1.000
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#> HP1506401_M4         2 1.000
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#> HP1525301T2D_L20     2 0.000
#> HP1526901T2D_E1      1 1.000
#> HP1526901T2D_K17     2 0.000
#> HP1526901T2D_F22     2 0.000
#> HP1525301T2D_I22     2 0.000
#> HP1525301T2D_K10     2 0.000
#> HP1525301T2D_F8      2 0.000
#> HP1525301T2D_A13     2 0.000
#> HP1525301T2D_A1      2 0.000
#> HP1526901T2D_O2      2 0.000
#> HP1526901T2D_D3      2 0.000
#> HP1525301T2D_D6      2 0.000
#> HP1525301T2D_O3      2 0.000
#> HP1525301T2D_N14     2 0.000
#> HP1525301T2D_J9      2 0.000
#> HP1525301T2D_P2      2 0.000
#> HP1525301T2D_K12     2 0.000
#> HP1526901T2D_H9      2 0.000
#> HP1525301T2D_O17     2 0.000
#> HP1526901T2D_B23     2 0.000
#> HP1525301T2D_G17     2 0.000
#> HP1526901T2D_C22     2 0.000
#> HP1526901T2D_D2      2 0.000
#> HP1526901T2D_L15     2 0.000
#> HP1525301T2D_C23     2 0.000
#> HP1525301T2D_I15     2 0.000
#> HP1526901T2D_A6      2 0.000
#> HP1525301T2D_E15     2 0.000
#> HP1526901T2D_K1      1 1.000
#> HP1526901T2D_C23     2 0.000
#> HP1525301T2D_H11     2 0.000
#> HP1525301T2D_L6      2 0.000
#> HP1525301T2D_F12     2 0.000
#> HP1525301T2D_P19     2 0.000
#> HP1526901T2D_C20     2 0.000
#> HP1525301T2D_A14     2 0.000
#> HP1525301T2D_C9      2 0.000
#> HP1525301T2D_M2      2 0.000
#> HP1525301T2D_L5      2 0.000
#> HP1525301T2D_C7      2 0.000
#> HP1525301T2D_J20     2 0.000
#> HP1525301T2D_N16     2 0.000
#> HP1525301T2D_C15     2 0.000
#> HP1525301T2D_M5      2 0.502
#> HP1525301T2D_D14     2 0.000
#> HP1526901T2D_I12     1 1.000
#> HP1525301T2D_N20     2 0.000
#> HP1525301T2D_P20     2 0.000
#> HP1525301T2D_L16     2 0.000
#> HP1525301T2D_G5      2 0.000
#> HP1525301T2D_P4      2 0.000
#> HP1525301T2D_I17     2 0.000
#> HP1526901T2D_N21     1 1.000
#> HP1525301T2D_M6      2 0.000
#> HP1525301T2D_N10     2 0.000
#> HP1526901T2D_K19     1 1.000
#> HP1525301T2D_J17     2 0.000
#> HP1526901T2D_F8      2 0.000
#> HP1525301T2D_N1      2 0.000
#> HP1525301T2D_B21     2 0.000
#> HP1525301T2D_H16     2 0.000
#> HP1526901T2D_E14     2 0.000
#> HP1526901T2D_H21     1 1.000
#> HP1525301T2D_M15     2 0.000
#> HP1525301T2D_C19     2 0.000
#> HP1526901T2D_I9      1 1.000
#> HP1525301T2D_K8      2 0.000
#> HP1525301T2D_H8      2 0.747
#> HP1525301T2D_K2      2 0.000
#> HP1525301T2D_M9      2 0.000
#> HP1525301T2D_D21     2 0.000
#> HP1525301T2D_K5      2 0.000
#> HP1525301T2D_B14     2 0.000
#> HP1526901T2D_J12     2 0.000
#> HP1525301T2D_D4      2 0.249
#> HP1525301T2D_F3      2 0.000
#> HP1525301T2D_G10     2 0.000
#> HP1525301T2D_H2      2 0.000
#> HP1526901T2D_A21     2 0.000
#> HP1525301T2D_H1      2 0.000
#> HP1526901T2D_G22     1 1.000
#> HP1525301T2D_H18     2 0.000
#> HP1525301T2D_O16     2 0.000
#> HP1526901T2D_B5      2 0.000
#> HP1526901T2D_O4      2 0.000
#> HP1525301T2D_I24     2 0.000
#> HP1525301T2D_O24     2 0.000
#> HP1526901T2D_D12     2 0.000
#> HP1525301T2D_M20     2 0.000
#> HP1525301T2D_H17     2 0.000
#> HP1525301T2D_C21     2 0.000
#> HP1525301T2D_L13     2 0.000
#> HP1525301T2D_K17     2 0.000
#> HP1526901T2D_I17     2 0.000
#> HP1525301T2D_D8      2 0.000
#> HP1526901T2D_M18     2 0.000
#> HP1525301T2D_M12     2 0.000
#> HP1526901T2D_E16     2 0.000
#> HP1525301T2D_N12     2 0.000
#> HP1525301T2D_C11     2 0.000
#> HP1525301T2D_I8      2 0.000
#> HP1525301T2D_O22     2 0.000
#> HP1525301T2D_K1      2 0.000
#> HP1525301T2D_E17     2 0.000
#> HP1525301T2D_D15     2 0.000
#> HP1526901T2D_H5      2 0.000
#> HP1525301T2D_G21     2 0.000
#> HP1526901T2D_O19     2 0.000
#> HP1525301T2D_C22     2 0.000
#> HP1525301T2D_B12     2 0.000
#> HP1525301T2D_B3      2 0.000
#> HP1525301T2D_N6      2 0.000
#> HP1526901T2D_N11     2 0.000
#> HP1526901T2D_H8      2 0.000
#> HP1525301T2D_I16     2 0.000
#> HP1526901T2D_B3      1 1.000
#> HP1525301T2D_P23     2 0.000
#> HP1526901T2D_C8      2 0.000
#> HP1526901T2D_H2      1 1.000

show/hide code output

get_classes(res, k = 3)
#>                  class     p
#> HP1502401_A14        1 0.000
#> HP1502401_I14        1 0.000
#> HP1502401_F13        3 0.000
#> HP1502401_H23        1 1.000
#> HP1502401_G18        1 0.249
#> HP1502401_G23        1 0.751
#> HP1502401_D18        1 0.502
#> HP1504101T2D_L14     1 0.000
#> HP1502401_N2         1 0.000
#> HP1504101T2D_B8      1 1.000
#> HP1502401_O14        1 0.000
#> HP1502401_L5         1 1.000
#> HP1504101T2D_C1      1 0.249
#> HP1504101T2D_K19     1 0.000
#> HP1502401_H21        1 0.498
#> HP1502401_B17        1 0.000
#> HP1502401_N18        1 0.000
#> HP1504101T2D_I6      1 0.000
#> HP1504101T2D_P3      1 0.249
#> HP1502401_M8         1 0.000
#> HP1502401_I2         1 0.498
#> HP1502401_L18        2 0.000
#> HP1504101T2D_H18     1 0.000
#> HP1502401_D4         1 0.751
#> HP1504101T2D_F18     1 0.000
#> HP1504101T2D_A10     1 0.498
#> HP1502401_K10        1 0.000
#> HP1502401_D10        1 0.249
#> HP1502401_A22        1 0.751
#> HP1504101T2D_C11     1 0.000
#> HP1502401_J15        1 1.000
#> HP1502401_J19        1 0.498
#> HP1502401_O10        1 0.000
#> HP1504101T2D_K10     1 0.000
#> HP1502401_C12        2 0.000
#> HP1504101T2D_J16     1 0.000
#> HP1502401_J17        1 1.000
#> HP1502401_N10        1 0.253
#> HP1502401_D2         1 0.000
#> HP1502401_E23        1 0.249
#> HP1502401_E24        1 0.000
#> HP1504101T2D_F1      1 0.000
#> HP1502401_J24        1 1.000
#> HP1502401_M16        1 1.000
#> HP1502401_E2         1 0.000
#> HP1502401_C1         1 0.000
#> HP1502401_I21        1 0.249
#> HP1502401_J2         1 0.000
#> HP1502401_M22        1 0.000
#> HP1502401_N16        1 0.747
#> HP1502401_E20        1 0.000
#> HP1504101T2D_O24     1 0.000
#> AZ_B8                1 0.249
#> AZ_A7                1 0.000
#> AZ_C3                1 1.000
#> AZ_H10               1 0.502
#> AZ_F6                1 0.000
#> AZ_F9                3 0.000
#> AZ_C9                1 0.751
#> HP1508501T2D_K2      1 0.000
#> HP1508501T2D_E1      1 0.000
#> HP1508501T2D_G2      1 0.249
#> HP1508501T2D_I1      1 0.000
#> HP1508501T2D_C2      3 1.000
#> HP1508501T2D_G3      1 0.000
#> HP1508501T2D_G1      1 0.253
#> HP1508501T2D_N1      1 0.000
#> HP1508501T2D_B18     1 0.000
#> HP1508501T2D_A8      1 0.000
#> HP1508501T2D_O3      3 1.000
#> HP1508501T2D_M17     1 0.000
#> HP1508501T2D_A23     3 0.249
#> HP1508501T2D_M3      1 0.000
#> HP1508501T2D_L20     3 0.000
#> HP1508501T2D_P14     1 0.000
#> HP1508501T2D_I24     1 0.000
#> HP1508501T2D_F4      1 0.000
#> HP1508501T2D_F12     1 0.000
#> HP1508501T2D_N9      3 0.000
#> HP1508501T2D_H5      1 0.000
#> HP1508501T2D_J23     3 0.000
#> HP1508501T2D_B17     1 0.000
#> HP1508501T2D_I3      1 0.000
#> HP1508501T2D_J11     1 0.000
#> HP1508501T2D_N7      1 0.000
#> HP1508501T2D_M15     1 0.000
#> HP1508501T2D_K22     1 0.000
#> HP1508501T2D_H17     1 0.000
#> HP1508501T2D_M22     1 0.000
#> HP1508501T2D_N13     1 0.000
#> HP1508501T2D_F8      1 0.000
#> HP1508501T2D_L10     1 0.000
#> HP1508501T2D_N24     1 0.000
#> HP1508501T2D_O7      3 0.000
#> HP1508501T2D_E15     1 0.000
#> HP1508501T2D_N17     1 0.000
#> HP1508501T2D_G12     3 0.000
#> HP1508501T2D_N2      1 0.498
#> HP1508501T2D_K18     1 0.502
#> HP1508501T2D_N22     2 1.000
#> HP1508501T2D_C24     1 0.000
#> HP1508501T2D_H13     1 0.000
#> HP1508501T2D_M7      3 0.000
#> HP1508501T2D_L21     1 0.747
#> HP1508501T2D_G19     1 0.000
#> HP1508501T2D_E7      3 0.000
#> HP1508501T2D_I11     1 0.000
#> HP1508501T2D_K7      1 0.000
#> HP1508501T2D_O9      3 0.249
#> HP1508501T2D_I17     1 0.000
#> HP1508501T2D_O13     3 0.000
#> HP1508501T2D_L11     3 0.000
#> HP1508501T2D_G14     3 0.000
#> HP1508501T2D_J13     1 0.000
#> HP1508501T2D_M18     1 0.000
#> HP1508501T2D_K6      3 0.000
#> HP1508501T2D_F21     1 0.000
#> HP1508501T2D_C19     3 1.000
#> HP1508501T2D_E17     1 0.000
#> HP1508501T2D_H16     1 0.000
#> HP1508501T2D_G17     1 0.000
#> HP1508501T2D_F15     3 0.000
#> HP1508501T2D_C15     3 0.000
#> HP1508501T2D_I10     1 0.000
#> HP1508501T2D_N15     1 0.000
#> HP1508501T2D_L23     3 0.000
#> HP1508501T2D_B24     3 0.000
#> HP1508501T2D_E4      3 0.000
#> HP1508501T2D_L2      1 0.000
#> HP1508501T2D_D9      1 0.000
#> HP1508501T2D_L15     1 0.000
#> HP1508501T2D_G18     1 0.000
#> HP1508501T2D_O8      1 0.000
#> HP1508501T2D_D24     1 0.000
#> HP1508501T2D_C12     3 0.000
#> HP1508501T2D_K15     1 0.000
#> HP1508501T2D_J22     3 0.751
#> HP1508501T2D_N23     1 0.000
#> HP1508501T2D_A17     1 0.000
#> HP1508501T2D_L24     1 0.000
#> HP1508501T2D_C11     1 0.000
#> HP1508501T2D_P2      1 0.000
#> HP1508501T2D_B14     1 0.000
#> HP1508501T2D_C18     1 0.000
#> HP1508501T2D_O12     3 0.000
#> HP1508501T2D_J14     1 0.000
#> HP1508501T2D_L5      3 0.000
#> HP1508501T2D_M23     3 0.249
#> HP1508501T2D_N10     1 0.000
#> HP1508501T2D_K23     1 0.000
#> HP1508501T2D_I4      1 0.000
#> HP1508501T2D_N6      1 0.000
#> HP1508501T2D_I19     1 0.000
#> HP1508501T2D_J16     3 0.751
#> HP1508501T2D_D18     1 0.000
#> HP1508501T2D_G13     1 0.498
#> HP1508501T2D_N21     1 0.000
#> HP1508501T2D_E20     3 0.751
#> HP1508501T2D_J2      3 0.000
#> HP1508501T2D_G23     1 0.000
#> HP1508501T2D_I7      3 0.000
#> HP1508501T2D_O11     1 0.000
#> HP1508501T2D_I12     1 0.000
#> HP1508501T2D_M10     3 0.000
#> HP1508501T2D_A11     3 0.000
#> HP1508501T2D_E11     1 0.000
#> HP1508501T2D_I13     1 0.000
#> HP1508501T2D_L9      1 0.000
#> HP1508501T2D_E9      1 0.000
#> HP1508501T2D_D22     3 0.000
#> HP1508501T2D_I21     3 0.000
#> HP1508501T2D_K3      1 0.000
#> HP1508501T2D_N8      1 0.000
#> HP1508501T2D_J15     2 0.502
#> HP1506401_G2         3 0.000
#> HP1506401_K2         1 0.000
#> HP1506401_M1         1 0.000
#> HP1506401_O2         3 0.000
#> HP1506401_D14        3 0.000
#> HP1506401_A9         3 0.000
#> HP1506401_N10        1 0.000
#> HP1506401_D15        1 0.000
#> HP1506401_J9         3 0.000
#> HP1506401_N1         3 0.000
#> HP1506401_G14        1 0.000
#> HP1506401_O16        1 0.000
#> HP1506401_D3         1 0.000
#> HP1506401_E23        3 0.000
#> HP1506401_G21        1 0.000
#> HP1506401_B17        1 0.000
#> HP1506401_N9         3 0.000
#> HP1506401_J5         3 0.000
#> HP1506401_M16        3 0.000
#> HP1506401_H15        1 0.000
#> HP1506401_H16        3 0.000
#> HP1506401_C24        3 0.000
#> HP1506401_E6         3 0.000
#> HP1506401_J2         1 0.000
#> HP1506401_B1         1 0.000
#> HP1506401_H4         1 0.000
#> HP1506401_I15        1 0.000
#> HP1506401_O4         3 0.000
#> HP1506401_D24        1 0.000
#> HP1506401_L21        3 0.000
#> HP1506401_J24        1 0.000
#> HP1506401_J6         3 0.000
#> HP1506401_N5         3 0.000
#> HP1506401_I24        3 0.000
#> HP1506401_F16        3 0.000
#> HP1506401_M18        3 0.000
#> HP1506401_I13        1 0.000
#> HP1506401_J8         3 0.000
#> HP1506401_K17        1 0.000
#> HP1506401_O24        1 0.000
#> HP1506401_L18        3 0.000
#> HP1506401_H18        3 0.000
#> HP1506401_F2         3 0.000
#> HP1506401_M4         3 0.000
#> HP1506401_J3         3 0.000
#> HP1506401_N16        3 0.000
#> HP1506401_D8         3 0.000
#> HP1506401_H7         1 0.000
#> HP1506401_M21        1 0.000
#> HP1506401_P11        3 0.000
#> HP1506401_L10        3 0.000
#> HP1506401_N24        1 0.000
#> HP1506401_P5         1 0.000
#> HP1506401_L20        1 0.000
#> HP1506401_C17        1 0.000
#> HP1506401_M19        3 0.000
#> HP1506401_J7         3 0.000
#> HP1506401_J23        1 0.000
#> HP1506401_D2         1 0.000
#> HP1506401_D23        1 0.000
#> HP1506401_G18        1 0.000
#> HP1506401_B5         1 1.000
#> HP1506401_K6         3 0.000
#> HP1506401_E17        1 0.000
#> HP1506401_G19        3 0.000
#> HP1506401_O21        1 0.000
#> HP1506401_L9         3 0.000
#> HP1506401_L4         1 0.000
#> HP1506401_E18        1 0.000
#> HP1506401_L13        3 0.000
#> HP1506401_G4         3 0.000
#> HP1506401_H6         3 0.000
#> HP1506401_F10        1 0.000
#> HP1506401_I4         1 0.000
#> HP1506401_D17        1 0.000
#> HP1506401_P22        3 0.000
#> HP1506401_D12        1 0.000
#> HP1506401_O8         3 0.000
#> HP1506401_B14        1 0.000
#> HP1506401_B16        3 0.000
#> HP1506401_I21        1 0.000
#> HP1506401_I6         1 0.000
#> HP1506401_F19        3 0.000
#> HP1506401_L1         3 0.000
#> HP1506401_C13        3 0.000
#> HP1506401_O7         1 0.000
#> HP1506401_A4         1 0.000
#> HP1506401_P1         3 0.000
#> HP1506401_K14        1 1.000
#> HP1506401_J20        1 0.000
#> HP1506401_J14        3 0.000
#> HP1506401_P21        3 0.000
#> HP1506401_O18        3 0.000
#> HP1506401_H2         3 0.000
#> HP1506401_K19        3 0.000
#> HP1506401_G15        1 0.000
#> HP1506401_F5         3 0.000
#> HP1506401_C16        3 0.000
#> HP1506401_K4         3 0.000
#> HP1506401_L3         1 0.000
#> HP1506401_F23        1 0.000
#> HP1506401_A7         1 0.000
#> HP1506401_P9         3 0.000
#> HP1506401_B15        3 0.000
#> HP1506401_K16        3 0.000
#> HP1506401_M8         3 0.000
#> HP1506401_A6         3 0.000
#> HP1506401_H23        3 0.000
#> HP1506401_I18        3 0.000
#> HP1506401_B24        1 0.000
#> HP1506401_E24        1 0.000
#> HP1506401_E8         1 0.000
#> HP1506401_G23        1 0.000
#> HP1506401_N17        3 0.000
#> HP1506401_J15        1 0.000
#> HP1506401_I10        3 0.000
#> HP1506401_G16        3 0.000
#> HP1506401_P23        3 0.000
#> HP1506401_M11        1 0.000
#> HP1506401_B6         3 0.000
#> HP1506401_N22        1 0.000
#> HP1506401_C7         1 0.000
#> HP1506401_A12        3 0.000
#> HP1506401_J22        3 0.000
#> HP1506401_C23        3 0.000
#> HP1506401_H1         1 0.000
#> HP1506401_H9         3 1.000
#> HP1506401_N23        3 0.000
#> HP1506401_H3         1 0.000
#> HP1506401_L11        3 0.000
#> HP1506401_E14        1 0.000
#> HP1506401_J21        3 0.000
#> HP1506401_P4         1 0.000
#> HP1506401_O12        3 0.000
#> HP1506401_J11        1 0.000
#> HP1506401_B23        3 0.000
#> HP1506401_D1         1 0.000
#> HP1506401_P10        3 0.000
#> HP1506401_D7         3 0.000
#> HP1507101_G2         1 0.000
#> HP1507101_J15        1 0.000
#> HP1507101_K16        1 0.000
#> HP1507101_M10        1 0.000
#> HP1507101_J12        3 0.000
#> HP1507101_E22        3 0.000
#> HP1507101_G10        1 0.000
#> HP1507101_H16        3 1.000
#> HP1507101_N17        3 0.000
#> HP1507101_J7         3 0.000
#> HP1507101_F15        3 0.502
#> HP1507101_D9         3 0.000
#> HP1507101_O12        1 0.000
#> HP1507101_N8         1 0.000
#> HP1507101_D10        3 0.000
#> HP1507101_P1         1 0.000
#> HP1507101_K20        3 0.000
#> HP1507101_L1         3 0.249
#> HP1509101_I17        1 0.000
#> HP1509101_D10        3 0.000
#> HP1509101_A24        1 0.000
#> HP1509101_B16        3 0.000
#> HP1509101_P17        3 0.000
#> HP1509101_P9         1 0.000
#> HP1509101_L13        3 0.000
#> HP1509101_D17        3 0.000
#> HP1509101_N7         3 0.000
#> HP1509101_F24        1 0.000
#> HP1509101_F2         1 0.000
#> HP1509101_B24        1 0.000
#> HP1509101_P6         3 0.000
#> HP1509101_J9         3 0.000
#> HP1509101_B19        3 0.000
#> HP1509101_D23        3 0.000
#> HP1509101_B17        1 0.000
#> HP1509101_G10        3 0.000
#> HP1509101_I12        1 0.000
#> HP1509101_O14        1 0.000
#> HP1509101_K10        3 0.000
#> HP1509101_B23        3 0.000
#> HP1509101_L18        3 0.000
#> HP1509101_N10        3 0.000
#> HP1509101_O17        3 0.000
#> HP1509101_P8         1 0.000
#> HP1509101_F22        1 0.000
#> HP1509101_F7         3 0.000
#> HP1509101_F23        1 0.000
#> HP1509101_H20        3 0.000
#> HP1509101_I6         3 0.000
#> HP1504901_J10        1 1.000
#> HP1504901_O11        2 0.000
#> HP1504901_P11        2 0.000
#> HP1504901_F8         2 0.000
#> HP1504901_N18        2 1.000
#> HP1504901_I10        2 0.000
#> HP1504901_P7         2 0.000
#> HP1504901_D13        1 1.000
#> HP1504901_E6         2 0.000
#> HP1504901_L16        2 0.000
#> HP1504901_O4         2 0.000
#> HP1504901_B14        2 1.000
#> HP1504901_K23        2 0.000
#> HP1504901_G11        2 0.000
#> HP1504901_H16        2 0.000
#> HP1525301T2D_P14     2 0.000
#> HP1525301T2D_P16     2 0.000
#> HP1525301T2D_O14     2 0.000
#> HP1525301T2D_H14     2 0.000
#> HP1525301T2D_F24     2 0.000
#> HP1525301T2D_P1      2 0.000
#> HP1526901T2D_O5      2 0.000
#> HP1525301T2D_H9      2 0.000
#> HP1525301T2D_K16     2 0.000
#> HP1525301T2D_C3      2 0.000
#> HP1525301T2D_D1      2 0.000
#> HP1525301T2D_I18     2 0.000
#> HP1525301T2D_M11     2 0.000
#> HP1525301T2D_I23     2 0.000
#> HP1525301T2D_K14     2 0.000
#> HP1525301T2D_J7      2 0.000
#> HP1525301T2D_C4      2 0.000
#> HP1525301T2D_J21     2 0.000
#> HP1525301T2D_J5      2 0.000
#> HP1525301T2D_D10     2 0.000
#> HP1526901T2D_F15     2 0.000
#> HP1526901T2D_M8      1 1.000
#> HP1525301T2D_C6      2 0.000
#> HP1525301T2D_G3      2 0.000
#> HP1525301T2D_E11     2 0.000
#> HP1525301T2D_N4      2 1.000
#> HP1525301T2D_B24     2 0.000
#> HP1525301T2D_O1      2 0.000
#> HP1525301T2D_O20     2 0.000
#> HP1525301T2D_O9      2 0.000
#> HP1525301T2D_G13     2 0.000
#> HP1526901T2D_I1      2 0.000
#> HP1525301T2D_L23     2 0.000
#> HP1525301T2D_I1      2 0.000
#> HP1526901T2D_J18     2 0.000
#> HP1526901T2D_B24     2 0.000
#> HP1525301T2D_C24     2 0.000
#> HP1526901T2D_G24     1 1.000
#> HP1526901T2D_P13     2 0.000
#> HP1525301T2D_G14     2 0.000
#> HP1525301T2D_L1      2 0.000
#> HP1525301T2D_I10     2 0.000
#> HP1525301T2D_G20     2 0.000
#> HP1526901T2D_N4      2 0.000
#> HP1525301T2D_H24     2 0.000
#> HP1525301T2D_P13     2 0.000
#> HP1526901T2D_E23     2 0.000
#> HP1525301T2D_D2      2 0.000
#> HP1525301T2D_I3      2 0.000
#> HP1525301T2D_F10     2 0.000
#> HP1525301T2D_K21     2 0.000
#> HP1525301T2D_H3      2 0.000
#> HP1526901T2D_D4      2 0.000
#> HP1525301T2D_N5      2 0.000
#> HP1525301T2D_A17     2 0.000
#> HP1525301T2D_E12     2 0.000
#> HP1525301T2D_C13     2 0.000
#> HP1526901T2D_K4      2 0.000
#> HP1525301T2D_I19     2 0.000
#> HP1526901T2D_M20     1 1.000
#> HP1526901T2D_D22     2 0.000
#> HP1525301T2D_J15     2 0.000
#> HP1526901T2D_J11     2 0.000
#> HP1525301T2D_P21     2 0.000
#> HP1525301T2D_J23     2 0.249
#> HP1525301T2D_P5      2 0.000
#> HP1525301T2D_F21     2 0.000
#> HP1525301T2D_A19     2 0.000
#> HP1525301T2D_J16     2 0.000
#> HP1525301T2D_F7      2 0.000
#> HP1526901T2D_E9      2 0.000
#> HP1526901T2D_F24     1 1.000
#> HP1525301T2D_O7      2 0.000
#> HP1525301T2D_A12     2 0.000
#> HP1526901T2D_J3      2 0.000
#> HP1525301T2D_B6      2 0.000
#> HP1525301T2D_E5      2 0.000
#> HP1525301T2D_K11     2 0.000
#> HP1526901T2D_N7      2 0.000
#> HP1525301T2D_L8      2 0.000
#> HP1525301T2D_O23     2 0.000
#> HP1526901T2D_A11     2 0.000
#> HP1525301T2D_F5      2 0.000
#> HP1525301T2D_A15     2 0.000
#> HP1526901T2D_F16     2 0.000
#> HP1525301T2D_L2      2 0.000
#> HP1525301T2D_B10     2 0.000
#> HP1525301T2D_E2      2 0.249
#> HP1525301T2D_E24     2 0.000
#> HP1525301T2D_K18     2 0.000
#> HP1525301T2D_C17     2 0.000
#> HP1525301T2D_D3      2 0.000
#> HP1525301T2D_D22     2 0.000
#> HP1525301T2D_F16     2 0.000
#> HP1526901T2D_D7      2 0.000
#> HP1526901T2D_E15     1 1.000
#> HP1525301T2D_N11     2 0.000
#> HP1526901T2D_A24     2 1.000
#> HP1526901T2D_E22     2 0.000
#> HP1525301T2D_C14     2 0.249
#> HP1526901T2D_C14     2 0.000
#> HP1525301T2D_K6      2 0.000
#> HP1525301T2D_L4      2 0.000
#> HP1525301T2D_G9      2 0.000
#> HP1525301T2D_L20     2 0.000
#> HP1526901T2D_E1      1 1.000
#> HP1526901T2D_K17     2 0.000
#> HP1526901T2D_F22     2 0.000
#> HP1525301T2D_I22     2 0.000
#> HP1525301T2D_K10     2 0.000
#> HP1525301T2D_F8      2 1.000
#> HP1525301T2D_A13     2 0.000
#> HP1525301T2D_A1      2 0.000
#> HP1526901T2D_O2      2 0.000
#> HP1526901T2D_D3      2 0.000
#> HP1525301T2D_D6      2 0.000
#> HP1525301T2D_O3      2 0.000
#> HP1525301T2D_N14     2 0.000
#> HP1525301T2D_J9      2 0.000
#> HP1525301T2D_P2      2 0.000
#> HP1525301T2D_K12     2 0.000
#> HP1526901T2D_H9      2 0.000
#> HP1525301T2D_O17     2 0.000
#> HP1526901T2D_B23     2 0.000
#> HP1525301T2D_G17     2 0.000
#> HP1526901T2D_C22     2 0.000
#> HP1526901T2D_D2      2 0.000
#> HP1526901T2D_L15     2 0.000
#> HP1525301T2D_C23     2 0.000
#> HP1525301T2D_I15     2 0.000
#> HP1526901T2D_A6      2 0.000
#> HP1525301T2D_E15     2 0.000
#> HP1526901T2D_K1      1 1.000
#> HP1526901T2D_C23     2 0.000
#> HP1525301T2D_H11     2 0.000
#> HP1525301T2D_L6      2 0.000
#> HP1525301T2D_F12     2 0.000
#> HP1525301T2D_P19     2 0.000
#> HP1526901T2D_C20     2 0.000
#> HP1525301T2D_A14     2 0.000
#> HP1525301T2D_C9      2 0.000
#> HP1525301T2D_M2      2 0.000
#> HP1525301T2D_L5      2 0.000
#> HP1525301T2D_C7      2 0.000
#> HP1525301T2D_J20     2 0.000
#> HP1525301T2D_N16     2 0.000
#> HP1525301T2D_C15     2 0.000
#> HP1525301T2D_M5      2 0.000
#> HP1525301T2D_D14     2 0.000
#> HP1526901T2D_I12     1 1.000
#> HP1525301T2D_N20     2 0.000
#> HP1525301T2D_P20     2 0.000
#> HP1525301T2D_L16     2 0.000
#> HP1525301T2D_G5      2 0.000
#> HP1525301T2D_P4      2 0.000
#> HP1525301T2D_I17     2 0.751
#> HP1526901T2D_N21     1 1.000
#> HP1525301T2D_M6      2 0.000
#> HP1525301T2D_N10     2 0.000
#> HP1526901T2D_K19     1 1.000
#> HP1525301T2D_J17     2 0.000
#> HP1526901T2D_F8      2 0.000
#> HP1525301T2D_N1      2 0.000
#> HP1525301T2D_B21     2 0.000
#> HP1525301T2D_H16     2 0.000
#> HP1526901T2D_E14     2 0.000
#> HP1526901T2D_H21     1 1.000
#> HP1525301T2D_M15     2 0.000
#> HP1525301T2D_C19     2 0.000
#> HP1526901T2D_I9      1 1.000
#> HP1525301T2D_K8      2 0.000
#> HP1525301T2D_H8      2 0.502
#> HP1525301T2D_K2      2 0.000
#> HP1525301T2D_M9      2 0.000
#> HP1525301T2D_D21     2 0.000
#> HP1525301T2D_K5      2 0.000
#> HP1525301T2D_B14     2 0.000
#> HP1526901T2D_J12     2 0.000
#> HP1525301T2D_D4      2 0.000
#> HP1525301T2D_F3      2 0.000
#> HP1525301T2D_G10     2 0.000
#> HP1525301T2D_H2      2 0.000
#> HP1526901T2D_A21     2 0.000
#> HP1525301T2D_H1      2 0.000
#> HP1526901T2D_G22     1 1.000
#> HP1525301T2D_H18     2 0.000
#> HP1525301T2D_O16     2 0.000
#> HP1526901T2D_B5      2 0.000
#> HP1526901T2D_O4      2 0.000
#> HP1525301T2D_I24     2 0.000
#> HP1525301T2D_O24     2 0.000
#> HP1526901T2D_D12     2 0.000
#> HP1525301T2D_M20     2 0.000
#> HP1525301T2D_H17     2 0.000
#> HP1525301T2D_C21     2 0.000
#> HP1525301T2D_L13     2 0.000
#> HP1525301T2D_K17     2 0.000
#> HP1526901T2D_I17     2 0.000
#> HP1525301T2D_D8      2 0.000
#> HP1526901T2D_M18     2 0.000
#> HP1525301T2D_M12     2 0.000
#> HP1526901T2D_E16     2 0.000
#> HP1525301T2D_N12     2 0.000
#> HP1525301T2D_C11     2 0.249
#> HP1525301T2D_I8      2 0.000
#> HP1525301T2D_O22     2 0.000
#> HP1525301T2D_K1      2 0.000
#> HP1525301T2D_E17     2 0.000
#> HP1525301T2D_D15     2 0.000
#> HP1526901T2D_H5      2 0.000
#> HP1525301T2D_G21     2 0.000
#> HP1526901T2D_O19     2 0.000
#> HP1525301T2D_C22     2 0.000
#> HP1525301T2D_B12     2 0.000
#> HP1525301T2D_B3      2 0.000
#> HP1525301T2D_N6      2 0.000
#> HP1526901T2D_N11     2 1.000
#> HP1526901T2D_H8      2 0.000
#> HP1525301T2D_I16     2 0.000
#> HP1526901T2D_B3      1 1.000
#> HP1525301T2D_P23     2 0.000
#> HP1526901T2D_C8      2 0.000
#> HP1526901T2D_H2      1 1.000

show/hide code output

get_classes(res, k = 4)
#>                  class     p
#> HP1502401_A14        1 1.000
#> HP1502401_I14        1 1.000
#> HP1502401_F13        3 0.000
#> HP1502401_H23        4 1.000
#> HP1502401_G18        1 1.000
#> HP1502401_G23        4 0.751
#> HP1502401_D18        1 1.000
#> HP1504101T2D_L14     1 0.751
#> HP1502401_N2         1 1.000
#> HP1504101T2D_B8      1 1.000
#> HP1502401_O14        4 1.000
#> HP1502401_L5         4 1.000
#> HP1504101T2D_C1      1 1.000
#> HP1504101T2D_K19     1 0.000
#> HP1502401_H21        1 1.000
#> HP1502401_B17        1 1.000
#> HP1502401_N18        4 1.000
#> HP1504101T2D_I6      1 1.000
#> HP1504101T2D_P3      1 1.000
#> HP1502401_M8         1 1.000
#> HP1502401_I2         4 1.000
#> HP1502401_L18        4 0.000
#> HP1504101T2D_H18     1 1.000
#> HP1502401_D4         1 1.000
#> HP1504101T2D_F18     1 0.000
#> HP1504101T2D_A10     1 1.000
#> HP1502401_K10        1 1.000
#> HP1502401_D10        1 1.000
#> HP1502401_A22        1 1.000
#> HP1504101T2D_C11     1 0.249
#> HP1502401_J15        4 1.000
#> HP1502401_J19        1 1.000
#> HP1502401_O10        1 1.000
#> HP1504101T2D_K10     1 1.000
#> HP1502401_C12        4 0.000
#> HP1504101T2D_J16     1 0.253
#> HP1502401_J17        1 1.000
#> HP1502401_N10        1 1.000
#> HP1502401_D2         1 1.000
#> HP1502401_E23        1 1.000
#> HP1502401_E24        1 1.000
#> HP1504101T2D_F1      1 1.000
#> HP1502401_J24        4 1.000
#> HP1502401_M16        4 0.498
#> HP1502401_E2         1 1.000
#> HP1502401_C1         1 0.498
#> HP1502401_I21        1 1.000
#> HP1502401_J2         1 1.000
#> HP1502401_M22        1 1.000
#> HP1502401_N16        1 1.000
#> HP1502401_E20        1 1.000
#> HP1504101T2D_O24     1 1.000
#> AZ_B8                1 1.000
#> AZ_A7                1 1.000
#> AZ_C3                1 1.000
#> AZ_H10               1 1.000
#> AZ_F6                1 1.000
#> AZ_F9                3 0.000
#> AZ_C9                1 1.000
#> HP1508501T2D_K2      1 0.000
#> HP1508501T2D_E1      1 0.000
#> HP1508501T2D_G2      1 0.000
#> HP1508501T2D_I1      1 0.249
#> HP1508501T2D_C2      3 0.000
#> HP1508501T2D_G3      1 0.000
#> HP1508501T2D_G1      1 0.000
#> HP1508501T2D_N1      1 1.000
#> HP1508501T2D_B18     1 1.000
#> HP1508501T2D_A8      1 0.751
#> HP1508501T2D_O3      3 0.000
#> HP1508501T2D_M17     1 1.000
#> HP1508501T2D_A23     2 0.751
#> HP1508501T2D_M3      1 0.000
#> HP1508501T2D_L20     3 0.751
#> HP1508501T2D_P14     1 0.000
#> HP1508501T2D_I24     1 0.000
#> HP1508501T2D_F4      1 0.000
#> HP1508501T2D_F12     1 1.000
#> HP1508501T2D_N9      3 0.000
#> HP1508501T2D_H5      1 0.000
#> HP1508501T2D_J23     3 0.000
#> HP1508501T2D_B17     1 0.000
#> HP1508501T2D_I3      1 0.000
#> HP1508501T2D_J11     1 0.253
#> HP1508501T2D_N7      1 0.000
#> HP1508501T2D_M15     1 0.000
#> HP1508501T2D_K22     1 1.000
#> HP1508501T2D_H17     1 0.000
#> HP1508501T2D_M22     1 1.000
#> HP1508501T2D_N13     1 0.000
#> HP1508501T2D_F8      1 1.000
#> HP1508501T2D_L10     1 0.000
#> HP1508501T2D_N24     1 0.000
#> HP1508501T2D_O7      3 0.000
#> HP1508501T2D_E15     1 0.000
#> HP1508501T2D_N17     1 0.000
#> HP1508501T2D_G12     3 0.000
#> HP1508501T2D_N2      1 1.000
#> HP1508501T2D_K18     1 0.751
#> HP1508501T2D_N22     4 0.000
#> HP1508501T2D_C24     1 0.751
#> HP1508501T2D_H13     1 0.000
#> HP1508501T2D_M7      3 0.000
#> HP1508501T2D_L21     1 1.000
#> HP1508501T2D_G19     1 0.751
#> HP1508501T2D_E7      3 0.000
#> HP1508501T2D_I11     1 1.000
#> HP1508501T2D_K7      1 0.000
#> HP1508501T2D_O9      3 0.000
#> HP1508501T2D_I17     1 0.249
#> HP1508501T2D_O13     3 0.000
#> HP1508501T2D_L11     3 0.000
#> HP1508501T2D_G14     3 0.000
#> HP1508501T2D_J13     1 0.253
#> HP1508501T2D_M18     1 0.000
#> HP1508501T2D_K6      3 0.000
#> HP1508501T2D_F21     1 1.000
#> HP1508501T2D_C19     3 0.000
#> HP1508501T2D_E17     1 0.000
#> HP1508501T2D_H16     1 0.000
#> HP1508501T2D_G17     1 0.000
#> HP1508501T2D_F15     3 0.000
#> HP1508501T2D_C15     3 0.000
#> HP1508501T2D_I10     1 0.000
#> HP1508501T2D_N15     1 0.000
#> HP1508501T2D_L23     3 0.000
#> HP1508501T2D_B24     3 0.000
#> HP1508501T2D_E4      3 0.000
#> HP1508501T2D_L2      1 0.000
#> HP1508501T2D_D9      1 0.000
#> HP1508501T2D_L15     1 0.000
#> HP1508501T2D_G18     1 1.000
#> HP1508501T2D_O8      1 1.000
#> HP1508501T2D_D24     1 0.000
#> HP1508501T2D_C12     3 0.000
#> HP1508501T2D_K15     1 0.000
#> HP1508501T2D_J22     3 0.249
#> HP1508501T2D_N23     1 0.249
#> HP1508501T2D_A17     1 0.502
#> HP1508501T2D_L24     1 0.000
#> HP1508501T2D_C11     1 0.000
#> HP1508501T2D_P2      1 0.000
#> HP1508501T2D_B14     1 0.000
#> HP1508501T2D_C18     1 0.253
#> HP1508501T2D_O12     3 0.000
#> HP1508501T2D_J14     1 1.000
#> HP1508501T2D_L5      3 0.000
#> HP1508501T2D_M23     3 0.253
#> HP1508501T2D_N10     1 0.000
#> HP1508501T2D_K23     1 0.751
#> HP1508501T2D_I4      1 0.000
#> HP1508501T2D_N6      1 0.000
#> HP1508501T2D_I19     1 0.000
#> HP1508501T2D_J16     3 0.249
#> HP1508501T2D_D18     1 0.000
#> HP1508501T2D_G13     1 0.000
#> HP1508501T2D_N21     1 1.000
#> HP1508501T2D_E20     3 0.000
#> HP1508501T2D_J2      3 0.000
#> HP1508501T2D_G23     1 0.000
#> HP1508501T2D_I7      3 0.000
#> HP1508501T2D_O11     1 0.000
#> HP1508501T2D_I12     1 0.000
#> HP1508501T2D_M10     3 0.000
#> HP1508501T2D_A11     3 0.000
#> HP1508501T2D_E11     1 1.000
#> HP1508501T2D_I13     1 0.000
#> HP1508501T2D_L9      1 0.253
#> HP1508501T2D_E9      1 0.751
#> HP1508501T2D_D22     3 0.502
#> HP1508501T2D_I21     3 0.000
#> HP1508501T2D_K3      1 1.000
#> HP1508501T2D_N8      1 0.000
#> HP1508501T2D_J15     3 0.498
#> HP1506401_G2         3 0.000
#> HP1506401_K2         1 0.000
#> HP1506401_M1         1 0.000
#> HP1506401_O2         3 0.000
#> HP1506401_D14        3 0.000
#> HP1506401_A9         3 0.000
#> HP1506401_N10        1 0.000
#> HP1506401_D15        1 0.000
#> HP1506401_J9         3 0.000
#> HP1506401_N1         3 0.000
#> HP1506401_G14        1 0.000
#> HP1506401_O16        1 0.000
#> HP1506401_D3         1 0.000
#> HP1506401_E23        3 0.000
#> HP1506401_G21        1 0.000
#> HP1506401_B17        1 0.000
#> HP1506401_N9         3 0.000
#> HP1506401_J5         3 0.000
#> HP1506401_M16        3 0.000
#> HP1506401_H15        1 0.000
#> HP1506401_H16        3 0.000
#> HP1506401_C24        3 0.000
#> HP1506401_E6         3 0.000
#> HP1506401_J2         1 0.000
#> HP1506401_B1         1 0.000
#> HP1506401_H4         1 0.000
#> HP1506401_I15        1 0.000
#> HP1506401_O4         3 0.000
#> HP1506401_D24        1 0.000
#> HP1506401_L21        3 0.000
#> HP1506401_J24        1 0.000
#> HP1506401_J6         3 0.000
#> HP1506401_N5         3 0.000
#> HP1506401_I24        3 0.000
#> HP1506401_F16        3 0.000
#> HP1506401_M18        3 0.000
#> HP1506401_I13        1 0.000
#> HP1506401_J8         3 0.000
#> HP1506401_K17        1 0.000
#> HP1506401_O24        1 0.000
#> HP1506401_L18        3 0.000
#> HP1506401_H18        3 0.000
#> HP1506401_F2         3 0.000
#> HP1506401_M4         3 0.000
#> HP1506401_J3         3 0.000
#> HP1506401_N16        3 0.000
#> HP1506401_D8         3 0.000
#> HP1506401_H7         1 0.000
#> HP1506401_M21        1 0.000
#> HP1506401_P11        3 0.000
#> HP1506401_L10        3 0.000
#> HP1506401_N24        1 0.000
#> HP1506401_P5         1 0.000
#> HP1506401_L20        1 0.000
#> HP1506401_C17        1 0.000
#> HP1506401_M19        3 0.000
#> HP1506401_J7         3 0.000
#> HP1506401_J23        1 0.000
#> HP1506401_D2         1 0.000
#> HP1506401_D23        1 0.000
#> HP1506401_G18        1 0.000
#> HP1506401_B5         1 0.498
#> HP1506401_K6         3 0.000
#> HP1506401_E17        1 1.000
#> HP1506401_G19        3 0.000
#> HP1506401_O21        1 0.000
#> HP1506401_L9         3 0.000
#> HP1506401_L4         1 0.000
#> HP1506401_E18        1 0.000
#> HP1506401_L13        3 0.000
#> HP1506401_G4         3 0.000
#> HP1506401_H6         3 0.000
#> HP1506401_F10        1 0.000
#> HP1506401_I4         1 0.000
#> HP1506401_D17        1 0.000
#> HP1506401_P22        3 0.000
#> HP1506401_D12        1 0.000
#> HP1506401_O8         3 0.000
#> HP1506401_B14        1 0.000
#> HP1506401_B16        3 0.000
#> HP1506401_I21        1 0.000
#> HP1506401_I6         1 0.000
#> HP1506401_F19        3 0.000
#> HP1506401_L1         3 0.000
#> HP1506401_C13        3 0.000
#> HP1506401_O7         1 0.502
#> HP1506401_A4         1 0.000
#> HP1506401_P1         3 0.000
#> HP1506401_K14        1 0.000
#> HP1506401_J20        1 0.000
#> HP1506401_J14        3 0.000
#> HP1506401_P21        3 0.000
#> HP1506401_O18        3 0.000
#> HP1506401_H2         3 0.000
#> HP1506401_K19        3 0.000
#> HP1506401_G15        1 0.000
#> HP1506401_F5         3 0.000
#> HP1506401_C16        3 0.000
#> HP1506401_K4         3 0.000
#> HP1506401_L3         1 0.000
#> HP1506401_F23        1 0.502
#> HP1506401_A7         1 0.000
#> HP1506401_P9         3 0.000
#> HP1506401_B15        3 0.000
#> HP1506401_K16        3 0.000
#> HP1506401_M8         3 0.000
#> HP1506401_A6         3 0.000
#> HP1506401_H23        3 0.000
#> HP1506401_I18        3 0.000
#> HP1506401_B24        1 0.000
#> HP1506401_E24        1 0.000
#> HP1506401_E8         1 0.000
#> HP1506401_G23        1 0.000
#> HP1506401_N17        3 0.000
#> HP1506401_J15        1 0.000
#> HP1506401_I10        3 0.000
#> HP1506401_G16        3 0.000
#> HP1506401_P23        3 0.000
#> HP1506401_M11        1 0.000
#> HP1506401_B6         3 0.000
#> HP1506401_N22        1 0.000
#> HP1506401_C7         1 0.000
#> HP1506401_A12        3 0.000
#> HP1506401_J22        3 0.000
#> HP1506401_C23        3 0.000
#> HP1506401_H1         1 0.000
#> HP1506401_H9         3 0.000
#> HP1506401_N23        3 0.000
#> HP1506401_H3         1 0.000
#> HP1506401_L11        3 0.000
#> HP1506401_E14        1 0.000
#> HP1506401_J21        3 0.000
#> HP1506401_P4         1 0.000
#> HP1506401_O12        3 0.000
#> HP1506401_J11        1 0.000
#> HP1506401_B23        3 0.000
#> HP1506401_D1         1 0.000
#> HP1506401_P10        3 0.000
#> HP1506401_D7         1 1.000
#> HP1507101_G2         1 0.000
#> HP1507101_J15        1 0.000
#> HP1507101_K16        1 0.000
#> HP1507101_M10        1 0.000
#> HP1507101_J12        3 0.000
#> HP1507101_E22        3 0.000
#> HP1507101_G10        1 0.000
#> HP1507101_H16        3 0.000
#> HP1507101_N17        3 0.000
#> HP1507101_J7         3 0.000
#> HP1507101_F15        3 0.000
#> HP1507101_D9         3 0.000
#> HP1507101_O12        1 0.000
#> HP1507101_N8         1 0.000
#> HP1507101_D10        3 0.000
#> HP1507101_P1         1 0.000
#> HP1507101_K20        3 0.000
#> HP1507101_L1         3 0.747
#> HP1509101_I17        1 0.000
#> HP1509101_D10        3 0.000
#> HP1509101_A24        1 1.000
#> HP1509101_B16        3 0.000
#> HP1509101_P17        3 0.000
#> HP1509101_P9         1 0.000
#> HP1509101_L13        3 0.000
#> HP1509101_D17        3 0.000
#> HP1509101_N7         3 0.000
#> HP1509101_F24        1 0.000
#> HP1509101_F2         1 0.000
#> HP1509101_B24        1 0.000
#> HP1509101_P6         3 0.000
#> HP1509101_J9         3 0.000
#> HP1509101_B19        3 0.000
#> HP1509101_D23        3 0.000
#> HP1509101_B17        1 0.000
#> HP1509101_G10        3 0.000
#> HP1509101_I12        1 0.000
#> HP1509101_O14        1 0.000
#> HP1509101_K10        3 0.000
#> HP1509101_B23        3 0.000
#> HP1509101_L18        3 0.000
#> HP1509101_N10        3 0.000
#> HP1509101_O17        3 0.000
#> HP1509101_P8         1 0.000
#> HP1509101_F22        1 0.000
#> HP1509101_F7         3 0.000
#> HP1509101_F23        1 0.000
#> HP1509101_H20        3 0.000
#> HP1509101_I6         3 0.000
#> HP1504901_J10        4 0.000
#> HP1504901_O11        4 0.000
#> HP1504901_P11        4 0.502
#> HP1504901_F8         4 0.000
#> HP1504901_N18        4 0.000
#> HP1504901_I10        4 0.000
#> HP1504901_P7         4 0.000
#> HP1504901_D13        4 0.000
#> HP1504901_E6         4 0.000
#> HP1504901_L16        4 0.000
#> HP1504901_O4         4 0.000
#> HP1504901_B14        4 0.000
#> HP1504901_K23        4 0.000
#> HP1504901_G11        4 0.000
#> HP1504901_H16        4 0.000
#> HP1525301T2D_P14     2 0.000
#> HP1525301T2D_P16     2 0.000
#> HP1525301T2D_O14     2 0.000
#> HP1525301T2D_H14     2 0.000
#> HP1525301T2D_F24     2 0.000
#> HP1525301T2D_P1      2 0.000
#> HP1526901T2D_O5      2 0.000
#> HP1525301T2D_H9      2 0.000
#> HP1525301T2D_K16     2 0.000
#> HP1525301T2D_C3      2 0.000
#> HP1525301T2D_D1      2 0.000
#> HP1525301T2D_I18     2 0.000
#> HP1525301T2D_M11     2 0.000
#> HP1525301T2D_I23     2 0.000
#> HP1525301T2D_K14     2 0.000
#> HP1525301T2D_J7      2 0.000
#> HP1525301T2D_C4      2 0.000
#> HP1525301T2D_J21     2 0.000
#> HP1525301T2D_J5      2 0.000
#> HP1525301T2D_D10     2 0.000
#> HP1526901T2D_F15     2 0.000
#> HP1526901T2D_M8      1 1.000
#> HP1525301T2D_C6      2 0.000
#> HP1525301T2D_G3      2 0.000
#> HP1525301T2D_E11     2 0.000
#> HP1525301T2D_N4      2 0.000
#> HP1525301T2D_B24     2 0.000
#> HP1525301T2D_O1      2 0.000
#> HP1525301T2D_O20     2 0.000
#> HP1525301T2D_O9      2 0.000
#> HP1525301T2D_G13     2 0.000
#> HP1526901T2D_I1      2 0.000
#> HP1525301T2D_L23     2 0.000
#> HP1525301T2D_I1      2 0.000
#> HP1526901T2D_J18     2 0.000
#> HP1526901T2D_B24     2 0.000
#> HP1525301T2D_C24     2 0.000
#> HP1526901T2D_G24     4 1.000
#> HP1526901T2D_P13     2 0.000
#> HP1525301T2D_G14     2 0.000
#> HP1525301T2D_L1      2 0.000
#> HP1525301T2D_I10     2 0.000
#> HP1525301T2D_G20     2 0.000
#> HP1526901T2D_N4      2 0.000
#> HP1525301T2D_H24     2 0.000
#> HP1525301T2D_P13     2 0.000
#> HP1526901T2D_E23     2 0.000
#> HP1525301T2D_D2      2 0.000
#> HP1525301T2D_I3      2 0.000
#> HP1525301T2D_F10     2 0.000
#> HP1525301T2D_K21     2 0.000
#> HP1525301T2D_H3      2 0.000
#> HP1526901T2D_D4      2 0.000
#> HP1525301T2D_N5      2 0.000
#> HP1525301T2D_A17     2 0.000
#> HP1525301T2D_E12     2 0.000
#> HP1525301T2D_C13     2 0.000
#> HP1526901T2D_K4      4 0.000
#> HP1525301T2D_I19     2 0.000
#> HP1526901T2D_M20     1 1.000
#> HP1526901T2D_D22     2 0.000
#> HP1525301T2D_J15     2 0.000
#> HP1526901T2D_J11     2 0.498
#> HP1525301T2D_P21     2 0.000
#> HP1525301T2D_J23     2 0.000
#> HP1525301T2D_P5      2 0.000
#> HP1525301T2D_F21     2 0.000
#> HP1525301T2D_A19     2 0.000
#> HP1525301T2D_J16     2 0.000
#> HP1525301T2D_F7      2 0.000
#> HP1526901T2D_E9      2 0.502
#> HP1526901T2D_F24     4 0.000
#> HP1525301T2D_O7      2 0.000
#> HP1525301T2D_A12     2 0.000
#> HP1526901T2D_J3      2 0.000
#> HP1525301T2D_B6      2 0.000
#> HP1525301T2D_E5      2 0.000
#> HP1525301T2D_K11     2 0.000
#> HP1526901T2D_N7      2 0.000
#> HP1525301T2D_L8      2 0.000
#> HP1525301T2D_O23     2 0.000
#> HP1526901T2D_A11     2 0.000
#> HP1525301T2D_F5      2 0.000
#> HP1525301T2D_A15     2 0.000
#> HP1526901T2D_F16     2 0.000
#> HP1525301T2D_L2      2 0.000
#> HP1525301T2D_B10     2 0.000
#> HP1525301T2D_E2      2 0.000
#> HP1525301T2D_E24     2 0.000
#> HP1525301T2D_K18     2 0.000
#> HP1525301T2D_C17     2 0.000
#> HP1525301T2D_D3      2 0.000
#> HP1525301T2D_D22     2 0.000
#> HP1525301T2D_F16     2 0.000
#> HP1526901T2D_D7      2 0.000
#> HP1526901T2D_E15     1 1.000
#> HP1525301T2D_N11     2 0.000
#> HP1526901T2D_A24     4 0.000
#> HP1526901T2D_E22     2 0.751
#> HP1525301T2D_C14     2 0.000
#> HP1526901T2D_C14     2 0.000
#> HP1525301T2D_K6      2 0.000
#> HP1525301T2D_L4      2 0.000
#> HP1525301T2D_G9      2 0.000
#> HP1525301T2D_L20     2 0.000
#> HP1526901T2D_E1      4 1.000
#> HP1526901T2D_K17     2 0.000
#> HP1526901T2D_F22     2 0.000
#> HP1525301T2D_I22     2 0.000
#> HP1525301T2D_K10     2 0.000
#> HP1525301T2D_F8      2 0.000
#> HP1525301T2D_A13     2 0.000
#> HP1525301T2D_A1      2 0.000
#> HP1526901T2D_O2      2 0.000
#> HP1526901T2D_D3      4 0.000
#> HP1525301T2D_D6      2 0.000
#> HP1525301T2D_O3      2 0.000
#> HP1525301T2D_N14     2 0.000
#> HP1525301T2D_J9      2 0.000
#> HP1525301T2D_P2      2 0.000
#> HP1525301T2D_K12     2 0.000
#> HP1526901T2D_H9      2 0.000
#> HP1525301T2D_O17     2 0.000
#> HP1526901T2D_B23     2 0.000
#> HP1525301T2D_G17     2 0.000
#> HP1526901T2D_C22     2 0.000
#> HP1526901T2D_D2      2 0.000
#> HP1526901T2D_L15     2 0.000
#> HP1525301T2D_C23     2 0.000
#> HP1525301T2D_I15     2 0.000
#> HP1526901T2D_A6      2 0.000
#> HP1525301T2D_E15     2 0.000
#> HP1526901T2D_K1      1 1.000
#> HP1526901T2D_C23     2 0.000
#> HP1525301T2D_H11     2 0.000
#> HP1525301T2D_L6      2 0.000
#> HP1525301T2D_F12     2 0.000
#> HP1525301T2D_P19     2 0.000
#> HP1526901T2D_C20     2 0.000
#> HP1525301T2D_A14     2 0.000
#> HP1525301T2D_C9      2 0.000
#> HP1525301T2D_M2      2 0.000
#> HP1525301T2D_L5      2 0.000
#> HP1525301T2D_C7      2 0.000
#> HP1525301T2D_J20     2 0.000
#> HP1525301T2D_N16     2 0.000
#> HP1525301T2D_C15     2 0.000
#> HP1525301T2D_M5      2 0.000
#> HP1525301T2D_D14     2 0.000
#> HP1526901T2D_I12     1 1.000
#> HP1525301T2D_N20     2 0.000
#> HP1525301T2D_P20     2 0.000
#> HP1525301T2D_L16     2 0.000
#> HP1525301T2D_G5      2 0.000
#> HP1525301T2D_P4      2 0.000
#> HP1525301T2D_I17     2 0.000
#> HP1526901T2D_N21     4 1.000
#> HP1525301T2D_M6      2 0.000
#> HP1525301T2D_N10     2 0.000
#> HP1526901T2D_K19     1 1.000
#> HP1525301T2D_J17     2 0.000
#> HP1526901T2D_F8      2 0.000
#> HP1525301T2D_N1      2 0.000
#> HP1525301T2D_B21     2 0.000
#> HP1525301T2D_H16     2 0.000
#> HP1526901T2D_E14     2 0.000
#> HP1526901T2D_H21     1 1.000
#> HP1525301T2D_M15     2 0.000
#> HP1525301T2D_C19     2 0.000
#> HP1526901T2D_I9      1 0.000
#> HP1525301T2D_K8      2 0.000
#> HP1525301T2D_H8      2 0.751
#> HP1525301T2D_K2      2 0.000
#> HP1525301T2D_M9      2 0.000
#> HP1525301T2D_D21     2 0.000
#> HP1525301T2D_K5      2 0.000
#> HP1525301T2D_B14     2 0.000
#> HP1526901T2D_J12     4 0.000
#> HP1525301T2D_D4      2 0.000
#> HP1525301T2D_F3      2 0.000
#> HP1525301T2D_G10     2 0.000
#> HP1525301T2D_H2      2 0.000
#> HP1526901T2D_A21     4 0.249
#> HP1525301T2D_H1      2 0.000
#> HP1526901T2D_G22     1 1.000
#> HP1525301T2D_H18     2 0.000
#> HP1525301T2D_O16     2 0.000
#> HP1526901T2D_B5      4 0.000
#> HP1526901T2D_O4      2 0.000
#> HP1525301T2D_I24     2 0.000
#> HP1525301T2D_O24     2 0.000
#> HP1526901T2D_D12     2 0.000
#> HP1525301T2D_M20     2 0.000
#> HP1525301T2D_H17     2 0.000
#> HP1525301T2D_C21     2 0.000
#> HP1525301T2D_L13     2 0.000
#> HP1525301T2D_K17     2 0.000
#> HP1526901T2D_I17     2 0.000
#> HP1525301T2D_D8      2 0.000
#> HP1526901T2D_M18     2 0.000
#> HP1525301T2D_M12     2 0.000
#> HP1526901T2D_E16     2 0.000
#> HP1525301T2D_N12     2 0.000
#> HP1525301T2D_C11     2 0.000
#> HP1525301T2D_I8      2 0.000
#> HP1525301T2D_O22     2 0.000
#> HP1525301T2D_K1      2 0.000
#> HP1525301T2D_E17     2 0.000
#> HP1525301T2D_D15     2 0.000
#> HP1526901T2D_H5      4 0.000
#> HP1525301T2D_G21     2 0.000
#> HP1526901T2D_O19     2 0.000
#> HP1525301T2D_C22     2 0.000
#> HP1525301T2D_B12     2 0.000
#> HP1525301T2D_B3      2 0.000
#> HP1525301T2D_N6      2 0.000
#> HP1526901T2D_N11     4 0.000
#> HP1526901T2D_H8      2 0.000
#> HP1525301T2D_I16     2 0.000
#> HP1526901T2D_B3      1 1.000
#> HP1525301T2D_P23     2 0.000
#> HP1526901T2D_C8      2 0.000
#> HP1526901T2D_H2      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)

plot of chunk tab-node-022-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-022-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-022-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-022-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-022-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-022-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-022-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-022-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-022-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-022-get-signatures-no-scale-1

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

plot of chunk tab-node-022-get-signatures-no-scale-2

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

plot of chunk tab-node-022-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-022-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-022-dimension-reduction-1

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

plot of chunk tab-node-022-dimension-reduction-2

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

plot of chunk tab-node-022-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-022-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans      426           8.42e-10         1.62e-40     2.78e-48 2
#> ATC:skmeans      521           8.85e-09         1.86e-44     7.98e-37 3
#> ATC:skmeans      483           2.41e-06         6.76e-52     1.01e-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.


Node0221

Parent node: Node022. Child nodes: Node01221-leaf , Node01222-leaf , Node02111 , Node02112 , Node02121 , Node02122 , Node02211 , Node02212-leaf , Node02213-leaf , Node02221 , Node02222 , Node02223-leaf , Node02231-leaf , Node02232-leaf , Node02233-leaf , Node02234-leaf , Node02311-leaf , Node02312 , Node02313-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02331-leaf , Node02332-leaf , Node02411-leaf , Node02412-leaf , Node02421-leaf , Node02422 , Node02423-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .

The object with results only for a single top-value method and a single partitioning method can be extracted as:

res = res_rh["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 12010 rows and 234 columns.
#>   Top rows (913) 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)

plot of chunk node-0221-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-0221-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 1.000           0.974       0.990         0.5002 0.500   0.500
#> 3 3 1.000           0.969       0.983         0.2828 0.806   0.630
#> 4 4 0.986           0.949       0.979         0.0935 0.921   0.785

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                  class entropy silhouette   p1   p2
#> HP1502401_A14        2   0.000     0.9838 0.00 1.00
#> HP1502401_I14        2   0.000     0.9838 0.00 1.00
#> HP1502401_H23        2   0.000     0.9838 0.00 1.00
#> HP1502401_G18        2   0.000     0.9838 0.00 1.00
#> HP1502401_G23        2   0.000     0.9838 0.00 1.00
#> HP1502401_D18        2   0.000     0.9838 0.00 1.00
#> HP1504101T2D_L14     2   0.000     0.9838 0.00 1.00
#> HP1502401_N2         2   0.000     0.9838 0.00 1.00
#> HP1504101T2D_B8      2   0.000     0.9838 0.00 1.00
#> HP1502401_O14        2   0.000     0.9838 0.00 1.00
#> HP1502401_L5         2   0.000     0.9838 0.00 1.00
#> HP1504101T2D_C1      2   0.000     0.9838 0.00 1.00
#> HP1504101T2D_K19     2   0.000     0.9838 0.00 1.00
#> HP1502401_H21        2   0.000     0.9838 0.00 1.00
#> HP1502401_B17        2   0.000     0.9838 0.00 1.00
#> HP1502401_N18        2   0.000     0.9838 0.00 1.00
#> HP1504101T2D_I6      2   0.000     0.9838 0.00 1.00
#> HP1504101T2D_P3      2   0.000     0.9838 0.00 1.00
#> HP1502401_M8         2   0.000     0.9838 0.00 1.00
#> HP1502401_I2         2   0.000     0.9838 0.00 1.00
#> HP1504101T2D_H18     2   0.943     0.4479 0.36 0.64
#> HP1502401_D4         2   0.000     0.9838 0.00 1.00
#> HP1504101T2D_F18     2   0.000     0.9838 0.00 1.00
#> HP1504101T2D_A10     2   0.000     0.9838 0.00 1.00
#> HP1502401_K10        2   0.000     0.9838 0.00 1.00
#> HP1502401_D10        2   0.000     0.9838 0.00 1.00
#> HP1502401_A22        2   0.000     0.9838 0.00 1.00
#> HP1504101T2D_C11     2   0.795     0.6910 0.24 0.76
#> HP1502401_J15        2   0.000     0.9838 0.00 1.00
#> HP1502401_J19        2   0.000     0.9838 0.00 1.00
#> HP1502401_O10        2   0.000     0.9838 0.00 1.00
#> HP1504101T2D_K10     2   0.000     0.9838 0.00 1.00
#> HP1504101T2D_J16     2   0.000     0.9838 0.00 1.00
#> HP1502401_J17        2   0.000     0.9838 0.00 1.00
#> HP1502401_N10        2   0.000     0.9838 0.00 1.00
#> HP1502401_D2         1   0.990     0.1909 0.56 0.44
#> HP1502401_E23        2   0.000     0.9838 0.00 1.00
#> HP1502401_E24        2   0.000     0.9838 0.00 1.00
#> HP1504101T2D_F1      2   0.000     0.9838 0.00 1.00
#> HP1502401_J24        2   0.000     0.9838 0.00 1.00
#> HP1502401_M16        2   0.000     0.9838 0.00 1.00
#> HP1502401_E2         2   0.000     0.9838 0.00 1.00
#> HP1502401_C1         2   0.000     0.9838 0.00 1.00
#> HP1502401_I21        2   0.000     0.9838 0.00 1.00
#> HP1502401_J2         2   0.000     0.9838 0.00 1.00
#> HP1502401_M22        2   0.000     0.9838 0.00 1.00
#> HP1502401_N16        2   0.000     0.9838 0.00 1.00
#> HP1502401_E20        2   1.000     0.0145 0.50 0.50
#> HP1504101T2D_O24     2   0.000     0.9838 0.00 1.00
#> AZ_B8                2   0.000     0.9838 0.00 1.00
#> AZ_A7                2   0.000     0.9838 0.00 1.00
#> AZ_C3                2   0.000     0.9838 0.00 1.00
#> AZ_H10               1   0.000     0.9949 1.00 0.00
#> AZ_F6                2   0.529     0.8600 0.12 0.88
#> AZ_C9                2   0.000     0.9838 0.00 1.00
#> HP1508501T2D_K2      2   0.000     0.9838 0.00 1.00
#> HP1508501T2D_E1      1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_G2      2   0.000     0.9838 0.00 1.00
#> HP1508501T2D_I1      1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_G3      1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_G1      1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_N1      1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_B18     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_A8      1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_M17     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_M3      1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_P14     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_I24     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_F4      2   0.000     0.9838 0.00 1.00
#> HP1508501T2D_F12     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_H5      2   0.000     0.9838 0.00 1.00
#> HP1508501T2D_B17     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_I3      1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_J11     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_N7      2   0.000     0.9838 0.00 1.00
#> HP1508501T2D_M15     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_K22     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_H17     2   0.000     0.9838 0.00 1.00
#> HP1508501T2D_M22     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_N13     2   0.327     0.9259 0.06 0.94
#> HP1508501T2D_F8      1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_L10     2   0.000     0.9838 0.00 1.00
#> HP1508501T2D_N24     2   0.000     0.9838 0.00 1.00
#> HP1508501T2D_E15     2   0.000     0.9838 0.00 1.00
#> HP1508501T2D_N17     2   0.000     0.9838 0.00 1.00
#> HP1508501T2D_N2      1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_K18     2   0.000     0.9838 0.00 1.00
#> HP1508501T2D_C24     2   0.000     0.9838 0.00 1.00
#> HP1508501T2D_H13     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_L21     2   0.000     0.9838 0.00 1.00
#> HP1508501T2D_G19     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_I11     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_K7      1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_I17     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_J13     1   0.469     0.8858 0.90 0.10
#> HP1508501T2D_M18     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_F21     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_E17     2   0.000     0.9838 0.00 1.00
#> HP1508501T2D_H16     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_G17     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_I10     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_N15     2   0.000     0.9838 0.00 1.00
#> HP1508501T2D_L2      1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_D9      1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_L15     2   0.000     0.9838 0.00 1.00
#> HP1508501T2D_G18     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_O8      1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_D24     2   0.000     0.9838 0.00 1.00
#> HP1508501T2D_K15     2   0.904     0.5390 0.32 0.68
#> HP1508501T2D_N23     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_A17     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_L24     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_C11     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_P2      1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_B14     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_C18     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_J14     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_N10     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_K23     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_I4      1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_N6      2   0.000     0.9838 0.00 1.00
#> HP1508501T2D_I19     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_D18     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_G13     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_N21     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_G23     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_O11     2   0.000     0.9838 0.00 1.00
#> HP1508501T2D_I12     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_E11     1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_I13     2   0.000     0.9838 0.00 1.00
#> HP1508501T2D_L9      1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_E9      1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_K3      1   0.000     0.9949 1.00 0.00
#> HP1508501T2D_N8      2   0.000     0.9838 0.00 1.00
#> HP1506401_K2         1   0.000     0.9949 1.00 0.00
#> HP1506401_M1         1   0.000     0.9949 1.00 0.00
#> HP1506401_N10        1   0.000     0.9949 1.00 0.00
#> HP1506401_D15        2   0.000     0.9838 0.00 1.00
#> HP1506401_G14        1   0.000     0.9949 1.00 0.00
#> HP1506401_O16        2   0.000     0.9838 0.00 1.00
#> HP1506401_D3         1   0.000     0.9949 1.00 0.00
#> HP1506401_G21        2   0.000     0.9838 0.00 1.00
#> HP1506401_B17        1   0.000     0.9949 1.00 0.00
#> HP1506401_H15        1   0.000     0.9949 1.00 0.00
#> HP1506401_J2         1   0.000     0.9949 1.00 0.00
#> HP1506401_B1         1   0.000     0.9949 1.00 0.00
#> HP1506401_H4         1   0.000     0.9949 1.00 0.00
#> HP1506401_I15        1   0.000     0.9949 1.00 0.00
#> HP1506401_D24        1   0.000     0.9949 1.00 0.00
#> HP1506401_J24        1   0.000     0.9949 1.00 0.00
#> HP1506401_I13        1   0.000     0.9949 1.00 0.00
#> HP1506401_K17        1   0.000     0.9949 1.00 0.00
#> HP1506401_O24        1   0.000     0.9949 1.00 0.00
#> HP1506401_H7         1   0.000     0.9949 1.00 0.00
#> HP1506401_M21        1   0.000     0.9949 1.00 0.00
#> HP1506401_N24        1   0.000     0.9949 1.00 0.00
#> HP1506401_P5         1   0.141     0.9753 0.98 0.02
#> HP1506401_L20        1   0.000     0.9949 1.00 0.00
#> HP1506401_C17        1   0.000     0.9949 1.00 0.00
#> HP1506401_J23        1   0.000     0.9949 1.00 0.00
#> HP1506401_D2         1   0.000     0.9949 1.00 0.00
#> HP1506401_D23        1   0.000     0.9949 1.00 0.00
#> HP1506401_G18        1   0.000     0.9949 1.00 0.00
#> HP1506401_B5         2   0.000     0.9838 0.00 1.00
#> HP1506401_E17        1   0.000     0.9949 1.00 0.00
#> HP1506401_O21        1   0.000     0.9949 1.00 0.00
#> HP1506401_L4         1   0.000     0.9949 1.00 0.00
#> HP1506401_E18        1   0.000     0.9949 1.00 0.00
#> HP1506401_F10        1   0.000     0.9949 1.00 0.00
#> HP1506401_I4         2   0.000     0.9838 0.00 1.00
#> HP1506401_D17        1   0.000     0.9949 1.00 0.00
#> HP1506401_D12        2   0.634     0.8095 0.16 0.84
#> HP1506401_B14        1   0.000     0.9949 1.00 0.00
#> HP1506401_I21        1   0.000     0.9949 1.00 0.00
#> HP1506401_I6         2   0.000     0.9838 0.00 1.00
#> HP1506401_O7         1   0.000     0.9949 1.00 0.00
#> HP1506401_A4         2   0.000     0.9838 0.00 1.00
#> HP1506401_K14        2   0.000     0.9838 0.00 1.00
#> HP1506401_J20        1   0.000     0.9949 1.00 0.00
#> HP1506401_G15        1   0.000     0.9949 1.00 0.00
#> HP1506401_L3         1   0.000     0.9949 1.00 0.00
#> HP1506401_F23        1   0.000     0.9949 1.00 0.00
#> HP1506401_A7         1   0.000     0.9949 1.00 0.00
#> HP1506401_B24        1   0.000     0.9949 1.00 0.00
#> HP1506401_E24        1   0.000     0.9949 1.00 0.00
#> HP1506401_E8         1   0.000     0.9949 1.00 0.00
#> HP1506401_G23        2   0.000     0.9838 0.00 1.00
#> HP1506401_J15        1   0.000     0.9949 1.00 0.00
#> HP1506401_M11        1   0.141     0.9753 0.98 0.02
#> HP1506401_N22        2   0.000     0.9838 0.00 1.00
#> HP1506401_C7         1   0.000     0.9949 1.00 0.00
#> HP1506401_H1         1   0.000     0.9949 1.00 0.00
#> HP1506401_H3         1   0.000     0.9949 1.00 0.00
#> HP1506401_E14        1   0.000     0.9949 1.00 0.00
#> HP1506401_P4         1   0.000     0.9949 1.00 0.00
#> HP1506401_J11        2   0.000     0.9838 0.00 1.00
#> HP1506401_D1         1   0.000     0.9949 1.00 0.00
#> HP1507101_G2         2   0.000     0.9838 0.00 1.00
#> HP1507101_J15        2   0.000     0.9838 0.00 1.00
#> HP1507101_K16        2   0.000     0.9838 0.00 1.00
#> HP1507101_M10        2   0.000     0.9838 0.00 1.00
#> HP1507101_G10        1   0.000     0.9949 1.00 0.00
#> HP1507101_O12        2   0.000     0.9838 0.00 1.00
#> HP1507101_N8         2   0.000     0.9838 0.00 1.00
#> HP1507101_P1         1   0.000     0.9949 1.00 0.00
#> HP1509101_I17        1   0.000     0.9949 1.00 0.00
#> HP1509101_A24        1   0.000     0.9949 1.00 0.00
#> HP1509101_P9         2   0.000     0.9838 0.00 1.00
#> HP1509101_F24        1   0.000     0.9949 1.00 0.00
#> HP1509101_F2         1   0.000     0.9949 1.00 0.00
#> HP1509101_B24        1   0.000     0.9949 1.00 0.00
#> HP1509101_B17        1   0.000     0.9949 1.00 0.00
#> HP1509101_I12        1   0.000     0.9949 1.00 0.00
#> HP1509101_O14        1   0.000     0.9949 1.00 0.00
#> HP1509101_P8         1   0.000     0.9949 1.00 0.00
#> HP1509101_F22        1   0.000     0.9949 1.00 0.00
#> HP1509101_F23        1   0.000     0.9949 1.00 0.00
#> HP1504901_J10        2   0.000     0.9838 0.00 1.00
#> HP1504901_D13        2   0.000     0.9838 0.00 1.00
#> HP1526901T2D_M8      2   0.000     0.9838 0.00 1.00
#> HP1526901T2D_G24     2   0.000     0.9838 0.00 1.00
#> HP1526901T2D_M20     1   0.242     0.9546 0.96 0.04
#> HP1526901T2D_F24     2   0.000     0.9838 0.00 1.00
#> HP1526901T2D_E15     2   0.000     0.9838 0.00 1.00
#> HP1526901T2D_E1      2   0.000     0.9838 0.00 1.00
#> HP1526901T2D_K1      2   0.000     0.9838 0.00 1.00
#> HP1526901T2D_I12     2   0.000     0.9838 0.00 1.00
#> HP1526901T2D_N21     2   0.000     0.9838 0.00 1.00
#> HP1526901T2D_K19     2   0.000     0.9838 0.00 1.00
#> HP1526901T2D_H21     2   0.000     0.9838 0.00 1.00
#> HP1526901T2D_I9      2   0.000     0.9838 0.00 1.00
#> HP1526901T2D_G22     1   0.000     0.9949 1.00 0.00
#> HP1526901T2D_B3      2   0.000     0.9838 0.00 1.00
#> HP1526901T2D_H2      2   0.000     0.9838 0.00 1.00

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                  class entropy silhouette   p1   p2   p3
#> HP1502401_A14        2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_I14        2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_H23        2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_G18        2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_G23        2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_D18        2  0.0000      0.994 0.00 1.00 0.00
#> HP1504101T2D_L14     2  0.0892      0.981 0.00 0.98 0.02
#> HP1502401_N2         2  0.0000      0.994 0.00 1.00 0.00
#> HP1504101T2D_B8      2  0.2066      0.934 0.00 0.94 0.06
#> HP1502401_O14        2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_L5         2  0.0000      0.994 0.00 1.00 0.00
#> HP1504101T2D_C1      2  0.0000      0.994 0.00 1.00 0.00
#> HP1504101T2D_K19     2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_H21        2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_B17        2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_N18        2  0.0000      0.994 0.00 1.00 0.00
#> HP1504101T2D_I6      2  0.0000      0.994 0.00 1.00 0.00
#> HP1504101T2D_P3      2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_M8         2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_I2         2  0.0000      0.994 0.00 1.00 0.00
#> HP1504101T2D_H18     2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_D4         2  0.0000      0.994 0.00 1.00 0.00
#> HP1504101T2D_F18     2  0.0000      0.994 0.00 1.00 0.00
#> HP1504101T2D_A10     2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_K10        2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_D10        2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_A22        2  0.0000      0.994 0.00 1.00 0.00
#> HP1504101T2D_C11     2  0.0892      0.981 0.00 0.98 0.02
#> HP1502401_J15        2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_J19        2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_O10        2  0.0000      0.994 0.00 1.00 0.00
#> HP1504101T2D_K10     2  0.0000      0.994 0.00 1.00 0.00
#> HP1504101T2D_J16     2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_J17        2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_N10        2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_D2         2  0.0892      0.981 0.00 0.98 0.02
#> HP1502401_E23        2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_E24        2  0.0000      0.994 0.00 1.00 0.00
#> HP1504101T2D_F1      2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_J24        2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_M16        2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_E2         2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_C1         2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_I21        2  0.0892      0.977 0.00 0.98 0.02
#> HP1502401_J2         2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_M22        2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_N16        2  0.0000      0.994 0.00 1.00 0.00
#> HP1502401_E20        2  0.0892      0.981 0.00 0.98 0.02
#> HP1504101T2D_O24     2  0.0000      0.994 0.00 1.00 0.00
#> AZ_B8                2  0.0000      0.994 0.00 1.00 0.00
#> AZ_A7                2  0.0000      0.994 0.00 1.00 0.00
#> AZ_C3                2  0.0000      0.994 0.00 1.00 0.00
#> AZ_H10               1  0.6053      0.628 0.72 0.26 0.02
#> AZ_F6                2  0.0892      0.981 0.00 0.98 0.02
#> AZ_C9                2  0.0000      0.994 0.00 1.00 0.00
#> HP1508501T2D_K2      3  0.4002      0.817 0.00 0.16 0.84
#> HP1508501T2D_E1      1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_G2      3  0.0892      0.959 0.00 0.02 0.98
#> HP1508501T2D_I1      1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_G3      1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_G1      1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_N1      1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_B18     1  0.4291      0.773 0.82 0.00 0.18
#> HP1508501T2D_A8      1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_M17     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_M3      1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_P14     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_I24     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_F4      3  0.0892      0.959 0.00 0.02 0.98
#> HP1508501T2D_F12     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_H5      2  0.0000      0.994 0.00 1.00 0.00
#> HP1508501T2D_B17     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_I3      1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_J11     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_N7      3  0.0892      0.959 0.00 0.02 0.98
#> HP1508501T2D_M15     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_K22     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_H17     3  0.0892      0.959 0.00 0.02 0.98
#> HP1508501T2D_M22     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_N13     2  0.1529      0.970 0.00 0.96 0.04
#> HP1508501T2D_F8      1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_L10     3  0.5397      0.635 0.00 0.28 0.72
#> HP1508501T2D_N24     3  0.0892      0.959 0.00 0.02 0.98
#> HP1508501T2D_E15     3  0.0892      0.959 0.00 0.02 0.98
#> HP1508501T2D_N17     3  0.0892      0.959 0.00 0.02 0.98
#> HP1508501T2D_N2      1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_K18     2  0.1529      0.957 0.00 0.96 0.04
#> HP1508501T2D_C24     3  0.0892      0.959 0.00 0.02 0.98
#> HP1508501T2D_H13     3  0.1529      0.932 0.04 0.00 0.96
#> HP1508501T2D_L21     3  0.0892      0.959 0.00 0.02 0.98
#> HP1508501T2D_G19     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_I11     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_K7      1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_I17     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_J13     3  0.0892      0.948 0.02 0.00 0.98
#> HP1508501T2D_M18     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_F21     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_E17     3  0.0892      0.959 0.00 0.02 0.98
#> HP1508501T2D_H16     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_G17     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_I10     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_N15     3  0.0892      0.959 0.00 0.02 0.98
#> HP1508501T2D_L2      1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_D9      1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_L15     3  0.0892      0.959 0.00 0.02 0.98
#> HP1508501T2D_G18     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_O8      1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_D24     3  0.0892      0.959 0.00 0.02 0.98
#> HP1508501T2D_K15     3  0.0000      0.948 0.00 0.00 1.00
#> HP1508501T2D_N23     3  0.6302      0.109 0.48 0.00 0.52
#> HP1508501T2D_A17     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_L24     3  0.2959      0.874 0.10 0.00 0.90
#> HP1508501T2D_C11     3  0.0892      0.948 0.02 0.00 0.98
#> HP1508501T2D_P2      1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_B14     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_C18     3  0.5397      0.627 0.28 0.00 0.72
#> HP1508501T2D_J14     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_N10     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_K23     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_I4      3  0.0892      0.948 0.02 0.00 0.98
#> HP1508501T2D_N6      3  0.0892      0.959 0.00 0.02 0.98
#> HP1508501T2D_I19     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_D18     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_G13     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_N21     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_G23     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_O11     2  0.0892      0.981 0.00 0.98 0.02
#> HP1508501T2D_I12     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_E11     1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_I13     3  0.0892      0.959 0.00 0.02 0.98
#> HP1508501T2D_L9      3  0.0892      0.948 0.02 0.00 0.98
#> HP1508501T2D_E9      1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_K3      1  0.0000      0.993 1.00 0.00 0.00
#> HP1508501T2D_N8      3  0.0892      0.959 0.00 0.02 0.98
#> HP1506401_K2         1  0.0892      0.978 0.98 0.00 0.02
#> HP1506401_M1         1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_N10        3  0.0892      0.948 0.02 0.00 0.98
#> HP1506401_D15        3  0.0892      0.959 0.00 0.02 0.98
#> HP1506401_G14        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_O16        2  0.0892      0.981 0.00 0.98 0.02
#> HP1506401_D3         1  0.0892      0.978 0.98 0.00 0.02
#> HP1506401_G21        3  0.0892      0.959 0.00 0.02 0.98
#> HP1506401_B17        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_H15        1  0.0892      0.978 0.98 0.00 0.02
#> HP1506401_J2         1  0.0892      0.978 0.98 0.00 0.02
#> HP1506401_B1         1  0.0892      0.978 0.98 0.00 0.02
#> HP1506401_H4         1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_I15        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_D24        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_J24        1  0.0892      0.978 0.98 0.00 0.02
#> HP1506401_I13        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_K17        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_O24        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_H7         1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_M21        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_N24        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_P5         3  0.0892      0.948 0.02 0.00 0.98
#> HP1506401_L20        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_C17        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_J23        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_D2         1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_D23        1  0.0892      0.978 0.98 0.00 0.02
#> HP1506401_G18        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_B5         3  0.0892      0.941 0.00 0.02 0.98
#> HP1506401_E17        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_O21        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_L4         1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_E18        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_F10        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_I4         3  0.0892      0.959 0.00 0.02 0.98
#> HP1506401_D17        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_D12        2  0.0892      0.981 0.00 0.98 0.02
#> HP1506401_B14        1  0.0892      0.978 0.98 0.00 0.02
#> HP1506401_I21        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_I6         2  0.0892      0.981 0.00 0.98 0.02
#> HP1506401_O7         1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_A4         3  0.0000      0.948 0.00 0.00 1.00
#> HP1506401_K14        2  0.0892      0.981 0.00 0.98 0.02
#> HP1506401_J20        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_G15        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_L3         1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_F23        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_A7         1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_B24        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_E24        1  0.0892      0.978 0.98 0.00 0.02
#> HP1506401_E8         1  0.0892      0.978 0.98 0.00 0.02
#> HP1506401_G23        3  0.0892      0.959 0.00 0.02 0.98
#> HP1506401_J15        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_M11        3  0.0892      0.948 0.02 0.00 0.98
#> HP1506401_N22        2  0.0892      0.981 0.00 0.98 0.02
#> HP1506401_C7         1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_H1         1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_H3         1  0.0892      0.978 0.98 0.00 0.02
#> HP1506401_E14        1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_P4         1  0.0000      0.993 1.00 0.00 0.00
#> HP1506401_J11        2  0.2066      0.952 0.00 0.94 0.06
#> HP1506401_D1         1  0.0000      0.993 1.00 0.00 0.00
#> HP1507101_G2         2  0.0000      0.994 0.00 1.00 0.00
#> HP1507101_J15        3  0.0892      0.959 0.00 0.02 0.98
#> HP1507101_K16        3  0.0892      0.959 0.00 0.02 0.98
#> HP1507101_M10        2  0.0000      0.994 0.00 1.00 0.00
#> HP1507101_G10        1  0.0000      0.993 1.00 0.00 0.00
#> HP1507101_O12        3  0.0892      0.959 0.00 0.02 0.98
#> HP1507101_N8         3  0.0892      0.959 0.00 0.02 0.98
#> HP1507101_P1         1  0.0000      0.993 1.00 0.00 0.00
#> HP1509101_I17        1  0.0000      0.993 1.00 0.00 0.00
#> HP1509101_A24        1  0.0000      0.993 1.00 0.00 0.00
#> HP1509101_P9         3  0.0892      0.959 0.00 0.02 0.98
#> HP1509101_F24        1  0.0000      0.993 1.00 0.00 0.00
#> HP1509101_F2         3  0.4555      0.758 0.20 0.00 0.80
#> HP1509101_B24        3  0.0892      0.948 0.02 0.00 0.98
#> HP1509101_B17        1  0.0000      0.993 1.00 0.00 0.00
#> HP1509101_I12        1  0.0000      0.993 1.00 0.00 0.00
#> HP1509101_O14        1  0.2537      0.909 0.92 0.00 0.08
#> HP1509101_P8         1  0.0000      0.993 1.00 0.00 0.00
#> HP1509101_F22        1  0.0000      0.993 1.00 0.00 0.00
#> HP1509101_F23        1  0.0000      0.993 1.00 0.00 0.00
#> HP1504901_J10        2  0.0000      0.994 0.00 1.00 0.00
#> HP1504901_D13        2  0.0000      0.994 0.00 1.00 0.00
#> HP1526901T2D_M8      3  0.0892      0.959 0.00 0.02 0.98
#> HP1526901T2D_G24     3  0.0892      0.959 0.00 0.02 0.98
#> HP1526901T2D_M20     3  0.0892      0.948 0.02 0.00 0.98
#> HP1526901T2D_F24     3  0.0892      0.959 0.00 0.02 0.98
#> HP1526901T2D_E15     3  0.5397      0.635 0.00 0.28 0.72
#> HP1526901T2D_E1      3  0.0892      0.959 0.00 0.02 0.98
#> HP1526901T2D_K1      3  0.0892      0.959 0.00 0.02 0.98
#> HP1526901T2D_I12     3  0.0000      0.948 0.00 0.00 1.00
#> HP1526901T2D_N21     3  0.0892      0.959 0.00 0.02 0.98
#> HP1526901T2D_K19     3  0.0892      0.959 0.00 0.02 0.98
#> HP1526901T2D_H21     3  0.0892      0.959 0.00 0.02 0.98
#> HP1526901T2D_I9      2  0.0000      0.994 0.00 1.00 0.00
#> HP1526901T2D_G22     3  0.0892      0.948 0.02 0.00 0.98
#> HP1526901T2D_B3      3  0.0892      0.959 0.00 0.02 0.98
#> HP1526901T2D_H2      3  0.0892      0.959 0.00 0.02 0.98

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                  class entropy silhouette   p1   p2   p3   p4
#> HP1502401_A14        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_I14        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_H23        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_G18        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_G23        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_D18        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1504101T2D_L14     2  0.1211      0.948 0.00 0.96 0.00 0.04
#> HP1502401_N2         2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1504101T2D_B8      2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_O14        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_L5         2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1504101T2D_C1      2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1504101T2D_K19     2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_H21        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_B17        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_N18        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1504101T2D_I6      2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1504101T2D_P3      2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_M8         2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_I2         2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1504101T2D_H18     2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_D4         2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1504101T2D_F18     2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1504101T2D_A10     2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_K10        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_D10        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_A22        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1504101T2D_C11     2  0.3610      0.754 0.00 0.80 0.00 0.20
#> HP1502401_J15        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_J19        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_O10        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1504101T2D_K10     2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1504101T2D_J16     2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_J17        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_N10        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_D2         2  0.1211      0.947 0.00 0.96 0.00 0.04
#> HP1502401_E23        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_E24        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1504101T2D_F1      2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_J24        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_M16        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_E2         2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_C1         2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_I21        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_J2         2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_M22        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_N16        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1502401_E20        2  0.2011      0.907 0.00 0.92 0.00 0.08
#> HP1504101T2D_O24     2  0.0000      0.981 0.00 1.00 0.00 0.00
#> AZ_B8                2  0.0000      0.981 0.00 1.00 0.00 0.00
#> AZ_A7                2  0.0000      0.981 0.00 1.00 0.00 0.00
#> AZ_C3                2  0.0000      0.981 0.00 1.00 0.00 0.00
#> AZ_H10               1  0.5489      0.567 0.70 0.24 0.00 0.06
#> AZ_F6                2  0.3400      0.783 0.00 0.82 0.00 0.18
#> AZ_C9                2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1508501T2D_K2      2  0.4790      0.374 0.00 0.62 0.38 0.00
#> HP1508501T2D_E1      1  0.1211      0.951 0.96 0.00 0.00 0.04
#> HP1508501T2D_G2      3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1508501T2D_I1      1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_G3      1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_G1      1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_N1      1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_B18     1  0.2011      0.898 0.92 0.00 0.08 0.00
#> HP1508501T2D_A8      1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_M17     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_M3      1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_P14     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_I24     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_F4      3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1508501T2D_F12     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_H5      2  0.0707      0.966 0.00 0.98 0.00 0.02
#> HP1508501T2D_B17     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_I3      1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_J11     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_N7      3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1508501T2D_M15     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_K22     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_H17     3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1508501T2D_M22     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_N13     4  0.0000      0.946 0.00 0.00 0.00 1.00
#> HP1508501T2D_F8      1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_L10     3  0.5957      0.225 0.00 0.42 0.54 0.04
#> HP1508501T2D_N24     3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1508501T2D_E15     3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1508501T2D_N17     3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1508501T2D_N2      1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_K18     2  0.0707      0.966 0.00 0.98 0.00 0.02
#> HP1508501T2D_C24     3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1508501T2D_H13     3  0.0707      0.934 0.02 0.00 0.98 0.00
#> HP1508501T2D_L21     3  0.1211      0.914 0.00 0.04 0.96 0.00
#> HP1508501T2D_G19     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_I11     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_K7      1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_I17     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_J13     3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1508501T2D_M18     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_F21     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_E17     3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1508501T2D_H16     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_G17     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_I10     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_N15     3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1508501T2D_L2      1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_D9      1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_L15     3  0.1211      0.922 0.00 0.00 0.96 0.04
#> HP1508501T2D_G18     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_O8      1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_D24     3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1508501T2D_K15     3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1508501T2D_N23     1  0.4624      0.477 0.66 0.00 0.34 0.00
#> HP1508501T2D_A17     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_L24     3  0.3172      0.729 0.16 0.00 0.84 0.00
#> HP1508501T2D_C11     3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1508501T2D_P2      1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_B14     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_C18     3  0.4522      0.459 0.32 0.00 0.68 0.00
#> HP1508501T2D_J14     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_N10     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_K23     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_I4      3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1508501T2D_N6      3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1508501T2D_I19     1  0.1211      0.951 0.96 0.00 0.00 0.04
#> HP1508501T2D_D18     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_G13     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_N21     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_G23     1  0.2921      0.832 0.86 0.00 0.00 0.14
#> HP1508501T2D_O11     4  0.3400      0.761 0.00 0.18 0.00 0.82
#> HP1508501T2D_I12     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_E11     1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_I13     3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1508501T2D_L9      3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1508501T2D_E9      1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_K3      1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1508501T2D_N8      3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1506401_K2         4  0.2345      0.861 0.10 0.00 0.00 0.90
#> HP1506401_M1         1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_N10        3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1506401_D15        3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1506401_G14        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_O16        4  0.0000      0.946 0.00 0.00 0.00 1.00
#> HP1506401_D3         4  0.0707      0.940 0.02 0.00 0.00 0.98
#> HP1506401_G21        3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1506401_B17        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_H15        4  0.0707      0.940 0.02 0.00 0.00 0.98
#> HP1506401_J2         4  0.0000      0.946 0.00 0.00 0.00 1.00
#> HP1506401_B1         4  0.0707      0.940 0.02 0.00 0.00 0.98
#> HP1506401_H4         1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_I15        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_D24        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_J24        4  0.0000      0.946 0.00 0.00 0.00 1.00
#> HP1506401_I13        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_K17        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_O24        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_H7         1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_M21        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_N24        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_P5         3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1506401_L20        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_C17        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_J23        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_D2         1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_D23        4  0.0707      0.940 0.02 0.00 0.00 0.98
#> HP1506401_G18        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_B5         4  0.0000      0.946 0.00 0.00 0.00 1.00
#> HP1506401_E17        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_O21        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_L4         1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_E18        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_F10        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_I4         3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1506401_D17        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_D12        4  0.0000      0.946 0.00 0.00 0.00 1.00
#> HP1506401_B14        4  0.0000      0.946 0.00 0.00 0.00 1.00
#> HP1506401_I21        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_I6         4  0.0000      0.946 0.00 0.00 0.00 1.00
#> HP1506401_O7         1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_A4         3  0.4406      0.541 0.00 0.00 0.70 0.30
#> HP1506401_K14        4  0.0000      0.946 0.00 0.00 0.00 1.00
#> HP1506401_J20        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_G15        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_L3         1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_F23        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_A7         1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_B24        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_E24        4  0.0000      0.946 0.00 0.00 0.00 1.00
#> HP1506401_E8         4  0.0707      0.940 0.02 0.00 0.00 0.98
#> HP1506401_G23        3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1506401_J15        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_M11        3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1506401_N22        4  0.0000      0.946 0.00 0.00 0.00 1.00
#> HP1506401_C7         1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_H1         1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_H3         4  0.0707      0.940 0.02 0.00 0.00 0.98
#> HP1506401_E14        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_P4         1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1506401_J11        4  0.0000      0.946 0.00 0.00 0.00 1.00
#> HP1506401_D1         1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1507101_G2         2  0.1211      0.949 0.00 0.96 0.00 0.04
#> HP1507101_J15        3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1507101_K16        3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1507101_M10        2  0.1211      0.949 0.00 0.96 0.00 0.04
#> HP1507101_G10        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1507101_O12        3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1507101_N8         3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1507101_P1         1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1509101_I17        1  0.1211      0.951 0.96 0.00 0.00 0.04
#> HP1509101_A24        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1509101_P9         3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1509101_F24        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1509101_F2         4  0.5957      0.232 0.04 0.00 0.42 0.54
#> HP1509101_B24        3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1509101_B17        1  0.1211      0.951 0.96 0.00 0.00 0.04
#> HP1509101_I12        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1509101_O14        4  0.3172      0.791 0.16 0.00 0.00 0.84
#> HP1509101_P8         1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1509101_F22        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1509101_F23        1  0.0000      0.988 1.00 0.00 0.00 0.00
#> HP1504901_J10        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1504901_D13        2  0.0000      0.981 0.00 1.00 0.00 0.00
#> HP1526901T2D_M8      3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1526901T2D_G24     3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1526901T2D_M20     3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1526901T2D_F24     3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1526901T2D_E15     3  0.5713      0.438 0.00 0.34 0.62 0.04
#> HP1526901T2D_E1      3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1526901T2D_K1      3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1526901T2D_I12     3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1526901T2D_N21     3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1526901T2D_K19     3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1526901T2D_H21     3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1526901T2D_I9      2  0.1211      0.949 0.00 0.96 0.00 0.04
#> HP1526901T2D_G22     3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1526901T2D_B3      3  0.0000      0.958 0.00 0.00 1.00 0.00
#> HP1526901T2D_H2      3  0.0000      0.958 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)

plot of chunk tab-node-0221-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-0221-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-0221-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-0221-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-0221-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-0221-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-0221-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-0221-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-0221-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-0221-get-signatures-no-scale-1

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

plot of chunk tab-node-0221-get-signatures-no-scale-2

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

plot of chunk tab-node-0221-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-0221-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-0221-dimension-reduction-1

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

plot of chunk tab-node-0221-dimension-reduction-2

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

plot of chunk tab-node-0221-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-0221-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans      231           7.37e-01         8.89e-01     7.09e-02 2
#> ATC:skmeans      233           1.09e-06         5.68e-06     1.24e-02 3
#> ATC:skmeans      228           4.32e-10         2.43e-07     6.45e-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.


Node02211

Parent node: Node0221. Child nodes: Node021111-leaf , Node021112-leaf , Node021121-leaf , Node021122-leaf , Node021123-leaf , Node021211-leaf , Node021212-leaf , Node021213-leaf , Node021221-leaf , Node021222-leaf , Node021223-leaf , Node022111-leaf , Node022112-leaf , Node022113-leaf , Node022114-leaf , Node022211-leaf , Node022212-leaf , Node022213-leaf , Node022221-leaf , Node022222-leaf , Node022223-leaf , Node022224-leaf , Node023121-leaf , Node023122-leaf , Node023123-leaf , Node024221-leaf , Node024222-leaf , Node024223-leaf .

The object with results only for a single top-value method and a single partitioning method can be extracted as:

res = res_rh["02211"]

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 11973 rows and 108 columns.
#>   Top rows (1197) 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)

plot of chunk node-02211-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-02211-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2     1           0.987       0.995          0.505 0.496   0.496
#> 3 3     1           0.978       0.982          0.280 0.818   0.647
#> 4 4     1           0.971       0.981          0.131 0.876   0.669

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                  class entropy silhouette   p1   p2
#> AZ_H10               2   0.981       0.28 0.42 0.58
#> HP1508501T2D_E1      2   0.000       0.99 0.00 1.00
#> HP1508501T2D_I1      1   0.000       1.00 1.00 0.00
#> HP1508501T2D_G3      1   0.000       1.00 1.00 0.00
#> HP1508501T2D_G1      1   0.000       1.00 1.00 0.00
#> HP1508501T2D_N1      1   0.000       1.00 1.00 0.00
#> HP1508501T2D_B18     1   0.000       1.00 1.00 0.00
#> HP1508501T2D_A8      1   0.000       1.00 1.00 0.00
#> HP1508501T2D_M17     1   0.000       1.00 1.00 0.00
#> HP1508501T2D_M3      2   0.000       0.99 0.00 1.00
#> HP1508501T2D_P14     1   0.000       1.00 1.00 0.00
#> HP1508501T2D_I24     2   0.000       0.99 0.00 1.00
#> HP1508501T2D_F12     1   0.000       1.00 1.00 0.00
#> HP1508501T2D_B17     1   0.000       1.00 1.00 0.00
#> HP1508501T2D_I3      1   0.000       1.00 1.00 0.00
#> HP1508501T2D_J11     1   0.000       1.00 1.00 0.00
#> HP1508501T2D_M15     2   0.000       0.99 0.00 1.00
#> HP1508501T2D_K22     1   0.000       1.00 1.00 0.00
#> HP1508501T2D_M22     1   0.000       1.00 1.00 0.00
#> HP1508501T2D_F8      1   0.000       1.00 1.00 0.00
#> HP1508501T2D_N2      1   0.000       1.00 1.00 0.00
#> HP1508501T2D_G19     1   0.000       1.00 1.00 0.00
#> HP1508501T2D_I11     1   0.000       1.00 1.00 0.00
#> HP1508501T2D_K7      1   0.000       1.00 1.00 0.00
#> HP1508501T2D_I17     1   0.000       1.00 1.00 0.00
#> HP1508501T2D_M18     2   0.000       0.99 0.00 1.00
#> HP1508501T2D_F21     1   0.000       1.00 1.00 0.00
#> HP1508501T2D_H16     2   0.000       0.99 0.00 1.00
#> HP1508501T2D_G17     2   0.000       0.99 0.00 1.00
#> HP1508501T2D_I10     2   0.000       0.99 0.00 1.00
#> HP1508501T2D_L2      2   0.000       0.99 0.00 1.00
#> HP1508501T2D_D9      2   0.000       0.99 0.00 1.00
#> HP1508501T2D_G18     1   0.000       1.00 1.00 0.00
#> HP1508501T2D_O8      1   0.000       1.00 1.00 0.00
#> HP1508501T2D_A17     1   0.000       1.00 1.00 0.00
#> HP1508501T2D_P2      2   0.000       0.99 0.00 1.00
#> HP1508501T2D_B14     2   0.000       0.99 0.00 1.00
#> HP1508501T2D_J14     1   0.000       1.00 1.00 0.00
#> HP1508501T2D_N10     1   0.000       1.00 1.00 0.00
#> HP1508501T2D_K23     1   0.000       1.00 1.00 0.00
#> HP1508501T2D_I19     2   0.000       0.99 0.00 1.00
#> HP1508501T2D_D18     1   0.000       1.00 1.00 0.00
#> HP1508501T2D_G13     1   0.000       1.00 1.00 0.00
#> HP1508501T2D_N21     1   0.000       1.00 1.00 0.00
#> HP1508501T2D_G23     2   0.000       0.99 0.00 1.00
#> HP1508501T2D_I12     1   0.000       1.00 1.00 0.00
#> HP1508501T2D_E11     1   0.000       1.00 1.00 0.00
#> HP1508501T2D_E9      1   0.000       1.00 1.00 0.00
#> HP1508501T2D_K3      1   0.000       1.00 1.00 0.00
#> HP1506401_K2         2   0.000       0.99 0.00 1.00
#> HP1506401_M1         2   0.000       0.99 0.00 1.00
#> HP1506401_G14        1   0.000       1.00 1.00 0.00
#> HP1506401_D3         2   0.000       0.99 0.00 1.00
#> HP1506401_B17        1   0.000       1.00 1.00 0.00
#> HP1506401_H15        2   0.000       0.99 0.00 1.00
#> HP1506401_J2         2   0.000       0.99 0.00 1.00
#> HP1506401_B1         2   0.000       0.99 0.00 1.00
#> HP1506401_H4         1   0.000       1.00 1.00 0.00
#> HP1506401_I15        1   0.000       1.00 1.00 0.00
#> HP1506401_D24        2   0.000       0.99 0.00 1.00
#> HP1506401_J24        2   0.000       0.99 0.00 1.00
#> HP1506401_I13        2   0.000       0.99 0.00 1.00
#> HP1506401_K17        1   0.000       1.00 1.00 0.00
#> HP1506401_O24        2   0.000       0.99 0.00 1.00
#> HP1506401_H7         1   0.000       1.00 1.00 0.00
#> HP1506401_M21        1   0.000       1.00 1.00 0.00
#> HP1506401_N24        2   0.000       0.99 0.00 1.00
#> HP1506401_L20        1   0.000       1.00 1.00 0.00
#> HP1506401_C17        2   0.000       0.99 0.00 1.00
#> HP1506401_J23        2   0.000       0.99 0.00 1.00
#> HP1506401_D2         2   0.000       0.99 0.00 1.00
#> HP1506401_D23        2   0.000       0.99 0.00 1.00
#> HP1506401_G18        1   0.000       1.00 1.00 0.00
#> HP1506401_E17        1   0.000       1.00 1.00 0.00
#> HP1506401_O21        2   0.000       0.99 0.00 1.00
#> HP1506401_L4         2   0.000       0.99 0.00 1.00
#> HP1506401_E18        1   0.000       1.00 1.00 0.00
#> HP1506401_F10        2   0.000       0.99 0.00 1.00
#> HP1506401_D17        2   0.000       0.99 0.00 1.00
#> HP1506401_B14        2   0.000       0.99 0.00 1.00
#> HP1506401_I21        2   0.000       0.99 0.00 1.00
#> HP1506401_O7         1   0.000       1.00 1.00 0.00
#> HP1506401_J20        1   0.000       1.00 1.00 0.00
#> HP1506401_G15        2   0.000       0.99 0.00 1.00
#> HP1506401_L3         2   0.000       0.99 0.00 1.00
#> HP1506401_F23        1   0.000       1.00 1.00 0.00
#> HP1506401_A7         2   0.000       0.99 0.00 1.00
#> HP1506401_B24        2   0.000       0.99 0.00 1.00
#> HP1506401_E24        2   0.000       0.99 0.00 1.00
#> HP1506401_E8         2   0.000       0.99 0.00 1.00
#> HP1506401_J15        2   0.000       0.99 0.00 1.00
#> HP1506401_C7         2   0.000       0.99 0.00 1.00
#> HP1506401_H1         2   0.000       0.99 0.00 1.00
#> HP1506401_H3         2   0.000       0.99 0.00 1.00
#> HP1506401_E14        2   0.529       0.86 0.12 0.88
#> HP1506401_P4         1   0.000       1.00 1.00 0.00
#> HP1506401_D1         2   0.000       0.99 0.00 1.00
#> HP1507101_G10        1   0.000       1.00 1.00 0.00
#> HP1507101_P1         1   0.000       1.00 1.00 0.00
#> HP1509101_I17        2   0.000       0.99 0.00 1.00
#> HP1509101_A24        1   0.000       1.00 1.00 0.00
#> HP1509101_F24        1   0.000       1.00 1.00 0.00
#> HP1509101_B17        2   0.000       0.99 0.00 1.00
#> HP1509101_I12        2   0.000       0.99 0.00 1.00
#> HP1509101_O14        2   0.000       0.99 0.00 1.00
#> HP1509101_P8         1   0.000       1.00 1.00 0.00
#> HP1509101_F22        2   0.000       0.99 0.00 1.00
#> HP1509101_F23        1   0.000       1.00 1.00 0.00

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                  class entropy silhouette   p1   p2   p3
#> AZ_H10               2   0.153      0.967 0.00 0.96 0.04
#> HP1508501T2D_E1      2   0.153      0.954 0.00 0.96 0.04
#> HP1508501T2D_I1      1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_G3      1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_G1      1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_N1      1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_B18     1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_A8      1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_M17     1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_M3      3   0.153      0.974 0.00 0.04 0.96
#> HP1508501T2D_P14     1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_I24     2   0.000      0.984 0.00 1.00 0.00
#> HP1508501T2D_F12     1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_B17     1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_I3      1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_J11     1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_M15     3   0.153      0.974 0.00 0.04 0.96
#> HP1508501T2D_K22     1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_M22     1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_F8      1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_N2      1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_G19     1   0.153      0.964 0.96 0.00 0.04
#> HP1508501T2D_I11     1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_K7      1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_I17     1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_M18     2   0.153      0.967 0.00 0.96 0.04
#> HP1508501T2D_F21     1   0.153      0.964 0.96 0.00 0.04
#> HP1508501T2D_H16     2   0.153      0.967 0.00 0.96 0.04
#> HP1508501T2D_G17     2   0.153      0.967 0.00 0.96 0.04
#> HP1508501T2D_I10     2   0.153      0.967 0.00 0.96 0.04
#> HP1508501T2D_L2      2   0.000      0.984 0.00 1.00 0.00
#> HP1508501T2D_D9      2   0.000      0.984 0.00 1.00 0.00
#> HP1508501T2D_G18     1   0.153      0.964 0.96 0.00 0.04
#> HP1508501T2D_O8      1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_A17     3   0.153      0.964 0.04 0.00 0.96
#> HP1508501T2D_P2      2   0.000      0.984 0.00 1.00 0.00
#> HP1508501T2D_B14     2   0.153      0.967 0.00 0.96 0.04
#> HP1508501T2D_J14     1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_N10     3   0.153      0.964 0.04 0.00 0.96
#> HP1508501T2D_K23     1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_I19     2   0.153      0.954 0.00 0.96 0.04
#> HP1508501T2D_D18     1   0.153      0.964 0.96 0.00 0.04
#> HP1508501T2D_G13     3   0.153      0.964 0.04 0.00 0.96
#> HP1508501T2D_N21     1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_G23     2   0.000      0.984 0.00 1.00 0.00
#> HP1508501T2D_I12     1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_E11     1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_E9      1   0.000      0.992 1.00 0.00 0.00
#> HP1508501T2D_K3      1   0.000      0.992 1.00 0.00 0.00
#> HP1506401_K2         2   0.000      0.984 0.00 1.00 0.00
#> HP1506401_M1         2   0.000      0.984 0.00 1.00 0.00
#> HP1506401_G14        1   0.153      0.964 0.96 0.00 0.04
#> HP1506401_D3         2   0.000      0.984 0.00 1.00 0.00
#> HP1506401_B17        3   0.153      0.964 0.04 0.00 0.96
#> HP1506401_H15        2   0.000      0.984 0.00 1.00 0.00
#> HP1506401_J2         2   0.000      0.984 0.00 1.00 0.00
#> HP1506401_B1         2   0.000      0.984 0.00 1.00 0.00
#> HP1506401_H4         3   0.153      0.964 0.04 0.00 0.96
#> HP1506401_I15        1   0.304      0.925 0.92 0.04 0.04
#> HP1506401_D24        2   0.153      0.967 0.00 0.96 0.04
#> HP1506401_J24        2   0.000      0.984 0.00 1.00 0.00
#> HP1506401_I13        2   0.000      0.984 0.00 1.00 0.00
#> HP1506401_K17        1   0.000      0.992 1.00 0.00 0.00
#> HP1506401_O24        2   0.000      0.984 0.00 1.00 0.00
#> HP1506401_H7         1   0.000      0.992 1.00 0.00 0.00
#> HP1506401_M21        3   0.153      0.964 0.04 0.00 0.96
#> HP1506401_N24        2   0.000      0.984 0.00 1.00 0.00
#> HP1506401_L20        1   0.000      0.992 1.00 0.00 0.00
#> HP1506401_C17        3   0.153      0.974 0.00 0.04 0.96
#> HP1506401_J23        2   0.000      0.984 0.00 1.00 0.00
#> HP1506401_D2         3   0.153      0.974 0.00 0.04 0.96
#> HP1506401_D23        2   0.000      0.984 0.00 1.00 0.00
#> HP1506401_G18        1   0.000      0.992 1.00 0.00 0.00
#> HP1506401_E17        1   0.000      0.992 1.00 0.00 0.00
#> HP1506401_O21        2   0.000      0.984 0.00 1.00 0.00
#> HP1506401_L4         3   0.153      0.974 0.00 0.04 0.96
#> HP1506401_E18        1   0.153      0.964 0.96 0.00 0.04
#> HP1506401_F10        3   0.153      0.974 0.00 0.04 0.96
#> HP1506401_D17        3   0.153      0.974 0.00 0.04 0.96
#> HP1506401_B14        2   0.000      0.984 0.00 1.00 0.00
#> HP1506401_I21        3   0.153      0.974 0.00 0.04 0.96
#> HP1506401_O7         1   0.153      0.964 0.96 0.00 0.04
#> HP1506401_J20        1   0.000      0.992 1.00 0.00 0.00
#> HP1506401_G15        2   0.153      0.967 0.00 0.96 0.04
#> HP1506401_L3         2   0.000      0.984 0.00 1.00 0.00
#> HP1506401_F23        1   0.000      0.992 1.00 0.00 0.00
#> HP1506401_A7         2   0.000      0.984 0.00 1.00 0.00
#> HP1506401_B24        3   0.153      0.974 0.00 0.04 0.96
#> HP1506401_E24        2   0.000      0.984 0.00 1.00 0.00
#> HP1506401_E8         2   0.000      0.984 0.00 1.00 0.00
#> HP1506401_J15        2   0.153      0.967 0.00 0.96 0.04
#> HP1506401_C7         2   0.153      0.967 0.00 0.96 0.04
#> HP1506401_H1         2   0.000      0.984 0.00 1.00 0.00
#> HP1506401_H3         2   0.000      0.984 0.00 1.00 0.00
#> HP1506401_E14        2   0.153      0.967 0.00 0.96 0.04
#> HP1506401_P4         1   0.000      0.992 1.00 0.00 0.00
#> HP1506401_D1         3   0.153      0.974 0.00 0.04 0.96
#> HP1507101_G10        3   0.153      0.964 0.04 0.00 0.96
#> HP1507101_P1         3   0.153      0.964 0.04 0.00 0.96
#> HP1509101_I17        2   0.207      0.935 0.00 0.94 0.06
#> HP1509101_A24        1   0.000      0.992 1.00 0.00 0.00
#> HP1509101_F24        3   0.369      0.860 0.14 0.00 0.86
#> HP1509101_B17        2   0.153      0.954 0.00 0.96 0.04
#> HP1509101_I12        3   0.153      0.974 0.00 0.04 0.96
#> HP1509101_O14        3   0.153      0.974 0.00 0.04 0.96
#> HP1509101_P8         1   0.000      0.992 1.00 0.00 0.00
#> HP1509101_F22        3   0.153      0.974 0.00 0.04 0.96
#> HP1509101_F23        1   0.000      0.992 1.00 0.00 0.00

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                  class entropy silhouette   p1   p2   p3   p4
#> AZ_H10               4  0.1637     0.9560 0.00 0.06 0.00 0.94
#> HP1508501T2D_E1      2  0.1637     0.9449 0.00 0.94 0.00 0.06
#> HP1508501T2D_I1      1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_G3      1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_G1      1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_N1      1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_B18     1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_A8      1  0.1637     0.9313 0.94 0.00 0.00 0.06
#> HP1508501T2D_M17     1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_M3      3  0.0000     0.9987 0.00 0.00 1.00 0.00
#> HP1508501T2D_P14     1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_I24     2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1508501T2D_F12     1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_B17     1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_I3      1  0.1637     0.9313 0.94 0.00 0.00 0.06
#> HP1508501T2D_J11     1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_M15     3  0.0000     0.9987 0.00 0.00 1.00 0.00
#> HP1508501T2D_K22     1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_M22     1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_F8      1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_N2      1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_G19     4  0.1637     0.9448 0.06 0.00 0.00 0.94
#> HP1508501T2D_I11     1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_K7      1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_I17     1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_M18     2  0.0707     0.9734 0.00 0.98 0.00 0.02
#> HP1508501T2D_F21     4  0.1637     0.9448 0.06 0.00 0.00 0.94
#> HP1508501T2D_H16     4  0.1637     0.9560 0.00 0.06 0.00 0.94
#> HP1508501T2D_G17     4  0.2345     0.9239 0.00 0.10 0.00 0.90
#> HP1508501T2D_I10     4  0.1637     0.9560 0.00 0.06 0.00 0.94
#> HP1508501T2D_L2      2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1508501T2D_D9      2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1508501T2D_G18     4  0.1637     0.9448 0.06 0.00 0.00 0.94
#> HP1508501T2D_O8      1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_A17     3  0.0000     0.9987 0.00 0.00 1.00 0.00
#> HP1508501T2D_P2      2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1508501T2D_B14     4  0.1637     0.9560 0.00 0.06 0.00 0.94
#> HP1508501T2D_J14     1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_N10     3  0.0000     0.9987 0.00 0.00 1.00 0.00
#> HP1508501T2D_K23     1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_I19     2  0.1637     0.9449 0.00 0.94 0.00 0.06
#> HP1508501T2D_D18     4  0.1637     0.9448 0.06 0.00 0.00 0.94
#> HP1508501T2D_G13     3  0.0707     0.9743 0.02 0.00 0.98 0.00
#> HP1508501T2D_N21     1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_G23     2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1508501T2D_I12     1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_E11     1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_E9      1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1508501T2D_K3      1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1506401_K2         2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1506401_M1         2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1506401_G14        4  0.1637     0.9448 0.06 0.00 0.00 0.94
#> HP1506401_D3         2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1506401_B17        3  0.0000     0.9987 0.00 0.00 1.00 0.00
#> HP1506401_H15        2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1506401_J2         2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1506401_B1         2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1506401_H4         3  0.0000     0.9987 0.00 0.00 1.00 0.00
#> HP1506401_I15        4  0.1913     0.9549 0.02 0.04 0.00 0.94
#> HP1506401_D24        4  0.2011     0.9420 0.00 0.08 0.00 0.92
#> HP1506401_J24        2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1506401_I13        2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1506401_K17        1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1506401_O24        2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1506401_H7         1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1506401_M21        3  0.0000     0.9987 0.00 0.00 1.00 0.00
#> HP1506401_N24        2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1506401_L20        1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1506401_C17        3  0.0000     0.9987 0.00 0.00 1.00 0.00
#> HP1506401_J23        2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1506401_D2         3  0.0000     0.9987 0.00 0.00 1.00 0.00
#> HP1506401_D23        2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1506401_G18        1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1506401_E17        1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1506401_O21        2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1506401_L4         3  0.0000     0.9987 0.00 0.00 1.00 0.00
#> HP1506401_E18        4  0.1637     0.9448 0.06 0.00 0.00 0.94
#> HP1506401_F10        3  0.0000     0.9987 0.00 0.00 1.00 0.00
#> HP1506401_D17        3  0.0000     0.9987 0.00 0.00 1.00 0.00
#> HP1506401_B14        2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1506401_I21        3  0.0000     0.9987 0.00 0.00 1.00 0.00
#> HP1506401_O7         4  0.1637     0.9448 0.06 0.00 0.00 0.94
#> HP1506401_J20        1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1506401_G15        4  0.1637     0.9560 0.00 0.06 0.00 0.94
#> HP1506401_L3         2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1506401_F23        1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1506401_A7         2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1506401_B24        3  0.0000     0.9987 0.00 0.00 1.00 0.00
#> HP1506401_E24        2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1506401_E8         2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1506401_J15        2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1506401_C7         4  0.1637     0.9560 0.00 0.06 0.00 0.94
#> HP1506401_H1         2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1506401_H3         2  0.0000     0.9913 0.00 1.00 0.00 0.00
#> HP1506401_E14        4  0.1637     0.9560 0.00 0.06 0.00 0.94
#> HP1506401_P4         1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1506401_D1         3  0.0000     0.9987 0.00 0.00 1.00 0.00
#> HP1507101_G10        3  0.0000     0.9987 0.00 0.00 1.00 0.00
#> HP1507101_P1         3  0.0000     0.9987 0.00 0.00 1.00 0.00
#> HP1509101_I17        2  0.1637     0.9449 0.00 0.94 0.00 0.06
#> HP1509101_A24        1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1509101_F24        1  0.4994     0.0835 0.52 0.00 0.48 0.00
#> HP1509101_B17        2  0.1637     0.9449 0.00 0.94 0.00 0.06
#> HP1509101_I12        3  0.0000     0.9987 0.00 0.00 1.00 0.00
#> HP1509101_O14        3  0.0000     0.9987 0.00 0.00 1.00 0.00
#> HP1509101_P8         1  0.0000     0.9818 1.00 0.00 0.00 0.00
#> HP1509101_F22        3  0.0000     0.9987 0.00 0.00 1.00 0.00
#> HP1509101_F23        1  0.1637     0.9313 0.94 0.00 0.00 0.06

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

consensus_heatmap(res, k = 2)

plot of chunk tab-node-02211-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-02211-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-02211-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-02211-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-02211-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-02211-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-02211-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-02211-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-02211-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-02211-get-signatures-no-scale-1

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

plot of chunk tab-node-02211-get-signatures-no-scale-2

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

plot of chunk tab-node-02211-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-02211-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-02211-dimension-reduction-1

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

plot of chunk tab-node-02211-dimension-reduction-2

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

plot of chunk tab-node-02211-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-02211-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans      107           1.94e-05         0.000597      0.00196 2
#> ATC:skmeans      108           2.51e-12         0.000167      0.00658 3
#> ATC:skmeans      107           5.41e-16         0.000289      0.00614 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.


Node0222

Parent node: Node022. Child nodes: Node01221-leaf , Node01222-leaf , Node02111 , Node02112 , Node02121 , Node02122 , Node02211 , Node02212-leaf , Node02213-leaf , Node02221 , Node02222 , Node02223-leaf , Node02231-leaf , Node02232-leaf , Node02233-leaf , Node02234-leaf , Node02311-leaf , Node02312 , Node02313-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02331-leaf , Node02332-leaf , Node02411-leaf , Node02412-leaf , Node02421-leaf , Node02422 , Node02423-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .

The object with results only for a single top-value method and a single partitioning method can be extracted as:

res = res_rh["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 11917 rows and 225 columns.
#>   Top rows (1192) 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)

plot of chunk node-0222-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-0222-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 1.000           0.968       0.988          0.497 0.504   0.504
#> 3 3 1.000           0.972       0.985          0.201 0.889   0.782
#> 4 4 0.909           0.900       0.960          0.176 0.853   0.655

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                  class entropy silhouette   p1   p2
#> HP1502401_L18        2   0.000    0.98629 0.00 1.00
#> HP1502401_C12        2   0.000    0.98629 0.00 1.00
#> HP1508501T2D_N22     2   0.000    0.98629 0.00 1.00
#> HP1508501T2D_J15     1   0.000    0.98806 1.00 0.00
#> HP1504901_O11        2   0.000    0.98629 0.00 1.00
#> HP1504901_P11        2   0.000    0.98629 0.00 1.00
#> HP1504901_F8         2   0.000    0.98629 0.00 1.00
#> HP1504901_N18        2   0.000    0.98629 0.00 1.00
#> HP1504901_I10        2   0.000    0.98629 0.00 1.00
#> HP1504901_P7         2   0.000    0.98629 0.00 1.00
#> HP1504901_E6         2   0.000    0.98629 0.00 1.00
#> HP1504901_L16        2   0.000    0.98629 0.00 1.00
#> HP1504901_O4         2   0.000    0.98629 0.00 1.00
#> HP1504901_B14        2   0.000    0.98629 0.00 1.00
#> HP1504901_K23        2   0.000    0.98629 0.00 1.00
#> HP1504901_G11        2   0.000    0.98629 0.00 1.00
#> HP1504901_H16        2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_P14     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_P16     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_O14     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_H14     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_F24     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_P1      1   0.469    0.88409 0.90 0.10
#> HP1526901T2D_O5      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_H9      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_K16     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_C3      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_D1      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_I18     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_M11     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_I23     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_K14     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_J7      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_C4      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_J21     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_J5      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_D10     2   0.000    0.98629 0.00 1.00
#> HP1526901T2D_F15     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_C6      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_G3      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_E11     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_N4      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_B24     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_O1      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_O20     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_O9      2   0.925    0.48758 0.34 0.66
#> HP1525301T2D_G13     1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_I1      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_L23     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_I1      1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_J18     1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_B24     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_C24     1   0.469    0.88434 0.90 0.10
#> HP1526901T2D_P13     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_G14     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_L1      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_I10     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_G20     2   0.000    0.98629 0.00 1.00
#> HP1526901T2D_N4      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_H24     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_P13     1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_E23     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_D2      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_I3      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_F10     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_K21     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_H3      1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_D4      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_N5      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_A17     2   0.999    0.07566 0.48 0.52
#> HP1525301T2D_E12     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_C13     2   0.000    0.98629 0.00 1.00
#> HP1526901T2D_K4      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_I19     1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_D22     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_J15     2   0.000    0.98629 0.00 1.00
#> HP1526901T2D_J11     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_P21     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_J23     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_P5      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_F21     2   0.402    0.90422 0.08 0.92
#> HP1525301T2D_A19     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_J16     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_F7      1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_E9      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_O7      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_A12     2   0.000    0.98629 0.00 1.00
#> HP1526901T2D_J3      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_B6      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_E5      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_K11     1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_N7      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_L8      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_O23     1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_A11     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_F5      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_A15     1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_F16     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_L2      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_B10     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_E2      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_E24     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_K18     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_C17     1   0.855    0.61375 0.72 0.28
#> HP1525301T2D_D3      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_D22     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_F16     2   0.000    0.98629 0.00 1.00
#> HP1526901T2D_D7      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_N11     1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_A24     1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_E22     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_C14     2   0.000    0.98629 0.00 1.00
#> HP1526901T2D_C14     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_K6      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_L4      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_G9      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_L20     2   0.000    0.98629 0.00 1.00
#> HP1526901T2D_K17     1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_F22     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_I22     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_K10     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_F8      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_A13     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_A1      2   0.000    0.98629 0.00 1.00
#> HP1526901T2D_O2      1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_D3      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_D6      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_O3      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_N14     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_J9      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_P2      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_K12     1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_H9      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_O17     2   0.000    0.98629 0.00 1.00
#> HP1526901T2D_B23     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_G17     2   0.000    0.98629 0.00 1.00
#> HP1526901T2D_C22     1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_D2      1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_L15     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_C23     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_I15     2   0.000    0.98629 0.00 1.00
#> HP1526901T2D_A6      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_E15     1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_C23     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_H11     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_L6      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_F12     1   0.827    0.65039 0.74 0.26
#> HP1525301T2D_P19     2   0.000    0.98629 0.00 1.00
#> HP1526901T2D_C20     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_A14     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_C9      1   0.242    0.94948 0.96 0.04
#> HP1525301T2D_M2      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_L5      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_C7      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_J20     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_N16     1   0.680    0.78000 0.82 0.18
#> HP1525301T2D_C15     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_M5      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_D14     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_N20     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_P20     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_L16     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_G5      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_P4      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_I17     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_M6      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_N10     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_J17     1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_F8      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_N1      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_B21     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_H16     1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_E14     2   0.958    0.38850 0.38 0.62
#> HP1525301T2D_M15     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_C19     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_K8      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_H8      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_K2      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_M9      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_D21     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_K5      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_B14     2   0.000    0.98629 0.00 1.00
#> HP1526901T2D_J12     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_D4      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_F3      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_G10     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_H2      1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_A21     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_H1      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_H18     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_O16     1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_B5      1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_O4      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_I24     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_O24     2   0.000    0.98629 0.00 1.00
#> HP1526901T2D_D12     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_M20     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_H17     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_C21     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_L13     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_K17     1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_I17     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_D8      2   0.000    0.98629 0.00 1.00
#> HP1526901T2D_M18     2   0.327    0.92658 0.06 0.94
#> HP1525301T2D_M12     1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_E16     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_N12     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_C11     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_I8      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_O22     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_K1      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_E17     1   1.000   -0.00366 0.50 0.50
#> HP1525301T2D_D15     2   0.000    0.98629 0.00 1.00
#> HP1526901T2D_H5      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_G21     2   0.000    0.98629 0.00 1.00
#> HP1526901T2D_O19     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_C22     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_B12     2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_B3      2   0.000    0.98629 0.00 1.00
#> HP1525301T2D_N6      1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_N11     1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_H8      1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_I16     1   0.000    0.98806 1.00 0.00
#> HP1525301T2D_P23     1   0.000    0.98806 1.00 0.00
#> HP1526901T2D_C8      2   0.000    0.98629 0.00 1.00

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                  class entropy silhouette   p1   p2   p3
#> HP1502401_L18        2  0.0000      0.988 0.00 1.00 0.00
#> HP1502401_C12        2  0.0000      0.988 0.00 1.00 0.00
#> HP1508501T2D_N22     2  0.0000      0.988 0.00 1.00 0.00
#> HP1508501T2D_J15     1  0.0000      0.986 1.00 0.00 0.00
#> HP1504901_O11        2  0.0000      0.988 0.00 1.00 0.00
#> HP1504901_P11        2  0.0000      0.988 0.00 1.00 0.00
#> HP1504901_F8         2  0.0000      0.988 0.00 1.00 0.00
#> HP1504901_N18        2  0.0000      0.988 0.00 1.00 0.00
#> HP1504901_I10        2  0.0000      0.988 0.00 1.00 0.00
#> HP1504901_P7         2  0.0000      0.988 0.00 1.00 0.00
#> HP1504901_E6         2  0.0000      0.988 0.00 1.00 0.00
#> HP1504901_L16        2  0.0000      0.988 0.00 1.00 0.00
#> HP1504901_O4         2  0.0000      0.988 0.00 1.00 0.00
#> HP1504901_B14        2  0.0000      0.988 0.00 1.00 0.00
#> HP1504901_K23        2  0.0000      0.988 0.00 1.00 0.00
#> HP1504901_G11        2  0.0000      0.988 0.00 1.00 0.00
#> HP1504901_H16        2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_P14     2  0.0892      0.971 0.00 0.98 0.02
#> HP1525301T2D_P16     3  0.0892      0.979 0.02 0.00 0.98
#> HP1525301T2D_O14     1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_H14     2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_F24     3  0.0892      0.979 0.02 0.00 0.98
#> HP1525301T2D_P1      1  0.2414      0.939 0.94 0.04 0.02
#> HP1526901T2D_O5      1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_H9      2  0.0892      0.970 0.00 0.98 0.02
#> HP1525301T2D_K16     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_C3      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_D1      3  0.0892      0.979 0.02 0.00 0.98
#> HP1525301T2D_I18     2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_M11     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_I23     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_K14     1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_J7      1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_C4      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_J21     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_J5      3  0.5560      0.582 0.00 0.30 0.70
#> HP1525301T2D_D10     2  0.0000      0.988 0.00 1.00 0.00
#> HP1526901T2D_F15     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_C6      2  0.0892      0.971 0.00 0.98 0.02
#> HP1525301T2D_G3      1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_E11     3  0.0892      0.979 0.02 0.00 0.98
#> HP1525301T2D_N4      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_B24     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_O1      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_O20     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_O9      3  0.0892      0.979 0.02 0.00 0.98
#> HP1525301T2D_G13     1  0.0892      0.979 0.98 0.00 0.02
#> HP1526901T2D_I1      1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_L23     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_I1      1  0.0892      0.979 0.98 0.00 0.02
#> HP1526901T2D_J18     1  0.0892      0.979 0.98 0.00 0.02
#> HP1526901T2D_B24     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_C24     1  0.1781      0.962 0.96 0.02 0.02
#> HP1526901T2D_P13     3  0.0892      0.979 0.02 0.00 0.98
#> HP1525301T2D_G14     2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_L1      1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_I10     1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_G20     2  0.0000      0.988 0.00 1.00 0.00
#> HP1526901T2D_N4      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_H24     2  0.0892      0.971 0.00 0.98 0.02
#> HP1525301T2D_P13     1  0.0892      0.979 0.98 0.00 0.02
#> HP1526901T2D_E23     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_D2      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_I3      1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_F10     2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_K21     1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_H3      1  0.0000      0.986 1.00 0.00 0.00
#> HP1526901T2D_D4      1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_N5      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_A17     3  0.0892      0.979 0.02 0.00 0.98
#> HP1525301T2D_E12     3  0.0892      0.979 0.02 0.00 0.98
#> HP1525301T2D_C13     2  0.0000      0.988 0.00 1.00 0.00
#> HP1526901T2D_K4      1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_I19     1  0.0000      0.986 1.00 0.00 0.00
#> HP1526901T2D_D22     1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_J15     2  0.0000      0.988 0.00 1.00 0.00
#> HP1526901T2D_J11     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_P21     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_J23     2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_P5      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_F21     2  0.3832      0.835 0.10 0.88 0.02
#> HP1525301T2D_A19     1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_J16     2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_F7      3  0.0892      0.979 0.02 0.00 0.98
#> HP1526901T2D_E9      1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_O7      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_A12     2  0.0000      0.988 0.00 1.00 0.00
#> HP1526901T2D_J3      1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_B6      3  0.0892      0.979 0.02 0.00 0.98
#> HP1525301T2D_E5      3  0.0892      0.960 0.00 0.02 0.98
#> HP1525301T2D_K11     1  0.0000      0.986 1.00 0.00 0.00
#> HP1526901T2D_N7      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_L8      3  0.0892      0.979 0.02 0.00 0.98
#> HP1525301T2D_O23     1  0.0000      0.986 1.00 0.00 0.00
#> HP1526901T2D_A11     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_F5      1  0.4555      0.744 0.80 0.00 0.20
#> HP1525301T2D_A15     1  0.0892      0.979 0.98 0.00 0.02
#> HP1526901T2D_F16     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_L2      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_B10     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_E2      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_E24     3  0.0892      0.979 0.02 0.00 0.98
#> HP1525301T2D_K18     1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_C17     1  0.4551      0.803 0.84 0.14 0.02
#> HP1525301T2D_D3      2  0.0892      0.970 0.00 0.98 0.02
#> HP1525301T2D_D22     1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_F16     2  0.0000      0.988 0.00 1.00 0.00
#> HP1526901T2D_D7      1  0.1529      0.952 0.96 0.00 0.04
#> HP1525301T2D_N11     1  0.0000      0.986 1.00 0.00 0.00
#> HP1526901T2D_A24     1  0.0000      0.986 1.00 0.00 0.00
#> HP1526901T2D_E22     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_C14     2  0.0000      0.988 0.00 1.00 0.00
#> HP1526901T2D_C14     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_K6      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_L4      2  0.0892      0.971 0.00 0.98 0.02
#> HP1525301T2D_G9      1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_L20     2  0.0892      0.971 0.00 0.98 0.02
#> HP1526901T2D_K17     1  0.0000      0.986 1.00 0.00 0.00
#> HP1526901T2D_F22     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_I22     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_K10     3  0.0892      0.979 0.02 0.00 0.98
#> HP1525301T2D_F8      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_A13     2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_A1      2  0.0000      0.988 0.00 1.00 0.00
#> HP1526901T2D_O2      3  0.0892      0.979 0.02 0.00 0.98
#> HP1526901T2D_D3      1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_D6      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_O3      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_N14     1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_J9      1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_P2      1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_K12     1  0.0000      0.986 1.00 0.00 0.00
#> HP1526901T2D_H9      1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_O17     2  0.0000      0.988 0.00 1.00 0.00
#> HP1526901T2D_B23     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_G17     2  0.0000      0.988 0.00 1.00 0.00
#> HP1526901T2D_C22     1  0.0000      0.986 1.00 0.00 0.00
#> HP1526901T2D_D2      1  0.0000      0.986 1.00 0.00 0.00
#> HP1526901T2D_L15     2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_C23     2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_I15     2  0.0000      0.988 0.00 1.00 0.00
#> HP1526901T2D_A6      3  0.0892      0.979 0.02 0.00 0.98
#> HP1525301T2D_E15     1  0.0000      0.986 1.00 0.00 0.00
#> HP1526901T2D_C23     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_H11     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_L6      1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_F12     1  0.1781      0.962 0.96 0.02 0.02
#> HP1525301T2D_P19     2  0.0892      0.971 0.00 0.98 0.02
#> HP1526901T2D_C20     2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_A14     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_C9      1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_M2      3  0.0892      0.979 0.02 0.00 0.98
#> HP1525301T2D_L5      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_C7      3  0.0892      0.979 0.02 0.00 0.98
#> HP1525301T2D_J20     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_N16     1  0.1781      0.962 0.96 0.02 0.02
#> HP1525301T2D_C15     2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_M5      1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_D14     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_N20     3  0.0892      0.979 0.02 0.00 0.98
#> HP1525301T2D_P20     2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_L16     2  0.0892      0.971 0.00 0.98 0.02
#> HP1525301T2D_G5      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_P4      1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_I17     2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_M6      2  0.0892      0.971 0.00 0.98 0.02
#> HP1525301T2D_N10     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_J17     3  0.0892      0.979 0.02 0.00 0.98
#> HP1526901T2D_F8      3  0.0892      0.960 0.00 0.02 0.98
#> HP1525301T2D_N1      1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_B21     1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_H16     1  0.0892      0.979 0.98 0.00 0.02
#> HP1526901T2D_E14     2  0.9456      0.110 0.32 0.48 0.20
#> HP1525301T2D_M15     1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_C19     2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_K8      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_H8      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_K2      1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_M9      1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_D21     3  0.0892      0.979 0.02 0.00 0.98
#> HP1525301T2D_K5      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_B14     2  0.0000      0.988 0.00 1.00 0.00
#> HP1526901T2D_J12     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_D4      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_F3      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_G10     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_H2      1  0.0000      0.986 1.00 0.00 0.00
#> HP1526901T2D_A21     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_H1      1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_H18     1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_O16     3  0.0892      0.979 0.02 0.00 0.98
#> HP1526901T2D_B5      1  0.0000      0.986 1.00 0.00 0.00
#> HP1526901T2D_O4      1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_I24     2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_O24     2  0.0000      0.988 0.00 1.00 0.00
#> HP1526901T2D_D12     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_M20     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_H17     1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_C21     2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_L13     2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_K17     1  0.0000      0.986 1.00 0.00 0.00
#> HP1526901T2D_I17     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_D8      2  0.0000      0.988 0.00 1.00 0.00
#> HP1526901T2D_M18     3  0.0892      0.979 0.02 0.00 0.98
#> HP1525301T2D_M12     1  0.0892      0.979 0.98 0.00 0.02
#> HP1526901T2D_E16     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_N12     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_C11     2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_I8      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_O22     2  0.0892      0.971 0.00 0.98 0.02
#> HP1525301T2D_K1      2  0.0000      0.988 0.00 1.00 0.00
#> HP1525301T2D_E17     1  0.5643      0.675 0.76 0.22 0.02
#> HP1525301T2D_D15     2  0.0000      0.988 0.00 1.00 0.00
#> HP1526901T2D_H5      1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_G21     2  0.0000      0.988 0.00 1.00 0.00
#> HP1526901T2D_O19     1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_C22     1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_B12     2  0.3340      0.857 0.00 0.88 0.12
#> HP1525301T2D_B3      2  0.0892      0.971 0.00 0.98 0.02
#> HP1525301T2D_N6      1  0.0000      0.986 1.00 0.00 0.00
#> HP1526901T2D_N11     1  0.0000      0.986 1.00 0.00 0.00
#> HP1526901T2D_H8      1  0.0000      0.986 1.00 0.00 0.00
#> HP1525301T2D_I16     1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_P23     1  0.0892      0.979 0.98 0.00 0.02
#> HP1526901T2D_C8      3  0.4002      0.811 0.00 0.16 0.84

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                  class entropy silhouette   p1   p2   p3   p4
#> HP1502401_L18        2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1502401_C12        2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1508501T2D_N22     2  0.3975      0.688 0.00 0.76 0.00 0.24
#> HP1508501T2D_J15     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1504901_O11        2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1504901_P11        2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1504901_F8         2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1504901_N18        2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1504901_I10        2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1504901_P7         2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1504901_E6         2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1504901_L16        2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1504901_O4         2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1504901_B14        2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1504901_K23        2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1504901_G11        2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1504901_H16        2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_P14     4  0.0000      0.880 0.00 0.00 0.00 1.00
#> HP1525301T2D_P16     3  0.0000      0.934 0.00 0.00 1.00 0.00
#> HP1525301T2D_O14     4  0.2345      0.808 0.10 0.00 0.00 0.90
#> HP1525301T2D_H14     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_F24     3  0.0000      0.934 0.00 0.00 1.00 0.00
#> HP1525301T2D_P1      4  0.0000      0.880 0.00 0.00 0.00 1.00
#> HP1526901T2D_O5      1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_H9      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_K16     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_C3      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_D1      3  0.0000      0.934 0.00 0.00 1.00 0.00
#> HP1525301T2D_I18     2  0.4713      0.453 0.00 0.64 0.00 0.36
#> HP1525301T2D_M11     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_I23     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_K14     1  0.2647      0.847 0.88 0.00 0.00 0.12
#> HP1525301T2D_J7      1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_C4      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_J21     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_J5      2  0.4790      0.401 0.00 0.62 0.38 0.00
#> HP1525301T2D_D10     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1526901T2D_F15     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_C6      4  0.2647      0.774 0.00 0.12 0.00 0.88
#> HP1525301T2D_G3      1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_E11     3  0.0000      0.934 0.00 0.00 1.00 0.00
#> HP1525301T2D_N4      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_B24     1  0.4406      0.550 0.70 0.00 0.00 0.30
#> HP1525301T2D_O1      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_O20     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_O9      3  0.0000      0.934 0.00 0.00 1.00 0.00
#> HP1525301T2D_G13     4  0.3801      0.683 0.22 0.00 0.00 0.78
#> HP1526901T2D_I1      1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_L23     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_I1      1  0.1637      0.915 0.94 0.00 0.00 0.06
#> HP1526901T2D_J18     1  0.0707      0.952 0.98 0.00 0.00 0.02
#> HP1526901T2D_B24     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_C24     4  0.0000      0.880 0.00 0.00 0.00 1.00
#> HP1526901T2D_P13     3  0.0000      0.934 0.00 0.00 1.00 0.00
#> HP1525301T2D_G14     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_L1      4  0.1211      0.856 0.04 0.00 0.00 0.96
#> HP1525301T2D_I10     4  0.2921      0.768 0.14 0.00 0.00 0.86
#> HP1525301T2D_G20     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1526901T2D_N4      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_H24     4  0.0000      0.880 0.00 0.00 0.00 1.00
#> HP1525301T2D_P13     1  0.4948      0.167 0.56 0.00 0.00 0.44
#> HP1526901T2D_E23     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_D2      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_I3      1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_F10     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_K21     4  0.4790      0.427 0.38 0.00 0.00 0.62
#> HP1525301T2D_H3      1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1526901T2D_D4      4  0.0000      0.880 0.00 0.00 0.00 1.00
#> HP1525301T2D_N5      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_A17     3  0.0000      0.934 0.00 0.00 1.00 0.00
#> HP1525301T2D_E12     3  0.0000      0.934 0.00 0.00 1.00 0.00
#> HP1525301T2D_C13     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1526901T2D_K4      1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_I19     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1526901T2D_D22     1  0.1211      0.935 0.96 0.00 0.00 0.04
#> HP1525301T2D_J15     2  0.0707      0.952 0.00 0.98 0.00 0.02
#> HP1526901T2D_J11     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_P21     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_J23     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_P5      2  0.4134      0.655 0.00 0.74 0.00 0.26
#> HP1525301T2D_F21     4  0.0000      0.880 0.00 0.00 0.00 1.00
#> HP1525301T2D_A19     4  0.0000      0.880 0.00 0.00 0.00 1.00
#> HP1525301T2D_J16     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_F7      3  0.0000      0.934 0.00 0.00 1.00 0.00
#> HP1526901T2D_E9      1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_O7      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_A12     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1526901T2D_J3      1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_B6      3  0.0000      0.934 0.00 0.00 1.00 0.00
#> HP1525301T2D_E5      3  0.0000      0.934 0.00 0.00 1.00 0.00
#> HP1525301T2D_K11     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1526901T2D_N7      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_L8      3  0.0000      0.934 0.00 0.00 1.00 0.00
#> HP1525301T2D_O23     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1526901T2D_A11     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_F5      1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_A15     4  0.4994      0.122 0.48 0.00 0.00 0.52
#> HP1526901T2D_F16     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_L2      2  0.2345      0.877 0.00 0.90 0.00 0.10
#> HP1525301T2D_B10     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_E2      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_E24     3  0.0000      0.934 0.00 0.00 1.00 0.00
#> HP1525301T2D_K18     1  0.4790      0.357 0.62 0.00 0.00 0.38
#> HP1525301T2D_C17     4  0.0000      0.880 0.00 0.00 0.00 1.00
#> HP1525301T2D_D3      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_D22     4  0.4948      0.261 0.44 0.00 0.00 0.56
#> HP1525301T2D_F16     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1526901T2D_D7      1  0.0707      0.951 0.98 0.00 0.02 0.00
#> HP1525301T2D_N11     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1526901T2D_A24     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1526901T2D_E22     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_C14     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1526901T2D_C14     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_K6      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_L4      4  0.0000      0.880 0.00 0.00 0.00 1.00
#> HP1525301T2D_G9      4  0.0000      0.880 0.00 0.00 0.00 1.00
#> HP1525301T2D_L20     4  0.0000      0.880 0.00 0.00 0.00 1.00
#> HP1526901T2D_K17     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1526901T2D_F22     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_I22     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_K10     3  0.0000      0.934 0.00 0.00 1.00 0.00
#> HP1525301T2D_F8      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_A13     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_A1      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1526901T2D_O2      3  0.0000      0.934 0.00 0.00 1.00 0.00
#> HP1526901T2D_D3      1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_D6      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_O3      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_N14     4  0.0000      0.880 0.00 0.00 0.00 1.00
#> HP1525301T2D_J9      4  0.0000      0.880 0.00 0.00 0.00 1.00
#> HP1525301T2D_P2      1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_K12     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1526901T2D_H9      1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_O17     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1526901T2D_B23     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_G17     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1526901T2D_C22     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1526901T2D_D2      1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1526901T2D_L15     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_C23     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_I15     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1526901T2D_A6      3  0.3400      0.734 0.18 0.00 0.82 0.00
#> HP1525301T2D_E15     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1526901T2D_C23     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_H11     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_L6      1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_F12     4  0.0000      0.880 0.00 0.00 0.00 1.00
#> HP1525301T2D_P19     4  0.3801      0.643 0.00 0.22 0.00 0.78
#> HP1526901T2D_C20     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_A14     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_C9      4  0.4406      0.586 0.30 0.00 0.00 0.70
#> HP1525301T2D_M2      3  0.0000      0.934 0.00 0.00 1.00 0.00
#> HP1525301T2D_L5      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_C7      3  0.0000      0.934 0.00 0.00 1.00 0.00
#> HP1525301T2D_J20     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_N16     4  0.0000      0.880 0.00 0.00 0.00 1.00
#> HP1525301T2D_C15     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_M5      1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_D14     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_N20     3  0.4790      0.429 0.38 0.00 0.62 0.00
#> HP1525301T2D_P20     2  0.3801      0.720 0.00 0.78 0.00 0.22
#> HP1525301T2D_L16     4  0.0707      0.866 0.00 0.02 0.00 0.98
#> HP1525301T2D_G5      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_P4      1  0.4713      0.412 0.64 0.00 0.00 0.36
#> HP1525301T2D_I17     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_M6      4  0.0000      0.880 0.00 0.00 0.00 1.00
#> HP1525301T2D_N10     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_J17     3  0.0000      0.934 0.00 0.00 1.00 0.00
#> HP1526901T2D_F8      3  0.3400      0.721 0.00 0.18 0.82 0.00
#> HP1525301T2D_N1      1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_B21     1  0.3172      0.795 0.84 0.00 0.00 0.16
#> HP1525301T2D_H16     1  0.2011      0.894 0.92 0.00 0.00 0.08
#> HP1526901T2D_E14     4  0.3522      0.809 0.04 0.06 0.02 0.88
#> HP1525301T2D_M15     4  0.4713      0.477 0.36 0.00 0.00 0.64
#> HP1525301T2D_C19     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_K8      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_H8      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_K2      4  0.0000      0.880 0.00 0.00 0.00 1.00
#> HP1525301T2D_M9      1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_D21     3  0.0000      0.934 0.00 0.00 1.00 0.00
#> HP1525301T2D_K5      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_B14     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1526901T2D_J12     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_D4      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_F3      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_G10     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_H2      1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1526901T2D_A21     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_H1      4  0.0000      0.880 0.00 0.00 0.00 1.00
#> HP1525301T2D_H18     1  0.1211      0.935 0.96 0.00 0.00 0.04
#> HP1525301T2D_O16     3  0.4790      0.425 0.38 0.00 0.62 0.00
#> HP1526901T2D_B5      1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1526901T2D_O4      1  0.4134      0.633 0.74 0.00 0.00 0.26
#> HP1525301T2D_I24     2  0.3975      0.689 0.00 0.76 0.00 0.24
#> HP1525301T2D_O24     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1526901T2D_D12     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_M20     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_H17     1  0.1637      0.916 0.94 0.00 0.00 0.06
#> HP1525301T2D_C21     2  0.1211      0.934 0.00 0.96 0.00 0.04
#> HP1525301T2D_L13     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_K17     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1526901T2D_I17     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_D8      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1526901T2D_M18     3  0.0000      0.934 0.00 0.00 1.00 0.00
#> HP1525301T2D_M12     4  0.0000      0.880 0.00 0.00 0.00 1.00
#> HP1526901T2D_E16     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_N12     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_C11     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_I8      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_O22     4  0.0000      0.880 0.00 0.00 0.00 1.00
#> HP1525301T2D_K1      2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1525301T2D_E17     4  0.0000      0.880 0.00 0.00 0.00 1.00
#> HP1525301T2D_D15     2  0.0000      0.969 0.00 1.00 0.00 0.00
#> HP1526901T2D_H5      1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_G21     4  0.2647      0.770 0.00 0.12 0.00 0.88
#> HP1526901T2D_O19     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_C22     4  0.1637      0.842 0.06 0.00 0.00 0.94
#> HP1525301T2D_B12     2  0.1637      0.915 0.00 0.94 0.06 0.00
#> HP1525301T2D_B3      4  0.2921      0.746 0.00 0.14 0.00 0.86
#> HP1525301T2D_N6      1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1526901T2D_N11     1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1526901T2D_H8      1  0.0000      0.969 1.00 0.00 0.00 0.00
#> HP1525301T2D_I16     4  0.0000      0.880 0.00 0.00 0.00 1.00
#> HP1525301T2D_P23     4  0.0000      0.880 0.00 0.00 0.00 1.00
#> HP1526901T2D_C8      2  0.4713      0.449 0.00 0.64 0.36 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)

plot of chunk tab-node-0222-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-0222-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-0222-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-0222-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-0222-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-0222-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-0222-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-0222-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-0222-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-0222-get-signatures-no-scale-1

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

plot of chunk tab-node-0222-get-signatures-no-scale-2

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

plot of chunk tab-node-0222-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-0222-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-0222-dimension-reduction-1

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

plot of chunk tab-node-0222-dimension-reduction-2

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

plot of chunk tab-node-0222-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-0222-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans      221           1.21e-03         1.99e-05     5.84e-06 2
#> ATC:skmeans      224           1.15e-28         5.07e-06     2.46e-05 3
#> ATC:skmeans      213           4.78e-32         2.15e-06     3.50e-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.


Node02221

Parent node: Node0222. Child nodes: Node021111-leaf , Node021112-leaf , Node021121-leaf , Node021122-leaf , Node021123-leaf , Node021211-leaf , Node021212-leaf , Node021213-leaf , Node021221-leaf , Node021222-leaf , Node021223-leaf , Node022111-leaf , Node022112-leaf , Node022113-leaf , Node022114-leaf , Node022211-leaf , Node022212-leaf , Node022213-leaf , Node022221-leaf , Node022222-leaf , Node022223-leaf , Node022224-leaf , Node023121-leaf , Node023122-leaf , Node023123-leaf , Node024221-leaf , Node024222-leaf , Node024223-leaf .

The object with results only for a single top-value method and a single partitioning method can be extracted as:

res = res_rh["02221"]

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 11740 rows and 109 columns.
#>   Top rows (1174) 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)

plot of chunk node-02221-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-02221-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 1.000           0.985       0.993          0.475 0.526   0.526
#> 3 3 1.000           0.976       0.990          0.416 0.744   0.539
#> 4 4 0.901           0.864       0.943          0.100 0.892   0.691

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                  class entropy silhouette   p1   p2
#> HP1508501T2D_J15     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_O14     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_P1      1   0.000      0.992 1.00 0.00
#> HP1526901T2D_O5      2   0.000      0.994 0.00 1.00
#> HP1525301T2D_K16     1   0.943      0.437 0.64 0.36
#> HP1525301T2D_M11     2   0.000      0.994 0.00 1.00
#> HP1525301T2D_I23     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_K14     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_J7      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_J21     1   0.402      0.910 0.92 0.08
#> HP1526901T2D_F15     2   0.000      0.994 0.00 1.00
#> HP1525301T2D_G3      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_B24     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_O20     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_G13     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_I1      2   0.000      0.994 0.00 1.00
#> HP1525301T2D_L23     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_I1      1   0.000      0.992 1.00 0.00
#> HP1526901T2D_J18     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_B24     2   0.000      0.994 0.00 1.00
#> HP1525301T2D_C24     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_L1      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_I10     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_P13     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_E23     2   0.000      0.994 0.00 1.00
#> HP1525301T2D_I3      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_K21     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_H3      2   0.000      0.994 0.00 1.00
#> HP1526901T2D_D4      1   0.000      0.992 1.00 0.00
#> HP1526901T2D_K4      2   0.000      0.994 0.00 1.00
#> HP1525301T2D_I19     1   0.141      0.974 0.98 0.02
#> HP1526901T2D_D22     1   0.242      0.954 0.96 0.04
#> HP1526901T2D_J11     2   0.000      0.994 0.00 1.00
#> HP1525301T2D_P21     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_A19     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_E9      2   0.000      0.994 0.00 1.00
#> HP1526901T2D_J3      2   0.000      0.994 0.00 1.00
#> HP1525301T2D_K11     2   0.000      0.994 0.00 1.00
#> HP1525301T2D_O23     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_A11     2   0.000      0.994 0.00 1.00
#> HP1525301T2D_F5      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_A15     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_F16     2   0.000      0.994 0.00 1.00
#> HP1525301T2D_B10     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_K18     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_C17     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_D22     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_D7      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_N11     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_A24     2   0.000      0.994 0.00 1.00
#> HP1526901T2D_E22     2   0.000      0.994 0.00 1.00
#> HP1526901T2D_C14     2   0.000      0.994 0.00 1.00
#> HP1525301T2D_G9      1   0.000      0.992 1.00 0.00
#> HP1526901T2D_K17     2   0.000      0.994 0.00 1.00
#> HP1526901T2D_F22     2   0.000      0.994 0.00 1.00
#> HP1525301T2D_I22     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_D3      2   0.000      0.994 0.00 1.00
#> HP1525301T2D_N14     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_J9      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_P2      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_K12     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_H9      2   0.000      0.994 0.00 1.00
#> HP1526901T2D_B23     2   0.000      0.994 0.00 1.00
#> HP1526901T2D_C22     2   0.000      0.994 0.00 1.00
#> HP1526901T2D_D2      2   0.000      0.994 0.00 1.00
#> HP1525301T2D_E15     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_C23     2   0.000      0.994 0.00 1.00
#> HP1525301T2D_H11     2   0.000      0.994 0.00 1.00
#> HP1525301T2D_L6      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_F12     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_A14     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_C9      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_J20     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_N16     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_M5      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_D14     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_P4      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_N10     2   0.000      0.994 0.00 1.00
#> HP1525301T2D_N1      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_B21     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_H16     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_M15     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_K2      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_M9      1   0.000      0.992 1.00 0.00
#> HP1526901T2D_J12     2   0.000      0.994 0.00 1.00
#> HP1525301T2D_G10     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_H2      2   0.000      0.994 0.00 1.00
#> HP1526901T2D_A21     2   0.000      0.994 0.00 1.00
#> HP1525301T2D_H1      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_H18     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_B5      2   0.000      0.994 0.00 1.00
#> HP1526901T2D_O4      1   0.000      0.992 1.00 0.00
#> HP1526901T2D_D12     2   0.000      0.994 0.00 1.00
#> HP1525301T2D_M20     2   0.469      0.889 0.10 0.90
#> HP1525301T2D_H17     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_K17     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_I17     2   0.000      0.994 0.00 1.00
#> HP1525301T2D_M12     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_E16     2   0.000      0.994 0.00 1.00
#> HP1525301T2D_N12     2   0.529      0.864 0.12 0.88
#> HP1525301T2D_E17     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_H5      2   0.000      0.994 0.00 1.00
#> HP1526901T2D_O19     2   0.000      0.994 0.00 1.00
#> HP1525301T2D_C22     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_N6      2   0.000      0.994 0.00 1.00
#> HP1526901T2D_N11     2   0.000      0.994 0.00 1.00
#> HP1526901T2D_H8      2   0.000      0.994 0.00 1.00
#> HP1525301T2D_I16     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_P23     1   0.000      0.992 1.00 0.00

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                  class entropy silhouette   p1   p2   p3
#> HP1508501T2D_J15     3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_O14     3  0.1529      0.948 0.04 0.00 0.96
#> HP1525301T2D_P1      1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_O5      2  0.0000      0.986 0.00 1.00 0.00
#> HP1525301T2D_K16     1  0.0000      0.998 1.00 0.00 0.00
#> HP1525301T2D_M11     2  0.0000      0.986 0.00 1.00 0.00
#> HP1525301T2D_I23     3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_K14     1  0.0000      0.998 1.00 0.00 0.00
#> HP1525301T2D_J7      3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_J21     3  0.0000      0.984 0.00 0.00 1.00
#> HP1526901T2D_F15     2  0.0000      0.986 0.00 1.00 0.00
#> HP1525301T2D_G3      3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_B24     3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_O20     3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_G13     1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_I1      2  0.0000      0.986 0.00 1.00 0.00
#> HP1525301T2D_L23     3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_I1      3  0.0000      0.984 0.00 0.00 1.00
#> HP1526901T2D_J18     1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_B24     2  0.0000      0.986 0.00 1.00 0.00
#> HP1525301T2D_C24     1  0.0000      0.998 1.00 0.00 0.00
#> HP1525301T2D_L1      1  0.0000      0.998 1.00 0.00 0.00
#> HP1525301T2D_I10     1  0.0892      0.979 0.98 0.00 0.02
#> HP1525301T2D_P13     1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_E23     2  0.0000      0.986 0.00 1.00 0.00
#> HP1525301T2D_I3      3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_K21     1  0.0000      0.998 1.00 0.00 0.00
#> HP1525301T2D_H3      2  0.0000      0.986 0.00 1.00 0.00
#> HP1526901T2D_D4      1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_K4      2  0.0000      0.986 0.00 1.00 0.00
#> HP1525301T2D_I19     3  0.0000      0.984 0.00 0.00 1.00
#> HP1526901T2D_D22     1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_J11     2  0.0000      0.986 0.00 1.00 0.00
#> HP1525301T2D_P21     3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_A19     1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_E9      2  0.0000      0.986 0.00 1.00 0.00
#> HP1526901T2D_J3      2  0.0000      0.986 0.00 1.00 0.00
#> HP1525301T2D_K11     2  0.3686      0.828 0.00 0.86 0.14
#> HP1525301T2D_O23     3  0.0000      0.984 0.00 0.00 1.00
#> HP1526901T2D_A11     2  0.0000      0.986 0.00 1.00 0.00
#> HP1525301T2D_F5      3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_A15     1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_F16     2  0.0000      0.986 0.00 1.00 0.00
#> HP1525301T2D_B10     3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_K18     3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_C17     3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_D22     1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_D7      1  0.0892      0.980 0.98 0.00 0.02
#> HP1525301T2D_N11     3  0.0000      0.984 0.00 0.00 1.00
#> HP1526901T2D_A24     2  0.0000      0.986 0.00 1.00 0.00
#> HP1526901T2D_E22     2  0.0000      0.986 0.00 1.00 0.00
#> HP1526901T2D_C14     2  0.0000      0.986 0.00 1.00 0.00
#> HP1525301T2D_G9      1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_K17     2  0.0000      0.986 0.00 1.00 0.00
#> HP1526901T2D_F22     2  0.0000      0.986 0.00 1.00 0.00
#> HP1525301T2D_I22     3  0.0000      0.984 0.00 0.00 1.00
#> HP1526901T2D_D3      2  0.0000      0.986 0.00 1.00 0.00
#> HP1525301T2D_N14     1  0.0000      0.998 1.00 0.00 0.00
#> HP1525301T2D_J9      1  0.0000      0.998 1.00 0.00 0.00
#> HP1525301T2D_P2      3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_K12     3  0.0000      0.984 0.00 0.00 1.00
#> HP1526901T2D_H9      2  0.0000      0.986 0.00 1.00 0.00
#> HP1526901T2D_B23     2  0.0000      0.986 0.00 1.00 0.00
#> HP1526901T2D_C22     2  0.0000      0.986 0.00 1.00 0.00
#> HP1526901T2D_D2      2  0.0000      0.986 0.00 1.00 0.00
#> HP1525301T2D_E15     3  0.0000      0.984 0.00 0.00 1.00
#> HP1526901T2D_C23     2  0.0000      0.986 0.00 1.00 0.00
#> HP1525301T2D_H11     3  0.2537      0.906 0.00 0.08 0.92
#> HP1525301T2D_L6      3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_F12     1  0.0000      0.998 1.00 0.00 0.00
#> HP1525301T2D_A14     3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_C9      3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_J20     3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_N16     1  0.0000      0.998 1.00 0.00 0.00
#> HP1525301T2D_M5      3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_D14     3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_P4      3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_N10     3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_N1      3  0.3686      0.834 0.14 0.00 0.86
#> HP1525301T2D_B21     1  0.0000      0.998 1.00 0.00 0.00
#> HP1525301T2D_H16     1  0.0000      0.998 1.00 0.00 0.00
#> HP1525301T2D_M15     1  0.0000      0.998 1.00 0.00 0.00
#> HP1525301T2D_K2      1  0.0000      0.998 1.00 0.00 0.00
#> HP1525301T2D_M9      3  0.0000      0.984 0.00 0.00 1.00
#> HP1526901T2D_J12     2  0.0000      0.986 0.00 1.00 0.00
#> HP1525301T2D_G10     3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_H2      1  0.0892      0.979 0.98 0.02 0.00
#> HP1526901T2D_A21     2  0.0000      0.986 0.00 1.00 0.00
#> HP1525301T2D_H1      1  0.0000      0.998 1.00 0.00 0.00
#> HP1525301T2D_H18     1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_B5      2  0.0000      0.986 0.00 1.00 0.00
#> HP1526901T2D_O4      1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_D12     2  0.0000      0.986 0.00 1.00 0.00
#> HP1525301T2D_M20     3  0.0000      0.984 0.00 0.00 1.00
#> HP1525301T2D_H17     1  0.0000      0.998 1.00 0.00 0.00
#> HP1525301T2D_K17     1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_I17     2  0.5835      0.485 0.34 0.66 0.00
#> HP1525301T2D_M12     1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_E16     2  0.0000      0.986 0.00 1.00 0.00
#> HP1525301T2D_N12     3  0.5706      0.533 0.00 0.32 0.68
#> HP1525301T2D_E17     1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_H5      2  0.0000      0.986 0.00 1.00 0.00
#> HP1526901T2D_O19     2  0.0000      0.986 0.00 1.00 0.00
#> HP1525301T2D_C22     1  0.0000      0.998 1.00 0.00 0.00
#> HP1525301T2D_N6      2  0.0000      0.986 0.00 1.00 0.00
#> HP1526901T2D_N11     2  0.0000      0.986 0.00 1.00 0.00
#> HP1526901T2D_H8      2  0.0000      0.986 0.00 1.00 0.00
#> HP1525301T2D_I16     1  0.0000      0.998 1.00 0.00 0.00
#> HP1525301T2D_P23     1  0.0000      0.998 1.00 0.00 0.00

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                  class entropy silhouette   p1   p2   p3   p4
#> HP1508501T2D_J15     3  0.0707     0.8995 0.00 0.00 0.98 0.02
#> HP1525301T2D_O14     3  0.1211     0.8838 0.04 0.00 0.96 0.00
#> HP1525301T2D_P1      1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1526901T2D_O5      2  0.0000     0.9452 0.00 1.00 0.00 0.00
#> HP1525301T2D_K16     1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1525301T2D_M11     2  0.0000     0.9452 0.00 1.00 0.00 0.00
#> HP1525301T2D_I23     3  0.0000     0.9050 0.00 0.00 1.00 0.00
#> HP1525301T2D_K14     1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1525301T2D_J7      3  0.0707     0.8995 0.00 0.00 0.98 0.02
#> HP1525301T2D_J21     3  0.0707     0.8995 0.00 0.00 0.98 0.02
#> HP1526901T2D_F15     4  0.0707     0.8965 0.00 0.02 0.00 0.98
#> HP1525301T2D_G3      3  0.0000     0.9050 0.00 0.00 1.00 0.00
#> HP1525301T2D_B24     3  0.0000     0.9050 0.00 0.00 1.00 0.00
#> HP1525301T2D_O20     3  0.0000     0.9050 0.00 0.00 1.00 0.00
#> HP1525301T2D_G13     1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1526901T2D_I1      2  0.0000     0.9452 0.00 1.00 0.00 0.00
#> HP1525301T2D_L23     3  0.0000     0.9050 0.00 0.00 1.00 0.00
#> HP1525301T2D_I1      3  0.0000     0.9050 0.00 0.00 1.00 0.00
#> HP1526901T2D_J18     1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1526901T2D_B24     2  0.0000     0.9452 0.00 1.00 0.00 0.00
#> HP1525301T2D_C24     1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1525301T2D_L1      1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1525301T2D_I10     3  0.4907     0.2651 0.42 0.00 0.58 0.00
#> HP1525301T2D_P13     1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1526901T2D_E23     2  0.0000     0.9452 0.00 1.00 0.00 0.00
#> HP1525301T2D_I3      3  0.0000     0.9050 0.00 0.00 1.00 0.00
#> HP1525301T2D_K21     1  0.0707     0.9519 0.98 0.00 0.02 0.00
#> HP1525301T2D_H3      2  0.0000     0.9452 0.00 1.00 0.00 0.00
#> HP1526901T2D_D4      1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1526901T2D_K4      2  0.0000     0.9452 0.00 1.00 0.00 0.00
#> HP1525301T2D_I19     3  0.0707     0.8995 0.00 0.00 0.98 0.02
#> HP1526901T2D_D22     1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1526901T2D_J11     4  0.1637     0.8693 0.00 0.06 0.00 0.94
#> HP1525301T2D_P21     3  0.0000     0.9050 0.00 0.00 1.00 0.00
#> HP1525301T2D_A19     1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1526901T2D_E9      2  0.0000     0.9452 0.00 1.00 0.00 0.00
#> HP1526901T2D_J3      4  0.0707     0.8965 0.00 0.02 0.00 0.98
#> HP1525301T2D_K11     2  0.7427     0.2130 0.00 0.50 0.20 0.30
#> HP1525301T2D_O23     4  0.3975     0.6875 0.00 0.00 0.24 0.76
#> HP1526901T2D_A11     2  0.0000     0.9452 0.00 1.00 0.00 0.00
#> HP1525301T2D_F5      3  0.4994    -0.0102 0.00 0.00 0.52 0.48
#> HP1525301T2D_A15     1  0.3975     0.6675 0.76 0.00 0.24 0.00
#> HP1526901T2D_F16     2  0.0000     0.9452 0.00 1.00 0.00 0.00
#> HP1525301T2D_B10     3  0.0000     0.9050 0.00 0.00 1.00 0.00
#> HP1525301T2D_K18     3  0.1211     0.8838 0.04 0.00 0.96 0.00
#> HP1525301T2D_C17     3  0.1211     0.8838 0.04 0.00 0.96 0.00
#> HP1525301T2D_D22     1  0.4948     0.1987 0.56 0.00 0.44 0.00
#> HP1526901T2D_D7      4  0.5915     0.3132 0.40 0.00 0.04 0.56
#> HP1525301T2D_N11     3  0.2921     0.7790 0.00 0.00 0.86 0.14
#> HP1526901T2D_A24     2  0.0000     0.9452 0.00 1.00 0.00 0.00
#> HP1526901T2D_E22     2  0.0000     0.9452 0.00 1.00 0.00 0.00
#> HP1526901T2D_C14     2  0.0000     0.9452 0.00 1.00 0.00 0.00
#> HP1525301T2D_G9      1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1526901T2D_K17     2  0.2647     0.8415 0.00 0.88 0.00 0.12
#> HP1526901T2D_F22     4  0.0707     0.8965 0.00 0.02 0.00 0.98
#> HP1525301T2D_I22     3  0.0707     0.8995 0.00 0.00 0.98 0.02
#> HP1526901T2D_D3      2  0.0000     0.9452 0.00 1.00 0.00 0.00
#> HP1525301T2D_N14     1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1525301T2D_J9      1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1525301T2D_P2      3  0.5000    -0.0728 0.00 0.00 0.50 0.50
#> HP1525301T2D_K12     3  0.0000     0.9050 0.00 0.00 1.00 0.00
#> HP1526901T2D_H9      2  0.0000     0.9452 0.00 1.00 0.00 0.00
#> HP1526901T2D_B23     4  0.0707     0.8965 0.00 0.02 0.00 0.98
#> HP1526901T2D_C22     2  0.3400     0.7643 0.00 0.82 0.00 0.18
#> HP1526901T2D_D2      4  0.0707     0.8965 0.00 0.02 0.00 0.98
#> HP1525301T2D_E15     3  0.1211     0.8902 0.00 0.00 0.96 0.04
#> HP1526901T2D_C23     2  0.0000     0.9452 0.00 1.00 0.00 0.00
#> HP1525301T2D_H11     3  0.5077     0.6976 0.00 0.08 0.76 0.16
#> HP1525301T2D_L6      3  0.0000     0.9050 0.00 0.00 1.00 0.00
#> HP1525301T2D_F12     1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1525301T2D_A14     3  0.0000     0.9050 0.00 0.00 1.00 0.00
#> HP1525301T2D_C9      3  0.1211     0.8838 0.04 0.00 0.96 0.00
#> HP1525301T2D_J20     4  0.2921     0.8161 0.00 0.00 0.14 0.86
#> HP1525301T2D_N16     1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1525301T2D_M5      4  0.1211     0.8858 0.00 0.00 0.04 0.96
#> HP1525301T2D_D14     3  0.0000     0.9050 0.00 0.00 1.00 0.00
#> HP1525301T2D_P4      3  0.1211     0.8838 0.04 0.00 0.96 0.00
#> HP1525301T2D_N10     4  0.0707     0.8907 0.00 0.00 0.02 0.98
#> HP1525301T2D_N1      3  0.1411     0.8902 0.02 0.00 0.96 0.02
#> HP1525301T2D_B21     1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1525301T2D_H16     1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1525301T2D_M15     1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1525301T2D_K2      1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1525301T2D_M9      4  0.3400     0.7714 0.00 0.00 0.18 0.82
#> HP1526901T2D_J12     2  0.0000     0.9452 0.00 1.00 0.00 0.00
#> HP1525301T2D_G10     3  0.0000     0.9050 0.00 0.00 1.00 0.00
#> HP1525301T2D_H2      2  0.4855     0.3420 0.40 0.60 0.00 0.00
#> HP1526901T2D_A21     4  0.0707     0.8965 0.00 0.02 0.00 0.98
#> HP1525301T2D_H1      1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1525301T2D_H18     1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1526901T2D_B5      2  0.0000     0.9452 0.00 1.00 0.00 0.00
#> HP1526901T2D_O4      1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1526901T2D_D12     2  0.0000     0.9452 0.00 1.00 0.00 0.00
#> HP1525301T2D_M20     4  0.1637     0.8758 0.00 0.00 0.06 0.94
#> HP1525301T2D_H17     1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1525301T2D_K17     1  0.1411     0.9343 0.96 0.00 0.02 0.02
#> HP1526901T2D_I17     4  0.4491     0.7694 0.14 0.06 0.00 0.80
#> HP1525301T2D_M12     1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1526901T2D_E16     2  0.0707     0.9312 0.00 0.98 0.00 0.02
#> HP1525301T2D_N12     3  0.5993     0.3816 0.02 0.36 0.60 0.02
#> HP1525301T2D_E17     1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1526901T2D_H5      2  0.0000     0.9452 0.00 1.00 0.00 0.00
#> HP1526901T2D_O19     2  0.3172     0.7952 0.00 0.84 0.00 0.16
#> HP1525301T2D_C22     1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1525301T2D_N6      2  0.1211     0.9183 0.00 0.96 0.00 0.04
#> HP1526901T2D_N11     2  0.0000     0.9452 0.00 1.00 0.00 0.00
#> HP1526901T2D_H8      2  0.0000     0.9452 0.00 1.00 0.00 0.00
#> HP1525301T2D_I16     1  0.0000     0.9715 1.00 0.00 0.00 0.00
#> HP1525301T2D_P23     1  0.0707     0.9522 0.98 0.00 0.02 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)

plot of chunk tab-node-02221-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-02221-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-02221-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-02221-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-02221-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-02221-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-02221-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-02221-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-02221-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-02221-get-signatures-no-scale-1

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

plot of chunk tab-node-02221-get-signatures-no-scale-2

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

plot of chunk tab-node-02221-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-02221-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-02221-dimension-reduction-1

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

plot of chunk tab-node-02221-dimension-reduction-2

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

plot of chunk tab-node-02221-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-02221-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans      108             0.2680               NA     3.08e-11 2
#> ATC:skmeans      108             0.5411               NA     1.08e-14 3
#> ATC:skmeans      101             0.0112               NA     1.62e-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.


Node02222

Parent node: Node0222. Child nodes: Node021111-leaf , Node021112-leaf , Node021121-leaf , Node021122-leaf , Node021123-leaf , Node021211-leaf , Node021212-leaf , Node021213-leaf , Node021221-leaf , Node021222-leaf , Node021223-leaf , Node022111-leaf , Node022112-leaf , Node022113-leaf , Node022114-leaf , Node022211-leaf , Node022212-leaf , Node022213-leaf , Node022221-leaf , Node022222-leaf , Node022223-leaf , Node022224-leaf , Node023121-leaf , Node023122-leaf , Node023123-leaf , Node024221-leaf , Node024222-leaf , Node024223-leaf .

The object with results only for a single top-value method and a single partitioning method can be extracted as:

res = res_rh["02222"]

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 11596 rows and 90 columns.
#>   Top rows (1160) 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)

plot of chunk node-02222-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-02222-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2     1           0.987       0.995          0.360 0.638   0.638
#> 3 3     1           0.990       0.995          0.670 0.728   0.586
#> 4 4     1           0.992       0.996          0.216 0.835   0.605

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                  class entropy silhouette   p1   p2
#> HP1502401_L18        2   0.000      0.984 0.00 1.00
#> HP1502401_C12        2   0.000      0.984 0.00 1.00
#> HP1508501T2D_N22     2   0.000      0.984 0.00 1.00
#> HP1504901_O11        2   0.000      0.984 0.00 1.00
#> HP1504901_P11        2   0.000      0.984 0.00 1.00
#> HP1504901_F8         2   0.000      0.984 0.00 1.00
#> HP1504901_N18        2   0.000      0.984 0.00 1.00
#> HP1504901_I10        2   0.000      0.984 0.00 1.00
#> HP1504901_P7         2   0.000      0.984 0.00 1.00
#> HP1504901_E6         2   0.000      0.984 0.00 1.00
#> HP1504901_L16        2   0.000      0.984 0.00 1.00
#> HP1504901_O4         2   0.000      0.984 0.00 1.00
#> HP1504901_B14        2   0.000      0.984 0.00 1.00
#> HP1504901_K23        2   0.000      0.984 0.00 1.00
#> HP1504901_G11        2   0.000      0.984 0.00 1.00
#> HP1504901_H16        2   0.000      0.984 0.00 1.00
#> HP1525301T2D_P14     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_H14     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_H9      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_C3      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_I18     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_C4      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_D10     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_C6      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_N4      2   0.000      0.984 0.00 1.00
#> HP1525301T2D_O1      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_G14     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_G20     1   0.000      0.998 1.00 0.00
#> HP1526901T2D_N4      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_H24     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_D2      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_F10     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_N5      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_C13     2   0.000      0.984 0.00 1.00
#> HP1525301T2D_J15     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_J23     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_P5      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_F21     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_J16     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_O7      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_A12     1   0.000      0.998 1.00 0.00
#> HP1526901T2D_N7      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_L2      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_E2      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_D3      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_F16     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_C14     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_K6      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_L4      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_L20     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_F8      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_A13     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_A1      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_D6      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_O3      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_O17     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_G17     1   0.000      0.998 1.00 0.00
#> HP1526901T2D_L15     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_C23     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_I15     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_P19     1   0.000      0.998 1.00 0.00
#> HP1526901T2D_C20     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_L5      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_C15     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_P20     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_L16     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_G5      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_I17     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_M6      1   0.000      0.998 1.00 0.00
#> HP1526901T2D_E14     2   0.000      0.984 0.00 1.00
#> HP1525301T2D_C19     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_K8      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_H8      2   0.000      0.984 0.00 1.00
#> HP1525301T2D_K5      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_B14     1   0.634      0.805 0.84 0.16
#> HP1525301T2D_D4      2   0.904      0.526 0.32 0.68
#> HP1525301T2D_F3      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_I24     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_O24     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_C21     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_L13     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_D8      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_C11     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_I8      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_O22     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_K1      1   0.000      0.998 1.00 0.00
#> HP1525301T2D_D15     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_G21     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_B12     1   0.000      0.998 1.00 0.00
#> HP1525301T2D_B3      1   0.000      0.998 1.00 0.00

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                  class entropy silhouette   p1   p2   p3
#> HP1502401_L18        2  0.0000      0.999 0.00 1.00 0.00
#> HP1502401_C12        2  0.0000      0.999 0.00 1.00 0.00
#> HP1508501T2D_N22     2  0.0000      0.999 0.00 1.00 0.00
#> HP1504901_O11        2  0.0000      0.999 0.00 1.00 0.00
#> HP1504901_P11        2  0.0000      0.999 0.00 1.00 0.00
#> HP1504901_F8         2  0.0000      0.999 0.00 1.00 0.00
#> HP1504901_N18        2  0.0000      0.999 0.00 1.00 0.00
#> HP1504901_I10        2  0.0000      0.999 0.00 1.00 0.00
#> HP1504901_P7         2  0.0000      0.999 0.00 1.00 0.00
#> HP1504901_E6         2  0.0000      0.999 0.00 1.00 0.00
#> HP1504901_L16        2  0.0000      0.999 0.00 1.00 0.00
#> HP1504901_O4         2  0.0000      0.999 0.00 1.00 0.00
#> HP1504901_B14        2  0.0000      0.999 0.00 1.00 0.00
#> HP1504901_K23        2  0.0000      0.999 0.00 1.00 0.00
#> HP1504901_G11        2  0.0000      0.999 0.00 1.00 0.00
#> HP1504901_H16        2  0.0000      0.999 0.00 1.00 0.00
#> HP1525301T2D_P14     1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_H14     1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_H9      3  0.0000      1.000 0.00 0.00 1.00
#> HP1525301T2D_C3      1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_I18     1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_C4      1  0.2066      0.945 0.94 0.00 0.06
#> HP1525301T2D_D10     3  0.0000      1.000 0.00 0.00 1.00
#> HP1525301T2D_C6      1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_N4      2  0.0000      0.999 0.00 1.00 0.00
#> HP1525301T2D_O1      3  0.0000      1.000 0.00 0.00 1.00
#> HP1525301T2D_G14     1  0.0892      0.978 0.98 0.00 0.02
#> HP1525301T2D_G20     1  0.0000      0.991 1.00 0.00 0.00
#> HP1526901T2D_N4      3  0.0000      1.000 0.00 0.00 1.00
#> HP1525301T2D_H24     1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_D2      1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_F10     3  0.0000      1.000 0.00 0.00 1.00
#> HP1525301T2D_N5      1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_C13     2  0.0000      0.999 0.00 1.00 0.00
#> HP1525301T2D_J15     1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_J23     3  0.0000      1.000 0.00 0.00 1.00
#> HP1525301T2D_P5      1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_F21     1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_J16     3  0.0000      1.000 0.00 0.00 1.00
#> HP1525301T2D_O7      1  0.2537      0.925 0.92 0.00 0.08
#> HP1525301T2D_A12     1  0.0000      0.991 1.00 0.00 0.00
#> HP1526901T2D_N7      3  0.0000      1.000 0.00 0.00 1.00
#> HP1525301T2D_L2      1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_E2      3  0.0000      1.000 0.00 0.00 1.00
#> HP1525301T2D_D3      1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_F16     1  0.2537      0.925 0.92 0.00 0.08
#> HP1525301T2D_C14     3  0.0000      1.000 0.00 0.00 1.00
#> HP1525301T2D_K6      1  0.1529      0.963 0.96 0.00 0.04
#> HP1525301T2D_L4      1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_L20     1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_F8      1  0.2066      0.945 0.94 0.00 0.06
#> HP1525301T2D_A13     1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_A1      1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_D6      3  0.0000      1.000 0.00 0.00 1.00
#> HP1525301T2D_O3      3  0.0000      1.000 0.00 0.00 1.00
#> HP1525301T2D_O17     1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_G17     3  0.0000      1.000 0.00 0.00 1.00
#> HP1526901T2D_L15     3  0.0000      1.000 0.00 0.00 1.00
#> HP1525301T2D_C23     3  0.0000      1.000 0.00 0.00 1.00
#> HP1525301T2D_I15     1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_P19     1  0.0000      0.991 1.00 0.00 0.00
#> HP1526901T2D_C20     1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_L5      3  0.0000      1.000 0.00 0.00 1.00
#> HP1525301T2D_C15     1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_P20     1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_L16     1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_G5      1  0.0892      0.978 0.98 0.00 0.02
#> HP1525301T2D_I17     1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_M6      1  0.0000      0.991 1.00 0.00 0.00
#> HP1526901T2D_E14     2  0.0892      0.974 0.02 0.98 0.00
#> HP1525301T2D_C19     1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_K8      3  0.0000      1.000 0.00 0.00 1.00
#> HP1525301T2D_H8      3  0.0000      1.000 0.00 0.00 1.00
#> HP1525301T2D_K5      3  0.0000      1.000 0.00 0.00 1.00
#> HP1525301T2D_B14     1  0.0892      0.978 0.98 0.00 0.02
#> HP1525301T2D_D4      1  0.0892      0.977 0.98 0.02 0.00
#> HP1525301T2D_F3      3  0.0000      1.000 0.00 0.00 1.00
#> HP1525301T2D_I24     1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_O24     1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_C21     1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_L13     1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_D8      1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_C11     1  0.0892      0.978 0.98 0.00 0.02
#> HP1525301T2D_I8      1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_O22     1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_K1      1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_D15     1  0.1529      0.963 0.96 0.00 0.04
#> HP1525301T2D_G21     1  0.0000      0.991 1.00 0.00 0.00
#> HP1525301T2D_B12     3  0.0000      1.000 0.00 0.00 1.00
#> HP1525301T2D_B3      1  0.0000      0.991 1.00 0.00 0.00

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                  class entropy silhouette   p1   p2 p3   p4
#> HP1502401_L18        2  0.0000      1.000 0.00 1.00  0 0.00
#> HP1502401_C12        2  0.0000      1.000 0.00 1.00  0 0.00
#> HP1508501T2D_N22     2  0.0000      1.000 0.00 1.00  0 0.00
#> HP1504901_O11        2  0.0000      1.000 0.00 1.00  0 0.00
#> HP1504901_P11        2  0.0000      1.000 0.00 1.00  0 0.00
#> HP1504901_F8         2  0.0000      1.000 0.00 1.00  0 0.00
#> HP1504901_N18        2  0.0000      1.000 0.00 1.00  0 0.00
#> HP1504901_I10        2  0.0000      1.000 0.00 1.00  0 0.00
#> HP1504901_P7         2  0.0000      1.000 0.00 1.00  0 0.00
#> HP1504901_E6         2  0.0000      1.000 0.00 1.00  0 0.00
#> HP1504901_L16        2  0.0000      1.000 0.00 1.00  0 0.00
#> HP1504901_O4         2  0.0000      1.000 0.00 1.00  0 0.00
#> HP1504901_B14        2  0.0000      1.000 0.00 1.00  0 0.00
#> HP1504901_K23        2  0.0000      1.000 0.00 1.00  0 0.00
#> HP1504901_G11        2  0.0000      1.000 0.00 1.00  0 0.00
#> HP1504901_H16        2  0.0000      1.000 0.00 1.00  0 0.00
#> HP1525301T2D_P14     1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_H14     1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_H9      3  0.0000      1.000 0.00 0.00  1 0.00
#> HP1525301T2D_C3      4  0.0000      0.994 0.00 0.00  0 1.00
#> HP1525301T2D_I18     1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_C4      4  0.0000      0.994 0.00 0.00  0 1.00
#> HP1525301T2D_D10     3  0.0000      1.000 0.00 0.00  1 0.00
#> HP1525301T2D_C6      1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_N4      4  0.0000      0.994 0.00 0.00  0 1.00
#> HP1525301T2D_O1      3  0.0000      1.000 0.00 0.00  1 0.00
#> HP1525301T2D_G14     4  0.0000      0.994 0.00 0.00  0 1.00
#> HP1525301T2D_G20     4  0.0000      0.994 0.00 0.00  0 1.00
#> HP1526901T2D_N4      3  0.0000      1.000 0.00 0.00  1 0.00
#> HP1525301T2D_H24     1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_D2      4  0.0000      0.994 0.00 0.00  0 1.00
#> HP1525301T2D_F10     3  0.0000      1.000 0.00 0.00  1 0.00
#> HP1525301T2D_N5      1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_C13     4  0.0000      0.994 0.00 0.00  0 1.00
#> HP1525301T2D_J15     1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_J23     3  0.0000      1.000 0.00 0.00  1 0.00
#> HP1525301T2D_P5      1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_F21     1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_J16     3  0.0000      1.000 0.00 0.00  1 0.00
#> HP1525301T2D_O7      4  0.0000      0.994 0.00 0.00  0 1.00
#> HP1525301T2D_A12     1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1526901T2D_N7      3  0.0000      1.000 0.00 0.00  1 0.00
#> HP1525301T2D_L2      1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_E2      3  0.0000      1.000 0.00 0.00  1 0.00
#> HP1525301T2D_D3      1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_F16     4  0.0000      0.994 0.00 0.00  0 1.00
#> HP1525301T2D_C14     3  0.0000      1.000 0.00 0.00  1 0.00
#> HP1525301T2D_K6      4  0.0000      0.994 0.00 0.00  0 1.00
#> HP1525301T2D_L4      1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_L20     1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_F8      4  0.0000      0.994 0.00 0.00  0 1.00
#> HP1525301T2D_A13     1  0.0707      0.974 0.98 0.00  0 0.02
#> HP1525301T2D_A1      1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_D6      3  0.0000      1.000 0.00 0.00  1 0.00
#> HP1525301T2D_O3      3  0.0000      1.000 0.00 0.00  1 0.00
#> HP1525301T2D_O17     4  0.2011      0.896 0.08 0.00  0 0.92
#> HP1525301T2D_G17     3  0.0000      1.000 0.00 0.00  1 0.00
#> HP1526901T2D_L15     3  0.0000      1.000 0.00 0.00  1 0.00
#> HP1525301T2D_C23     3  0.0000      1.000 0.00 0.00  1 0.00
#> HP1525301T2D_I15     1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_P19     1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1526901T2D_C20     1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_L5      3  0.0000      1.000 0.00 0.00  1 0.00
#> HP1525301T2D_C15     1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_P20     1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_L16     1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_G5      4  0.0000      0.994 0.00 0.00  0 1.00
#> HP1525301T2D_I17     4  0.0000      0.994 0.00 0.00  0 1.00
#> HP1525301T2D_M6      1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1526901T2D_E14     1  0.3801      0.718 0.78 0.22  0 0.00
#> HP1525301T2D_C19     1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_K8      3  0.0000      1.000 0.00 0.00  1 0.00
#> HP1525301T2D_H8      3  0.0000      1.000 0.00 0.00  1 0.00
#> HP1525301T2D_K5      3  0.0000      1.000 0.00 0.00  1 0.00
#> HP1525301T2D_B14     4  0.0000      0.994 0.00 0.00  0 1.00
#> HP1525301T2D_D4      4  0.0000      0.994 0.00 0.00  0 1.00
#> HP1525301T2D_F3      3  0.0000      1.000 0.00 0.00  1 0.00
#> HP1525301T2D_I24     1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_O24     1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_C21     1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_L13     1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_D8      1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_C11     4  0.0000      0.994 0.00 0.00  0 1.00
#> HP1525301T2D_I8      1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_O22     1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_K1      1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_D15     4  0.0000      0.994 0.00 0.00  0 1.00
#> HP1525301T2D_G21     1  0.0000      0.993 1.00 0.00  0 0.00
#> HP1525301T2D_B12     3  0.0000      1.000 0.00 0.00  1 0.00
#> HP1525301T2D_B3      1  0.0000      0.993 1.00 0.00  0 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)

plot of chunk tab-node-02222-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-02222-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-02222-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-02222-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-02222-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-02222-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-02222-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-02222-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-02222-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-02222-get-signatures-no-scale-1

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

plot of chunk tab-node-02222-get-signatures-no-scale-2

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

plot of chunk tab-node-02222-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-02222-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-02222-dimension-reduction-1

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

plot of chunk tab-node-02222-dimension-reduction-2

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

plot of chunk tab-node-02222-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-02222-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans       90           1.27e-01         1.89e-13     2.48e-07 2
#> ATC:skmeans       90           3.72e-19         2.48e-15     7.29e-09 3
#> ATC:skmeans       90           2.69e-18         6.16e-18          NaN 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.


Node0223

Parent node: Node022. Child nodes: Node01221-leaf , Node01222-leaf , Node02111 , Node02112 , Node02121 , Node02122 , Node02211 , Node02212-leaf , Node02213-leaf , Node02221 , Node02222 , Node02223-leaf , Node02231-leaf , Node02232-leaf , Node02233-leaf , Node02234-leaf , Node02311-leaf , Node02312 , Node02313-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02331-leaf , Node02332-leaf , Node02411-leaf , Node02412-leaf , Node02421-leaf , Node02422 , Node02423-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .

The object with results only for a single top-value method and a single partitioning method can be extracted as:

res = res_rh["0223"]

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 11890 rows and 141 columns.
#>   Top rows (1189) 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)

plot of chunk node-0223-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-0223-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2     1           0.986       0.994         0.5022 0.498   0.498
#> 3 3     1           0.961       0.984         0.3340 0.724   0.500
#> 4 4     1           0.958       0.978         0.0771 0.931   0.797

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                  class entropy silhouette   p1   p2
#> HP1502401_F13        2   0.000      0.996 0.00 1.00
#> AZ_F9                2   0.141      0.977 0.02 0.98
#> HP1508501T2D_C2      1   0.000      0.992 1.00 0.00
#> HP1508501T2D_O3      1   0.000      0.992 1.00 0.00
#> HP1508501T2D_A23     2   0.000      0.996 0.00 1.00
#> HP1508501T2D_L20     2   0.000      0.996 0.00 1.00
#> HP1508501T2D_N9      2   0.000      0.996 0.00 1.00
#> HP1508501T2D_J23     2   0.000      0.996 0.00 1.00
#> HP1508501T2D_O7      1   0.000      0.992 1.00 0.00
#> HP1508501T2D_G12     1   0.000      0.992 1.00 0.00
#> HP1508501T2D_M7      1   0.000      0.992 1.00 0.00
#> HP1508501T2D_E7      2   0.000      0.996 0.00 1.00
#> HP1508501T2D_O9      1   0.000      0.992 1.00 0.00
#> HP1508501T2D_O13     1   0.000      0.992 1.00 0.00
#> HP1508501T2D_L11     2   0.000      0.996 0.00 1.00
#> HP1508501T2D_G14     2   0.000      0.996 0.00 1.00
#> HP1508501T2D_K6      2   0.000      0.996 0.00 1.00
#> HP1508501T2D_C19     1   0.327      0.933 0.94 0.06
#> HP1508501T2D_F15     2   0.000      0.996 0.00 1.00
#> HP1508501T2D_C15     2   0.000      0.996 0.00 1.00
#> HP1508501T2D_L23     2   0.000      0.996 0.00 1.00
#> HP1508501T2D_B24     2   0.000      0.996 0.00 1.00
#> HP1508501T2D_E4      1   0.000      0.992 1.00 0.00
#> HP1508501T2D_C12     1   0.000      0.992 1.00 0.00
#> HP1508501T2D_J22     2   0.000      0.996 0.00 1.00
#> HP1508501T2D_O12     1   0.000      0.992 1.00 0.00
#> HP1508501T2D_L5      2   0.000      0.996 0.00 1.00
#> HP1508501T2D_M23     2   0.000      0.996 0.00 1.00
#> HP1508501T2D_J16     1   0.000      0.992 1.00 0.00
#> HP1508501T2D_E20     1   0.000      0.992 1.00 0.00
#> HP1508501T2D_J2      2   0.000      0.996 0.00 1.00
#> HP1508501T2D_I7      1   0.000      0.992 1.00 0.00
#> HP1508501T2D_M10     2   0.000      0.996 0.00 1.00
#> HP1508501T2D_A11     1   0.000      0.992 1.00 0.00
#> HP1508501T2D_D22     2   0.000      0.996 0.00 1.00
#> HP1508501T2D_I21     2   0.000      0.996 0.00 1.00
#> HP1506401_G2         2   0.000      0.996 0.00 1.00
#> HP1506401_O2         1   0.000      0.992 1.00 0.00
#> HP1506401_D14        2   0.000      0.996 0.00 1.00
#> HP1506401_A9         2   0.000      0.996 0.00 1.00
#> HP1506401_J9         1   0.000      0.992 1.00 0.00
#> HP1506401_N1         2   0.000      0.996 0.00 1.00
#> HP1506401_E23        1   0.000      0.992 1.00 0.00
#> HP1506401_N9         1   0.000      0.992 1.00 0.00
#> HP1506401_J5         2   0.000      0.996 0.00 1.00
#> HP1506401_M16        1   0.000      0.992 1.00 0.00
#> HP1506401_H16        1   0.000      0.992 1.00 0.00
#> HP1506401_C24        2   0.000      0.996 0.00 1.00
#> HP1506401_E6         2   0.000      0.996 0.00 1.00
#> HP1506401_O4         1   0.000      0.992 1.00 0.00
#> HP1506401_L21        1   0.000      0.992 1.00 0.00
#> HP1506401_J6         1   0.000      0.992 1.00 0.00
#> HP1506401_N5         1   0.000      0.992 1.00 0.00
#> HP1506401_I24        1   0.000      0.992 1.00 0.00
#> HP1506401_F16        1   0.000      0.992 1.00 0.00
#> HP1506401_M18        1   0.000      0.992 1.00 0.00
#> HP1506401_J8         1   0.000      0.992 1.00 0.00
#> HP1506401_L18        1   0.000      0.992 1.00 0.00
#> HP1506401_H18        1   0.000      0.992 1.00 0.00
#> HP1506401_F2         1   0.000      0.992 1.00 0.00
#> HP1506401_M4         1   0.000      0.992 1.00 0.00
#> HP1506401_J3         1   0.000      0.992 1.00 0.00
#> HP1506401_N16        2   0.000      0.996 0.00 1.00
#> HP1506401_D8         1   0.000      0.992 1.00 0.00
#> HP1506401_P11        2   0.000      0.996 0.00 1.00
#> HP1506401_L10        2   0.000      0.996 0.00 1.00
#> HP1506401_M19        1   0.000      0.992 1.00 0.00
#> HP1506401_J7         2   0.000      0.996 0.00 1.00
#> HP1506401_K6         1   0.000      0.992 1.00 0.00
#> HP1506401_G19        2   0.000      0.996 0.00 1.00
#> HP1506401_L9         1   0.000      0.992 1.00 0.00
#> HP1506401_L13        1   0.881      0.576 0.70 0.30
#> HP1506401_G4         1   0.000      0.992 1.00 0.00
#> HP1506401_H6         2   0.000      0.996 0.00 1.00
#> HP1506401_P22        2   0.000      0.996 0.00 1.00
#> HP1506401_O8         2   0.000      0.996 0.00 1.00
#> HP1506401_B16        1   0.000      0.992 1.00 0.00
#> HP1506401_F19        2   0.000      0.996 0.00 1.00
#> HP1506401_L1         2   0.000      0.996 0.00 1.00
#> HP1506401_C13        1   0.000      0.992 1.00 0.00
#> HP1506401_P1         2   0.000      0.996 0.00 1.00
#> HP1506401_J14        1   0.000      0.992 1.00 0.00
#> HP1506401_P21        2   0.000      0.996 0.00 1.00
#> HP1506401_O18        1   0.000      0.992 1.00 0.00
#> HP1506401_H2         2   0.000      0.996 0.00 1.00
#> HP1506401_K19        1   0.000      0.992 1.00 0.00
#> HP1506401_F5         1   0.000      0.992 1.00 0.00
#> HP1506401_C16        2   0.000      0.996 0.00 1.00
#> HP1506401_K4         2   0.000      0.996 0.00 1.00
#> HP1506401_P9         2   0.000      0.996 0.00 1.00
#> HP1506401_B15        2   0.000      0.996 0.00 1.00
#> HP1506401_K16        1   0.000      0.992 1.00 0.00
#> HP1506401_M8         1   0.000      0.992 1.00 0.00
#> HP1506401_A6         1   0.000      0.992 1.00 0.00
#> HP1506401_H23        1   0.000      0.992 1.00 0.00
#> HP1506401_I18        2   0.242      0.956 0.04 0.96
#> HP1506401_N17        2   0.000      0.996 0.00 1.00
#> HP1506401_I10        1   0.000      0.992 1.00 0.00
#> HP1506401_G16        1   0.000      0.992 1.00 0.00
#> HP1506401_P23        1   0.000      0.992 1.00 0.00
#> HP1506401_B6         1   0.000      0.992 1.00 0.00
#> HP1506401_A12        2   0.000      0.996 0.00 1.00
#> HP1506401_J22        1   0.000      0.992 1.00 0.00
#> HP1506401_C23        1   0.000      0.992 1.00 0.00
#> HP1506401_H9         1   0.000      0.992 1.00 0.00
#> HP1506401_N23        1   0.000      0.992 1.00 0.00
#> HP1506401_L11        1   0.000      0.992 1.00 0.00
#> HP1506401_J21        2   0.000      0.996 0.00 1.00
#> HP1506401_O12        1   0.000      0.992 1.00 0.00
#> HP1506401_B23        2   0.000      0.996 0.00 1.00
#> HP1506401_P10        2   0.000      0.996 0.00 1.00
#> HP1506401_D7         1   0.000      0.992 1.00 0.00
#> HP1507101_J12        1   0.000      0.992 1.00 0.00
#> HP1507101_E22        1   0.000      0.992 1.00 0.00
#> HP1507101_H16        1   0.000      0.992 1.00 0.00
#> HP1507101_N17        2   0.000      0.996 0.00 1.00
#> HP1507101_J7         1   0.000      0.992 1.00 0.00
#> HP1507101_F15        1   0.000      0.992 1.00 0.00
#> HP1507101_D9         2   0.000      0.996 0.00 1.00
#> HP1507101_D10        2   0.000      0.996 0.00 1.00
#> HP1507101_K20        1   0.000      0.992 1.00 0.00
#> HP1507101_L1         1   0.000      0.992 1.00 0.00
#> HP1509101_D10        1   0.000      0.992 1.00 0.00
#> HP1509101_B16        1   0.000      0.992 1.00 0.00
#> HP1509101_P17        2   0.722      0.747 0.20 0.80
#> HP1509101_L13        2   0.000      0.996 0.00 1.00
#> HP1509101_D17        1   0.000      0.992 1.00 0.00
#> HP1509101_N7         2   0.000      0.996 0.00 1.00
#> HP1509101_P6         2   0.000      0.996 0.00 1.00
#> HP1509101_J9         2   0.000      0.996 0.00 1.00
#> HP1509101_B19        2   0.000      0.996 0.00 1.00
#> HP1509101_D23        1   0.000      0.992 1.00 0.00
#> HP1509101_G10        2   0.000      0.996 0.00 1.00
#> HP1509101_K10        1   0.402      0.911 0.92 0.08
#> HP1509101_B23        2   0.000      0.996 0.00 1.00
#> HP1509101_L18        2   0.000      0.996 0.00 1.00
#> HP1509101_N10        2   0.000      0.996 0.00 1.00
#> HP1509101_O17        1   0.634      0.812 0.84 0.16
#> HP1509101_F7         2   0.000      0.996 0.00 1.00
#> HP1509101_H20        1   0.000      0.992 1.00 0.00
#> HP1509101_I6         2   0.000      0.996 0.00 1.00

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                  class entropy silhouette   p1   p2   p3
#> HP1502401_F13        2   0.000      0.981 0.00 1.00 0.00
#> AZ_F9                3   0.613      0.320 0.00 0.40 0.60
#> HP1508501T2D_C2      3   0.000      0.988 0.00 0.00 1.00
#> HP1508501T2D_O3      3   0.000      0.988 0.00 0.00 1.00
#> HP1508501T2D_A23     1   0.583      0.483 0.66 0.34 0.00
#> HP1508501T2D_L20     2   0.000      0.981 0.00 1.00 0.00
#> HP1508501T2D_N9      2   0.000      0.981 0.00 1.00 0.00
#> HP1508501T2D_J23     2   0.000      0.981 0.00 1.00 0.00
#> HP1508501T2D_O7      1   0.000      0.982 1.00 0.00 0.00
#> HP1508501T2D_G12     1   0.000      0.982 1.00 0.00 0.00
#> HP1508501T2D_M7      1   0.000      0.982 1.00 0.00 0.00
#> HP1508501T2D_E7      3   0.000      0.988 0.00 0.00 1.00
#> HP1508501T2D_O9      3   0.000      0.988 0.00 0.00 1.00
#> HP1508501T2D_O13     1   0.000      0.982 1.00 0.00 0.00
#> HP1508501T2D_L11     2   0.000      0.981 0.00 1.00 0.00
#> HP1508501T2D_G14     3   0.000      0.988 0.00 0.00 1.00
#> HP1508501T2D_K6      2   0.480      0.715 0.22 0.78 0.00
#> HP1508501T2D_C19     3   0.000      0.988 0.00 0.00 1.00
#> HP1508501T2D_F15     3   0.254      0.905 0.00 0.08 0.92
#> HP1508501T2D_C15     2   0.000      0.981 0.00 1.00 0.00
#> HP1508501T2D_L23     2   0.000      0.981 0.00 1.00 0.00
#> HP1508501T2D_B24     2   0.000      0.981 0.00 1.00 0.00
#> HP1508501T2D_E4      1   0.000      0.982 1.00 0.00 0.00
#> HP1508501T2D_C12     3   0.000      0.988 0.00 0.00 1.00
#> HP1508501T2D_J22     2   0.207      0.924 0.00 0.94 0.06
#> HP1508501T2D_O12     3   0.000      0.988 0.00 0.00 1.00
#> HP1508501T2D_L5      3   0.000      0.988 0.00 0.00 1.00
#> HP1508501T2D_M23     2   0.000      0.981 0.00 1.00 0.00
#> HP1508501T2D_J16     3   0.000      0.988 0.00 0.00 1.00
#> HP1508501T2D_E20     3   0.000      0.988 0.00 0.00 1.00
#> HP1508501T2D_J2      2   0.000      0.981 0.00 1.00 0.00
#> HP1508501T2D_I7      1   0.000      0.982 1.00 0.00 0.00
#> HP1508501T2D_M10     2   0.296      0.880 0.00 0.90 0.10
#> HP1508501T2D_A11     1   0.000      0.982 1.00 0.00 0.00
#> HP1508501T2D_D22     2   0.000      0.981 0.00 1.00 0.00
#> HP1508501T2D_I21     2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_G2         2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_O2         3   0.000      0.988 0.00 0.00 1.00
#> HP1506401_D14        2   0.480      0.715 0.22 0.78 0.00
#> HP1506401_A9         1   0.628      0.141 0.54 0.46 0.00
#> HP1506401_J9         1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_N1         2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_E23        1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_N9         1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_J5         2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_M16        3   0.000      0.988 0.00 0.00 1.00
#> HP1506401_H16        1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_C24        1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_E6         2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_O4         3   0.000      0.988 0.00 0.00 1.00
#> HP1506401_L21        3   0.000      0.988 0.00 0.00 1.00
#> HP1506401_J6         1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_N5         1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_I24        3   0.000      0.988 0.00 0.00 1.00
#> HP1506401_F16        1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_M18        1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_J8         3   0.000      0.988 0.00 0.00 1.00
#> HP1506401_L18        1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_H18        1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_F2         1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_M4         1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_J3         1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_N16        2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_D8         3   0.000      0.988 0.00 0.00 1.00
#> HP1506401_P11        2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_L10        2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_M19        1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_J7         2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_K6         1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_G19        2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_L9         1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_L13        3   0.000      0.988 0.00 0.00 1.00
#> HP1506401_G4         1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_H6         2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_P22        2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_O8         2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_B16        1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_F19        2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_L1         2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_C13        1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_P1         3   0.000      0.988 0.00 0.00 1.00
#> HP1506401_J14        1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_P21        2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_O18        1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_H2         3   0.000      0.988 0.00 0.00 1.00
#> HP1506401_K19        3   0.000      0.988 0.00 0.00 1.00
#> HP1506401_F5         1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_C16        3   0.000      0.988 0.00 0.00 1.00
#> HP1506401_K4         2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_P9         2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_B15        2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_K16        3   0.000      0.988 0.00 0.00 1.00
#> HP1506401_M8         1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_A6         1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_H23        3   0.000      0.988 0.00 0.00 1.00
#> HP1506401_I18        1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_N17        2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_I10        1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_G16        1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_P23        1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_B6         1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_A12        2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_J22        3   0.000      0.988 0.00 0.00 1.00
#> HP1506401_C23        1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_H9         3   0.000      0.988 0.00 0.00 1.00
#> HP1506401_N23        1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_L11        1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_J21        2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_O12        1   0.000      0.982 1.00 0.00 0.00
#> HP1506401_B23        2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_P10        2   0.000      0.981 0.00 1.00 0.00
#> HP1506401_D7         3   0.000      0.988 0.00 0.00 1.00
#> HP1507101_J12        3   0.000      0.988 0.00 0.00 1.00
#> HP1507101_E22        1   0.000      0.982 1.00 0.00 0.00
#> HP1507101_H16        3   0.000      0.988 0.00 0.00 1.00
#> HP1507101_N17        2   0.000      0.981 0.00 1.00 0.00
#> HP1507101_J7         1   0.000      0.982 1.00 0.00 0.00
#> HP1507101_F15        3   0.000      0.988 0.00 0.00 1.00
#> HP1507101_D9         2   0.571      0.529 0.00 0.68 0.32
#> HP1507101_D10        2   0.000      0.981 0.00 1.00 0.00
#> HP1507101_K20        3   0.000      0.988 0.00 0.00 1.00
#> HP1507101_L1         3   0.000      0.988 0.00 0.00 1.00
#> HP1509101_D10        3   0.000      0.988 0.00 0.00 1.00
#> HP1509101_B16        1   0.000      0.982 1.00 0.00 0.00
#> HP1509101_P17        3   0.000      0.988 0.00 0.00 1.00
#> HP1509101_L13        2   0.000      0.981 0.00 1.00 0.00
#> HP1509101_D17        3   0.000      0.988 0.00 0.00 1.00
#> HP1509101_N7         2   0.000      0.981 0.00 1.00 0.00
#> HP1509101_P6         2   0.000      0.981 0.00 1.00 0.00
#> HP1509101_J9         2   0.000      0.981 0.00 1.00 0.00
#> HP1509101_B19        3   0.000      0.988 0.00 0.00 1.00
#> HP1509101_D23        3   0.000      0.988 0.00 0.00 1.00
#> HP1509101_G10        2   0.000      0.981 0.00 1.00 0.00
#> HP1509101_K10        3   0.000      0.988 0.00 0.00 1.00
#> HP1509101_B23        2   0.000      0.981 0.00 1.00 0.00
#> HP1509101_L18        3   0.000      0.988 0.00 0.00 1.00
#> HP1509101_N10        2   0.000      0.981 0.00 1.00 0.00
#> HP1509101_O17        3   0.000      0.988 0.00 0.00 1.00
#> HP1509101_F7         2   0.000      0.981 0.00 1.00 0.00
#> HP1509101_H20        3   0.000      0.988 0.00 0.00 1.00
#> HP1509101_I6         2   0.000      0.981 0.00 1.00 0.00

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                  class entropy silhouette   p1   p2   p3   p4
#> HP1502401_F13        2  0.0000      0.971 0.00 1.00 0.00 0.00
#> AZ_F9                4  0.1637      0.952 0.00 0.06 0.00 0.94
#> HP1508501T2D_C2      3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1508501T2D_O3      3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1508501T2D_A23     1  0.6299      0.199 0.52 0.42 0.00 0.06
#> HP1508501T2D_L20     2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1508501T2D_N9      2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1508501T2D_J23     2  0.1637      0.916 0.00 0.94 0.00 0.06
#> HP1508501T2D_O7      1  0.1637      0.944 0.94 0.00 0.00 0.06
#> HP1508501T2D_G12     1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1508501T2D_M7      1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1508501T2D_E7      3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1508501T2D_O9      3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1508501T2D_O13     1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1508501T2D_L11     2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1508501T2D_G14     3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1508501T2D_K6      2  0.3611      0.828 0.08 0.86 0.00 0.06
#> HP1508501T2D_C19     3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1508501T2D_F15     3  0.0707      0.971 0.00 0.02 0.98 0.00
#> HP1508501T2D_C15     2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1508501T2D_L23     2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1508501T2D_B24     2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1508501T2D_E4      1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1508501T2D_C12     4  0.1913      0.956 0.02 0.00 0.04 0.94
#> HP1508501T2D_J22     2  0.4907      0.280 0.00 0.58 0.42 0.00
#> HP1508501T2D_O12     3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1508501T2D_L5      3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1508501T2D_M23     2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1508501T2D_J16     3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1508501T2D_E20     4  0.1637      0.952 0.00 0.00 0.06 0.94
#> HP1508501T2D_J2      4  0.1637      0.952 0.00 0.06 0.00 0.94
#> HP1508501T2D_I7      1  0.1637      0.944 0.94 0.00 0.00 0.06
#> HP1508501T2D_M10     4  0.1637      0.952 0.00 0.06 0.00 0.94
#> HP1508501T2D_A11     1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1508501T2D_D22     2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1508501T2D_I21     2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1506401_G2         2  0.2345      0.859 0.00 0.90 0.10 0.00
#> HP1506401_O2         3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1506401_D14        2  0.3935      0.802 0.10 0.84 0.00 0.06
#> HP1506401_A9         2  0.5147      0.652 0.20 0.74 0.00 0.06
#> HP1506401_J9         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_N1         2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1506401_E23        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_N9         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_J5         2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1506401_M16        3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1506401_H16        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_C24        1  0.1637      0.944 0.94 0.00 0.00 0.06
#> HP1506401_E6         2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1506401_O4         3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1506401_L21        3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1506401_J6         1  0.1637      0.944 0.94 0.00 0.00 0.06
#> HP1506401_N5         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_I24        3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1506401_F16        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_M18        1  0.1637      0.944 0.94 0.00 0.00 0.06
#> HP1506401_J8         3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1506401_L18        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_H18        1  0.1637      0.944 0.94 0.00 0.00 0.06
#> HP1506401_F2         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_M4         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_J3         1  0.1637      0.944 0.94 0.00 0.00 0.06
#> HP1506401_N16        2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1506401_D8         3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1506401_P11        2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1506401_L10        2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1506401_M19        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_J7         2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1506401_K6         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_G19        2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1506401_L9         1  0.1637      0.944 0.94 0.00 0.00 0.06
#> HP1506401_L13        3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1506401_G4         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_H6         2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1506401_P22        2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1506401_O8         2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1506401_B16        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_F19        2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1506401_L1         2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1506401_C13        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_P1         3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1506401_J14        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_P21        2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1506401_O18        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_H2         3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1506401_K19        3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1506401_F5         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_C16        3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1506401_K4         2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1506401_P9         2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1506401_B15        4  0.1637      0.952 0.00 0.06 0.00 0.94
#> HP1506401_K16        3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1506401_M8         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_A6         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_H23        3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1506401_I18        1  0.1637      0.944 0.94 0.00 0.00 0.06
#> HP1506401_N17        2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1506401_I10        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_G16        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_P23        1  0.1637      0.944 0.94 0.00 0.00 0.06
#> HP1506401_B6         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_A12        2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1506401_J22        4  0.1637      0.952 0.00 0.00 0.06 0.94
#> HP1506401_C23        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_H9         3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1506401_N23        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_L11        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_J21        2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1506401_O12        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1506401_B23        2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1506401_P10        2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1506401_D7         3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1507101_J12        4  0.1913      0.956 0.02 0.00 0.04 0.94
#> HP1507101_E22        1  0.1637      0.944 0.94 0.00 0.00 0.06
#> HP1507101_H16        3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1507101_N17        2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1507101_J7         1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1507101_F15        3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1507101_D9         4  0.1637      0.952 0.00 0.06 0.00 0.94
#> HP1507101_D10        4  0.1637      0.952 0.00 0.06 0.00 0.94
#> HP1507101_K20        4  0.1913      0.956 0.02 0.00 0.04 0.94
#> HP1507101_L1         4  0.1637      0.952 0.00 0.00 0.06 0.94
#> HP1509101_D10        4  0.1913      0.956 0.02 0.00 0.04 0.94
#> HP1509101_B16        1  0.0000      0.973 1.00 0.00 0.00 0.00
#> HP1509101_P17        3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1509101_L13        2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1509101_D17        3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1509101_N7         2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1509101_P6         2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1509101_J9         2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1509101_B19        3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1509101_D23        3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1509101_G10        2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1509101_K10        3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1509101_B23        2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1509101_L18        4  0.1637      0.952 0.00 0.00 0.06 0.94
#> HP1509101_N10        2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1509101_O17        3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1509101_F7         2  0.0000      0.971 0.00 1.00 0.00 0.00
#> HP1509101_H20        3  0.0000      0.999 0.00 0.00 1.00 0.00
#> HP1509101_I6         2  0.0000      0.971 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)

plot of chunk tab-node-0223-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-0223-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-0223-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-0223-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-0223-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-0223-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-0223-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-0223-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-0223-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-0223-get-signatures-no-scale-1

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

plot of chunk tab-node-0223-get-signatures-no-scale-2

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

plot of chunk tab-node-0223-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-0223-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-0223-dimension-reduction-1

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

plot of chunk tab-node-0223-dimension-reduction-2

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

plot of chunk tab-node-0223-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-0223-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans      141           3.96e-05            0.308     0.196573 2
#> ATC:skmeans      138           4.54e-21            0.320     0.000256 3
#> ATC:skmeans      139           3.44e-40            0.546     0.000256 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.


Node023

Parent node: Node02. Child nodes: Node0121-leaf , Node0122 , Node0123-leaf , Node0131-leaf , Node0132-leaf , Node0211 , Node0212 , Node0213-leaf , Node0221 , Node0222 , Node0223 , Node0231 , Node0232 , Node0233 , Node0241 , Node0242 , Node0243 .

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 12029 rows and 499 columns.
#>   Top rows (1187) 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)

plot of chunk node-023-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-023-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 1.000           0.982       0.993          0.489 0.512   0.512
#> 3 3 1.000           0.972       0.988          0.239 0.859   0.730
#> 4 4 0.771           0.741       0.883          0.136 0.920   0.800

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                  class entropy silhouette   p1   p2
#> HP1502401_C14        2   0.000      0.992 0.00 1.00
#> HP1502401_E14        2   0.000      0.992 0.00 1.00
#> HP1502401_L14        2   0.000      0.992 0.00 1.00
#> HP1502401_M14        2   0.000      0.992 0.00 1.00
#> HP1502401_K14        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_M6      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_F15     2   0.000      0.992 0.00 1.00
#> HP1502401_L21        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_F10     2   0.000      0.992 0.00 1.00
#> HP1502401_K22        2   0.000      0.992 0.00 1.00
#> HP1502401_I22        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_M18     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_O12     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_L23     2   0.000      0.992 0.00 1.00
#> HP1502401_G24        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_A24     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_N17     2   0.000      0.992 0.00 1.00
#> HP1502401_N8         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_G1      1   0.000      0.993 1.00 0.00
#> HP1504101T2D_M19     1   0.000      0.993 1.00 0.00
#> HP1502401_O16        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_E16     2   0.000      0.992 0.00 1.00
#> HP1502401_A12        2   0.000      0.992 0.00 1.00
#> HP1502401_D5         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_J15     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_N7      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_O16     1   0.000      0.993 1.00 0.00
#> HP1502401_M5         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_I20     1   0.000      0.993 1.00 0.00
#> HP1504101T2D_G4      2   0.000      0.992 0.00 1.00
#> HP1502401_H15        2   0.000      0.992 0.00 1.00
#> HP1502401_H8         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_K24     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_H14     2   0.000      0.992 0.00 1.00
#> HP1502401_A7         2   0.000      0.992 0.00 1.00
#> HP1502401_O2         2   0.000      0.992 0.00 1.00
#> HP1502401_J21        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_J13     2   0.000      0.992 0.00 1.00
#> HP1502401_J8         2   0.000      0.992 0.00 1.00
#> HP1502401_N15        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_D2      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_L2      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_I24     2   0.141      0.973 0.02 0.98
#> HP1504101T2D_J18     2   0.000      0.992 0.00 1.00
#> HP1502401_J1         2   0.000      0.992 0.00 1.00
#> HP1502401_H3         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_B6      2   0.000      0.992 0.00 1.00
#> HP1502401_I15        2   0.000      0.992 0.00 1.00
#> HP1502401_I4         2   0.000      0.992 0.00 1.00
#> HP1502401_J23        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_F7      1   0.000      0.993 1.00 0.00
#> HP1504101T2D_I5      1   0.000      0.993 1.00 0.00
#> HP1504101T2D_P14     1   0.000      0.993 1.00 0.00
#> HP1504101T2D_A20     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_C17     2   0.971      0.336 0.40 0.60
#> HP1502401_L2         2   0.000      0.992 0.00 1.00
#> HP1502401_L23        2   0.000      0.992 0.00 1.00
#> HP1502401_F19        2   0.000      0.992 0.00 1.00
#> HP1502401_O22        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_H5      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_F22     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_J2      1   0.000      0.993 1.00 0.00
#> HP1502401_A18        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_A19     2   0.722      0.752 0.20 0.80
#> HP1504101T2D_G2      1   0.000      0.993 1.00 0.00
#> HP1504101T2D_J11     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_K22     1   0.000      0.993 1.00 0.00
#> HP1502401_L12        2   0.000      0.992 0.00 1.00
#> HP1502401_H2         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_G17     2   0.000      0.992 0.00 1.00
#> HP1502401_N1         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_N19     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_I17     2   0.000      0.992 0.00 1.00
#> HP1502401_E7         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_E18     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_D7      2   0.000      0.992 0.00 1.00
#> HP1502401_K9         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_L21     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_N12     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_B16     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_E23     1   0.943      0.437 0.64 0.36
#> HP1504101T2D_L15     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_D17     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_A4      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_H9      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_A5      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_K23     1   0.000      0.993 1.00 0.00
#> HP1502401_C18        2   0.000      0.992 0.00 1.00
#> HP1502401_K24        2   0.000      0.992 0.00 1.00
#> HP1502401_H4         2   0.000      0.992 0.00 1.00
#> HP1502401_L11        2   0.000      0.992 0.00 1.00
#> HP1502401_C8         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_I18     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_P2      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_N10     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_I14     2   0.000      0.992 0.00 1.00
#> HP1502401_C6         2   0.000      0.992 0.00 1.00
#> HP1502401_M24        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_P9      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_G24     1   0.141      0.974 0.98 0.02
#> HP1502401_E21        2   0.000      0.992 0.00 1.00
#> HP1502401_J6         1   0.760      0.718 0.78 0.22
#> HP1502401_M7         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_M21     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_D19     1   0.000      0.993 1.00 0.00
#> HP1504101T2D_E24     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_K4      2   0.000      0.992 0.00 1.00
#> HP1502401_I6         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_N9      2   0.000      0.992 0.00 1.00
#> HP1502401_C16        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_M7      2   0.971      0.337 0.40 0.60
#> HP1504101T2D_E4      2   0.000      0.992 0.00 1.00
#> HP1502401_G4         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_I16     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_O6      1   0.469      0.887 0.90 0.10
#> HP1504101T2D_D18     1   0.000      0.993 1.00 0.00
#> HP1504101T2D_F2      1   0.000      0.993 1.00 0.00
#> HP1504101T2D_E6      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_I15     2   0.000      0.992 0.00 1.00
#> HP1502401_B21        2   0.000      0.992 0.00 1.00
#> HP1502401_D3         2   0.000      0.992 0.00 1.00
#> HP1502401_O18        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_E14     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_C18     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_B11     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_C4      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_C15     2   0.000      0.992 0.00 1.00
#> HP1502401_F12        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_C22     2   0.327      0.932 0.06 0.94
#> HP1502401_C10        2   0.000      0.992 0.00 1.00
#> HP1502401_G11        2   0.000      0.992 0.00 1.00
#> HP1502401_E19        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_P24     1   0.000      0.993 1.00 0.00
#> HP1502401_J10        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_D13     2   0.000      0.992 0.00 1.00
#> HP1502401_D6         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_F12     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_C14     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_H20     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_E9      2   0.000      0.992 0.00 1.00
#> HP1502401_A4         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_G12     2   0.000      0.992 0.00 1.00
#> HP1502401_K5         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_N13     2   0.000      0.992 0.00 1.00
#> HP1502401_M2         2   0.000      0.992 0.00 1.00
#> HP1502401_J20        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_L8      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_L7      2   0.000      0.992 0.00 1.00
#> HP1502401_O23        2   0.000      0.992 0.00 1.00
#> HP1502401_B5         2   0.000      0.992 0.00 1.00
#> HP1502401_E6         2   0.000      0.992 0.00 1.00
#> HP1502401_J18        2   0.000      0.992 0.00 1.00
#> HP1502401_M1         2   0.000      0.992 0.00 1.00
#> HP1502401_J4         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_B17     1   0.000      0.993 1.00 0.00
#> HP1504101T2D_N20     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_M24     2   0.000      0.992 0.00 1.00
#> HP1502401_G20        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_G22     1   0.000      0.993 1.00 0.00
#> HP1504101T2D_P17     2   0.000      0.992 0.00 1.00
#> HP1502401_D20        2   0.000      0.992 0.00 1.00
#> HP1502401_G7         2   0.000      0.992 0.00 1.00
#> HP1502401_D16        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_G14     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_G10     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_M1      2   0.760      0.720 0.22 0.78
#> HP1504101T2D_A13     2   0.000      0.992 0.00 1.00
#> HP1502401_M19        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_K12     1   0.000      0.993 1.00 0.00
#> HP1504101T2D_D21     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_G19     2   0.141      0.973 0.02 0.98
#> HP1502401_K6         2   0.000      0.992 0.00 1.00
#> HP1502401_K2         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_B18     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_M2      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_M9      2   0.000      0.992 0.00 1.00
#> HP1502401_K16        2   0.000      0.992 0.00 1.00
#> HP1502401_E17        2   0.000      0.992 0.00 1.00
#> HP1502401_M23        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_O14     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_P22     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_H6      2   0.000      0.992 0.00 1.00
#> HP1502401_L10        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_M10     1   0.000      0.993 1.00 0.00
#> HP1502401_I1         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_L11     2   0.000      0.992 0.00 1.00
#> HP1502401_L22        2   0.000      0.992 0.00 1.00
#> HP1502401_G8         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_O22     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_M5      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_B21     1   0.000      0.993 1.00 0.00
#> HP1502401_D24        2   0.000      0.992 0.00 1.00
#> HP1502401_G22        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_J7      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_A6      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_I8      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_C21     1   0.000      0.993 1.00 0.00
#> HP1502401_O4         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_D24     1   0.000      0.993 1.00 0.00
#> HP1502401_L15        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_P21     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_A12     2   0.000      0.992 0.00 1.00
#> HP1502401_E10        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_O9      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_N1      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_H23     2   0.000      0.992 0.00 1.00
#> HP1502401_G5         2   0.000      0.992 0.00 1.00
#> HP1502401_H20        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_I23     1   0.327      0.933 0.94 0.06
#> HP1502401_O20        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_D9      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_B5      2   0.722      0.752 0.20 0.80
#> HP1502401_H24        2   0.000      0.992 0.00 1.00
#> HP1502401_A6         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_O20     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_E15     2   0.000      0.992 0.00 1.00
#> HP1502401_O7         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_B7      2   0.000      0.992 0.00 1.00
#> HP1502401_C5         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_L24     1   0.000      0.993 1.00 0.00
#> HP1504101T2D_B12     1   0.000      0.993 1.00 0.00
#> HP1504101T2D_N24     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_H2      2   0.000      0.992 0.00 1.00
#> HP1502401_A2         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_N22     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_E22     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_L1      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_C20     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_L4      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_P7      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_O10     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_E21     1   0.000      0.993 1.00 0.00
#> HP1504101T2D_K20     1   0.000      0.993 1.00 0.00
#> HP1504101T2D_I22     2   0.000      0.992 0.00 1.00
#> HP1502401_M20        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_K17     2   0.141      0.973 0.02 0.98
#> HP1504101T2D_L10     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_J3      2   0.000      0.992 0.00 1.00
#> HP1502401_A24        2   0.000      0.992 0.00 1.00
#> HP1502401_M11        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_H21     2   0.000      0.992 0.00 1.00
#> HP1502401_F23        1   0.000      0.993 1.00 0.00
#> HP1504101T2D_O3      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_J20     1   0.000      0.993 1.00 0.00
#> HP1504101T2D_L3      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_P11     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_G21     1   0.000      0.993 1.00 0.00
#> HP1504101T2D_F3      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_J1      2   0.000      0.992 0.00 1.00
#> HP1502401_M21        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_P5      2   0.000      0.992 0.00 1.00
#> HP1502401_K21        1   0.000      0.993 1.00 0.00
#> HP1504101T2D_N8      2   0.855      0.615 0.28 0.72
#> HP1502401_C20        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_G23     2   0.000      0.992 0.00 1.00
#> HP1502401_H16        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_D23     1   0.141      0.974 0.98 0.02
#> HP1504101T2D_N6      2   0.000      0.992 0.00 1.00
#> HP1502401_L20        1   0.584      0.836 0.86 0.14
#> HP1502401_N20        2   0.000      0.992 0.00 1.00
#> HP1502401_E11        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_D12     1   0.000      0.993 1.00 0.00
#> HP1504101T2D_H22     2   0.000      0.992 0.00 1.00
#> HP1502401_F20        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_B13     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_F19     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_F13     2   0.327      0.932 0.06 0.94
#> HP1502401_B16        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_H24     1   0.000      0.993 1.00 0.00
#> HP1502401_H19        2   0.000      0.992 0.00 1.00
#> HP1502401_L1         2   0.000      0.992 0.00 1.00
#> HP1502401_I24        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_P12     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_C16     1   0.000      0.993 1.00 0.00
#> HP1502401_A17        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_A8      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_H15     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_J22     1   0.000      0.993 1.00 0.00
#> HP1502401_F21        2   0.000      0.992 0.00 1.00
#> HP1502401_H1         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_O11     1   0.000      0.993 1.00 0.00
#> HP1504101T2D_M23     1   0.242      0.954 0.96 0.04
#> HP1504101T2D_J5      1   0.000      0.993 1.00 0.00
#> HP1502401_I23        2   0.000      0.992 0.00 1.00
#> HP1502401_F10        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_J24     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_D5      2   0.000      0.992 0.00 1.00
#> HP1504101T2D_O23     2   0.000      0.992 0.00 1.00
#> HP1502401_N3         2   0.000      0.992 0.00 1.00
#> HP1504101T2D_L18     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_F20     1   0.141      0.974 0.98 0.02
#> HP1504101T2D_K18     1   0.000      0.993 1.00 0.00
#> HP1504101T2D_P18     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_L19     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_N5      2   0.000      0.992 0.00 1.00
#> HP1502401_N19        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_A23     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_D6      2   0.000      0.992 0.00 1.00
#> HP1502401_K20        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_N16     2   0.000      0.992 0.00 1.00
#> HP1502401_B23        2   0.000      0.992 0.00 1.00
#> HP1504101T2D_A18     2   0.000      0.992 0.00 1.00
#> HP1504101T2D_F16     2   0.000      0.992 0.00 1.00
#> AZ_B9                2   0.000      0.992 0.00 1.00
#> AZ_A6                2   0.000      0.992 0.00 1.00
#> AZ_B1                2   0.000      0.992 0.00 1.00
#> AZ_C1                2   0.000      0.992 0.00 1.00
#> AZ_A11               2   0.000      0.992 0.00 1.00
#> AZ_C2                2   0.000      0.992 0.00 1.00
#> AZ_B11               1   0.000      0.993 1.00 0.00
#> AZ_B12               2   0.000      0.992 0.00 1.00
#> AZ_B2                2   0.000      0.992 0.00 1.00
#> AZ_B3                2   0.000      0.992 0.00 1.00
#> AZ_A10               2   0.000      0.992 0.00 1.00
#> AZ_B5                2   0.000      0.992 0.00 1.00
#> AZ_E12               2   0.000      0.992 0.00 1.00
#> AZ_E4                2   0.000      0.992 0.00 1.00
#> AZ_G6                2   0.000      0.992 0.00 1.00
#> AZ_E2                2   0.000      0.992 0.00 1.00
#> AZ_D8                2   0.000      0.992 0.00 1.00
#> AZ_E7                2   0.000      0.992 0.00 1.00
#> AZ_C8                2   0.000      0.992 0.00 1.00
#> AZ_E5                2   0.000      0.992 0.00 1.00
#> AZ_F4                2   0.000      0.992 0.00 1.00
#> AZ_F7                2   0.000      0.992 0.00 1.00
#> AZ_C5                2   0.000      0.992 0.00 1.00
#> AZ_D7                2   0.000      0.992 0.00 1.00
#> AZ_D4                2   0.000      0.992 0.00 1.00
#> AZ_E8                2   0.000      0.992 0.00 1.00
#> AZ_F1                2   0.000      0.992 0.00 1.00
#> AZ_F8                2   0.000      0.992 0.00 1.00
#> HP1508501T2D_A3      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_O1      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_L13     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_P7      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_B15     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_D2      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_H11     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_G15     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_J21     2   0.680      0.782 0.18 0.82
#> HP1508501T2D_A13     2   0.000      0.992 0.00 1.00
#> HP1508501T2D_D17     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_F17     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_A19     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_H2      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_I8      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_L6      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_F16     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_L14     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_G10     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_P3      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_H4      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_E18     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_G11     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_H6      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_I18     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_B21     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_E22     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_B8      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_I16     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_H18     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_H3      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_C10     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_J17     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_C23     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_K17     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_D3      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_D16     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_G24     1   0.981      0.274 0.58 0.42
#> HP1508501T2D_P8      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_N18     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_I22     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_J20     2   0.000      0.992 0.00 1.00
#> HP1508501T2D_J4      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_F7      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_E19     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_J12     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_N4      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_J3      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_D21     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_E23     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_D14     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_F18     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_L17     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_D15     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_P1      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_M12     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_K19     2   0.141      0.973 0.02 0.98
#> HP1508501T2D_J6      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_B12     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_K14     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_H21     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_F2      2   0.795      0.688 0.24 0.76
#> HP1508501T2D_J8      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_A14     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_A12     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_B3      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_J1      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_F20     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_D8      1   0.000      0.993 1.00 0.00
#> HP1508501T2D_D10     1   0.000      0.993 1.00 0.00
#> HP1508501T2D_E13     1   0.000      0.993 1.00 0.00
#> HP1506401_F8         1   0.000      0.993 1.00 0.00
#> HP1506401_N20        1   0.000      0.993 1.00 0.00
#> HP1506401_E15        1   0.000      0.993 1.00 0.00
#> HP1506401_E12        1   0.000      0.993 1.00 0.00
#> HP1506401_B4         1   0.000      0.993 1.00 0.00
#> HP1506401_P20        1   0.000      0.993 1.00 0.00
#> HP1506401_N4         1   0.000      0.993 1.00 0.00
#> HP1506401_I17        1   0.000      0.993 1.00 0.00
#> HP1506401_F18        1   0.000      0.993 1.00 0.00
#> HP1506401_O10        1   0.000      0.993 1.00 0.00
#> HP1506401_C4         1   0.000      0.993 1.00 0.00
#> HP1506401_A21        1   0.000      0.993 1.00 0.00
#> HP1506401_I11        1   0.000      0.993 1.00 0.00
#> HP1506401_C5         1   0.000      0.993 1.00 0.00
#> HP1506401_F22        1   0.000      0.993 1.00 0.00
#> HP1506401_G5         1   0.000      0.993 1.00 0.00
#> HP1506401_K21        1   0.000      0.993 1.00 0.00
#> HP1506401_L23        1   0.000      0.993 1.00 0.00
#> HP1506401_F17        1   0.000      0.993 1.00 0.00
#> HP1506401_P14        1   0.000      0.993 1.00 0.00
#> HP1506401_G24        1   0.000      0.993 1.00 0.00
#> HP1506401_A17        1   0.000      0.993 1.00 0.00
#> HP1506401_B8         1   0.000      0.993 1.00 0.00
#> HP1507101_C2         1   0.000      0.993 1.00 0.00
#> HP1507101_I2         1   0.000      0.993 1.00 0.00
#> HP1507101_M2         1   0.000      0.993 1.00 0.00
#> HP1507101_F7         1   0.000      0.993 1.00 0.00
#> HP1507101_D14        1   0.000      0.993 1.00 0.00
#> HP1507101_O16        1   0.000      0.993 1.00 0.00
#> HP1507101_N21        1   0.000      0.993 1.00 0.00
#> HP1507101_I17        1   0.000      0.993 1.00 0.00
#> HP1507101_J8         1   0.000      0.993 1.00 0.00
#> HP1507101_H1         1   0.000      0.993 1.00 0.00
#> HP1507101_G12        1   0.000      0.993 1.00 0.00
#> HP1507101_G14        1   0.000      0.993 1.00 0.00
#> HP1507101_H15        1   0.000      0.993 1.00 0.00
#> HP1507101_G18        1   0.000      0.993 1.00 0.00
#> HP1507101_I13        1   0.000      0.993 1.00 0.00
#> HP1507101_J11        1   0.000      0.993 1.00 0.00
#> HP1507101_C4         1   0.000      0.993 1.00 0.00
#> HP1507101_C10        1   0.000      0.993 1.00 0.00
#> HP1507101_I11        1   0.000      0.993 1.00 0.00
#> HP1507101_B15        1   0.000      0.993 1.00 0.00
#> HP1507101_J13        1   0.000      0.993 1.00 0.00
#> HP1507101_A4         1   0.000      0.993 1.00 0.00
#> HP1507101_P5         1   0.000      0.993 1.00 0.00
#> HP1507101_E10        1   0.000      0.993 1.00 0.00
#> HP1507101_D8         1   0.000      0.993 1.00 0.00
#> HP1507101_F8         1   0.000      0.993 1.00 0.00
#> HP1507101_N4         1   0.000      0.993 1.00 0.00
#> HP1507101_H6         1   0.000      0.993 1.00 0.00
#> HP1507101_G8         1   0.000      0.993 1.00 0.00
#> HP1507101_D18        1   0.000      0.993 1.00 0.00
#> HP1507101_N1         1   0.000      0.993 1.00 0.00
#> HP1507101_J2         1   0.000      0.993 1.00 0.00
#> HP1507101_H12        1   0.000      0.993 1.00 0.00
#> HP1507101_I6         1   0.000      0.993 1.00 0.00
#> HP1507101_J17        1   0.000      0.993 1.00 0.00
#> HP1507101_F1         1   0.000      0.993 1.00 0.00
#> HP1507101_J3         1   0.000      0.993 1.00 0.00
#> HP1507101_J5         1   0.000      0.993 1.00 0.00
#> HP1507101_I20        1   0.000      0.993 1.00 0.00
#> HP1507101_H5         1   0.000      0.993 1.00 0.00
#> HP1507101_P3         1   0.000      0.993 1.00 0.00
#> HP1509101_D18        1   0.000      0.993 1.00 0.00
#> HP1509101_G23        1   0.000      0.993 1.00 0.00
#> HP1509101_O9         1   0.000      0.993 1.00 0.00
#> HP1509101_D8         1   0.000      0.993 1.00 0.00
#> HP1509101_H22        1   0.000      0.993 1.00 0.00
#> HP1509101_H24        1   0.000      0.993 1.00 0.00
#> HP1509101_H23        1   0.000      0.993 1.00 0.00
#> HP1509101_F21        1   0.000      0.993 1.00 0.00
#> HP1509101_P18        1   0.000      0.993 1.00 0.00
#> HP1509101_B20        1   0.000      0.993 1.00 0.00
#> HP1509101_N18        1   0.000      0.993 1.00 0.00
#> HP1509101_N17        1   0.000      0.993 1.00 0.00
#> HP1509101_F19        1   0.000      0.993 1.00 0.00
#> HP1509101_I23        1   0.000      0.993 1.00 0.00
#> HP1509101_L24        1   0.000      0.993 1.00 0.00
#> HP1509101_M10        1   0.000      0.993 1.00 0.00
#> HP1509101_O12        1   0.000      0.993 1.00 0.00
#> HP1504901_P10        2   0.000      0.992 0.00 1.00
#> HP1526901T2D_M21     1   0.000      0.993 1.00 0.00
#> HP1526901T2D_H23     1   0.000      0.993 1.00 0.00
#> HP1526901T2D_M15     1   0.000      0.993 1.00 0.00
#> HP1526901T2D_M4      1   0.000      0.993 1.00 0.00
#> HP1526901T2D_G13     1   0.000      0.993 1.00 0.00
#> HP1526901T2D_A7      1   0.000      0.993 1.00 0.00
#> HP1526901T2D_N23     1   0.000      0.993 1.00 0.00
#> HP1526901T2D_K10     1   0.000      0.993 1.00 0.00
#> HP1526901T2D_N1      1   0.000      0.993 1.00 0.00
#> HP1526901T2D_M1      1   0.000      0.993 1.00 0.00
#> HP1526901T2D_L23     1   0.000      0.993 1.00 0.00
#> HP1526901T2D_L21     1   0.000      0.993 1.00 0.00
#> HP1526901T2D_M23     1   0.000      0.993 1.00 0.00
#> HP1526901T2D_K7      1   0.000      0.993 1.00 0.00
#> HP1526901T2D_M7      1   0.000      0.993 1.00 0.00

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                  class entropy silhouette   p1   p2   p3
#> HP1502401_C14        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_E14        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_L14        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_M14        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_K14        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_M6      2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_F15     2  0.6126      0.319 0.00 0.60 0.40
#> HP1502401_L21        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_F10     2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_K22        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_I22        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_M18     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_O12     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_L23     2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_G24        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_A24     3  0.5706      0.549 0.00 0.32 0.68
#> HP1504101T2D_N17     2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_N8         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_G1      3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_M19     3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_O16        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_E16     2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_A12        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_D5         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_J15     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_N7      2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_O16     3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_M5         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_I20     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_G4      3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_H15        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_H8         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_K24     3  0.2959      0.877 0.00 0.10 0.90
#> HP1504101T2D_H14     2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_A7         2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_O2         2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_J21        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_J13     2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_J8         2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_N15        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_D2      2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_L2      2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_I24     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_J18     2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_J1         2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_H3         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_B6      2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_I15        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_I4         2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_J23        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_F7      3  0.3686      0.826 0.14 0.00 0.86
#> HP1504101T2D_I5      3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_P14     1  0.1529      0.957 0.96 0.00 0.04
#> HP1504101T2D_A20     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_C17     3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_L2         2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_L23        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_F19        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_O22        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_H5      2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_F22     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_J2      3  0.1529      0.931 0.04 0.00 0.96
#> HP1502401_A18        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_A19     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_G2      3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_J11     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_K22     3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_L12        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_H2         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_G17     2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_N1         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_N19     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_I17     2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_E7         3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_E18     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_D7      2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_K9         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_L21     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_N12     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_B16     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_E23     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_L15     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_D17     2  0.2066      0.928 0.00 0.94 0.06
#> HP1504101T2D_A4      3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_H9      3  0.2537      0.895 0.00 0.08 0.92
#> HP1504101T2D_A5      2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_K23     3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_C18        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_K24        3  0.6280      0.172 0.00 0.46 0.54
#> HP1502401_H4         2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_L11        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_C8         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_I18     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_P2      2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_N10     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_I14     2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_C6         2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_M24        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_P9      2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_G24     3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_E21        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_J6         3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_M7         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_M21     2  0.3686      0.833 0.00 0.86 0.14
#> HP1504101T2D_D19     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_E24     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_K4      2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_I6         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_N9      2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_C16        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_M7      3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_E4      2  0.4291      0.776 0.00 0.82 0.18
#> HP1502401_G4         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_I16     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_O6      3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_D18     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_F2      3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_E6      2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_I15     2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_B21        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_D3         2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_O18        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_E14     3  0.5016      0.697 0.00 0.24 0.76
#> HP1504101T2D_C18     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_B11     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_C4      2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_C15     3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_F12        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_C22     3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_C10        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_G11        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_E19        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_P24     3  0.2537      0.893 0.08 0.00 0.92
#> HP1502401_J10        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_D13     2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_D6         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_F12     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_C14     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_H20     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_E9      2  0.0892      0.969 0.00 0.98 0.02
#> HP1502401_A4         2  0.2959      0.883 0.00 0.90 0.10
#> HP1504101T2D_G12     2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_K5         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_N13     2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_M2         2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_J20        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_L8      2  0.2537      0.906 0.00 0.92 0.08
#> HP1504101T2D_L7      2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_O23        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_B5         2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_E6         2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_J18        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_M1         2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_J4         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_B17     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_N20     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_M24     2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_G20        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_G22     1  0.0000      0.998 1.00 0.00 0.00
#> HP1504101T2D_P17     2  0.2066      0.928 0.00 0.94 0.06
#> HP1502401_D20        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_G7         2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_D16        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_G14     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_G10     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_M1      3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_A13     3  0.2959      0.876 0.00 0.10 0.90
#> HP1502401_M19        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_K12     3  0.1529      0.931 0.04 0.00 0.96
#> HP1504101T2D_D21     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_G19     3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_K6         2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_K2         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_B18     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_M2      2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_M9      2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_K16        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_E17        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_M23        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_O14     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_P22     2  0.5835      0.477 0.00 0.66 0.34
#> HP1504101T2D_H6      2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_L10        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_M10     3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_I1         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_L11     2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_L22        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_G8         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_O22     2  0.0892      0.968 0.00 0.98 0.02
#> HP1504101T2D_M5      2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_B21     3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_D24        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_G22        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_J7      2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_A6      2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_I8      2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_C21     3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_O4         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_D24     3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_L15        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_P21     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_A12     2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_E10        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_O9      2  0.0892      0.968 0.00 0.98 0.02
#> HP1504101T2D_N1      2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_H23     2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_G5         2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_H20        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_I23     3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_O20        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_D9      2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_B5      3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_H24        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_A6         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_O20     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_E15     2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_O7         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_B7      2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_C5         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_L24     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_B12     3  0.2537      0.893 0.08 0.00 0.92
#> HP1504101T2D_N24     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_H2      2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_A2         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_N22     3  0.2959      0.876 0.00 0.10 0.90
#> HP1504101T2D_E22     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_L1      3  0.4002      0.812 0.00 0.16 0.84
#> HP1504101T2D_C20     2  0.5216      0.643 0.00 0.74 0.26
#> HP1504101T2D_L4      2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_P7      2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_O10     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_E21     1  0.0000      0.998 1.00 0.00 0.00
#> HP1504101T2D_K20     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_I22     2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_M20        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_K17     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_L10     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_J3      2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_A24        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_M11        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_H21     3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_F23        3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_O3      2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_J20     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_L3      2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_P11     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_G21     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_F3      2  0.2959      0.883 0.00 0.90 0.10
#> HP1504101T2D_J1      2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_M21        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_P5      2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_K21        3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_N8      3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_C20        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_G23     2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_H16        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_D23     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_N6      2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_L20        3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_N20        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_E11        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_D12     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_H22     3  0.3340      0.856 0.00 0.12 0.88
#> HP1502401_F20        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_B13     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_F19     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_F13     3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_B16        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_H24     3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_H19        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_L1         2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_I24        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_P12     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_C16     1  0.0892      0.978 0.98 0.00 0.02
#> HP1502401_A17        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_A8      2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_H15     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_J22     3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_F21        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_H1         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_O11     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_M23     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_J5      3  0.0892      0.948 0.02 0.00 0.98
#> HP1502401_I23        2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_F10        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_J24     2  0.4002      0.806 0.00 0.84 0.16
#> HP1504101T2D_D5      2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_O23     3  0.0000      0.963 0.00 0.00 1.00
#> HP1502401_N3         2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_L18     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_F20     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_K18     3  0.0000      0.963 0.00 0.00 1.00
#> HP1504101T2D_P18     3  0.5706      0.547 0.00 0.32 0.68
#> HP1504101T2D_L19     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_N5      2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_N19        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_A23     2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_D6      2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_K20        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_N16     2  0.0000      0.987 0.00 1.00 0.00
#> HP1502401_B23        2  0.0000      0.987 0.00 1.00 0.00
#> HP1504101T2D_A18     2  0.6192      0.257 0.00 0.58 0.42
#> HP1504101T2D_F16     3  0.0000      0.963 0.00 0.00 1.00
#> AZ_B9                2  0.0000      0.987 0.00 1.00 0.00
#> AZ_A6                2  0.0000      0.987 0.00 1.00 0.00
#> AZ_B1                2  0.0000      0.987 0.00 1.00 0.00
#> AZ_C1                2  0.0000      0.987 0.00 1.00 0.00
#> AZ_A11               2  0.0000      0.987 0.00 1.00 0.00
#> AZ_C2                2  0.0000      0.987 0.00 1.00 0.00
#> AZ_B11               3  0.4002      0.800 0.16 0.00 0.84
#> AZ_B12               2  0.0000      0.987 0.00 1.00 0.00
#> AZ_B2                2  0.0000      0.987 0.00 1.00 0.00
#> AZ_B3                2  0.0000      0.987 0.00 1.00 0.00
#> AZ_A10               2  0.0000      0.987 0.00 1.00 0.00
#> AZ_B5                2  0.0000      0.987 0.00 1.00 0.00
#> AZ_E12               2  0.0000      0.987 0.00 1.00 0.00
#> AZ_E4                2  0.0000      0.987 0.00 1.00 0.00
#> AZ_G6                2  0.0000      0.987 0.00 1.00 0.00
#> AZ_E2                2  0.0000      0.987 0.00 1.00 0.00
#> AZ_D8                2  0.0000      0.987 0.00 1.00 0.00
#> AZ_E7                2  0.0000      0.987 0.00 1.00 0.00
#> AZ_C8                2  0.0000      0.987 0.00 1.00 0.00
#> AZ_E5                2  0.0000      0.987 0.00 1.00 0.00
#> AZ_F4                2  0.0000      0.987 0.00 1.00 0.00
#> AZ_F7                2  0.0000      0.987 0.00 1.00 0.00
#> AZ_C5                2  0.0000      0.987 0.00 1.00 0.00
#> AZ_D7                2  0.0000      0.987 0.00 1.00 0.00
#> AZ_D4                2  0.0000      0.987 0.00 1.00 0.00
#> AZ_E8                2  0.0000      0.987 0.00 1.00 0.00
#> AZ_F1                2  0.0000      0.987 0.00 1.00 0.00
#> AZ_F8                2  0.0000      0.987 0.00 1.00 0.00
#> HP1508501T2D_A3      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_O1      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_L13     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_P7      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_B15     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_D2      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_H11     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_G15     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_J21     2  0.5216      0.634 0.26 0.74 0.00
#> HP1508501T2D_A13     2  0.0000      0.987 0.00 1.00 0.00
#> HP1508501T2D_D17     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_F17     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_A19     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_H2      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_I8      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_L6      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_F16     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_L14     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_G10     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_P3      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_H4      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_E18     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_G11     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_H6      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_I18     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_B21     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_E22     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_B8      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_I16     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_H18     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_H3      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_C10     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_J17     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_C23     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_K17     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_D3      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_D16     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_G24     1  0.4291      0.730 0.82 0.18 0.00
#> HP1508501T2D_P8      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_N18     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_I22     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_J20     2  0.0000      0.987 0.00 1.00 0.00
#> HP1508501T2D_J4      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_F7      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_E19     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_J12     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_N4      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_J3      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_D21     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_E23     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_D14     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_F18     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_L17     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_D15     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_P1      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_M12     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_K19     2  0.3340      0.843 0.12 0.88 0.00
#> HP1508501T2D_J6      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_B12     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_K14     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_H21     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_F2      2  0.5397      0.601 0.28 0.72 0.00
#> HP1508501T2D_J8      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_A14     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_A12     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_B3      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_J1      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_F20     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_D8      1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_D10     1  0.0000      0.998 1.00 0.00 0.00
#> HP1508501T2D_E13     1  0.0000      0.998 1.00 0.00 0.00
#> HP1506401_F8         1  0.0000      0.998 1.00 0.00 0.00
#> HP1506401_N20        1  0.0000      0.998 1.00 0.00 0.00
#> HP1506401_E15        1  0.0000      0.998 1.00 0.00 0.00
#> HP1506401_E12        1  0.0000      0.998 1.00 0.00 0.00
#> HP1506401_B4         1  0.0000      0.998 1.00 0.00 0.00
#> HP1506401_P20        1  0.0000      0.998 1.00 0.00 0.00
#> HP1506401_N4         1  0.0000      0.998 1.00 0.00 0.00
#> HP1506401_I17        1  0.0000      0.998 1.00 0.00 0.00
#> HP1506401_F18        1  0.0000      0.998 1.00 0.00 0.00
#> HP1506401_O10        1  0.0000      0.998 1.00 0.00 0.00
#> HP1506401_C4         1  0.0000      0.998 1.00 0.00 0.00
#> HP1506401_A21        1  0.0000      0.998 1.00 0.00 0.00
#> HP1506401_I11        1  0.0000      0.998 1.00 0.00 0.00
#> HP1506401_C5         1  0.0000      0.998 1.00 0.00 0.00
#> HP1506401_F22        1  0.0000      0.998 1.00 0.00 0.00
#> HP1506401_G5         1  0.0000      0.998 1.00 0.00 0.00
#> HP1506401_K21        1  0.0000      0.998 1.00 0.00 0.00
#> HP1506401_L23        1  0.0000      0.998 1.00 0.00 0.00
#> HP1506401_F17        1  0.0000      0.998 1.00 0.00 0.00
#> HP1506401_P14        1  0.0000      0.998 1.00 0.00 0.00
#> HP1506401_G24        1  0.0000      0.998 1.00 0.00 0.00
#> HP1506401_A17        1  0.0000      0.998 1.00 0.00 0.00
#> HP1506401_B8         1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_C2         1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_I2         1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_M2         1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_F7         1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_D14        1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_O16        1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_N21        1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_I17        1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_J8         1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_H1         1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_G12        1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_G14        1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_H15        1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_G18        1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_I13        1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_J11        1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_C4         1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_C10        1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_I11        1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_B15        1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_J13        1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_A4         1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_P5         1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_E10        1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_D8         1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_F8         1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_N4         1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_H6         1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_G8         1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_D18        1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_N1         1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_J2         1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_H12        1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_I6         1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_J17        1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_F1         1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_J3         1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_J5         1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_I20        1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_H5         1  0.0000      0.998 1.00 0.00 0.00
#> HP1507101_P3         1  0.0000      0.998 1.00 0.00 0.00
#> HP1509101_D18        1  0.0000      0.998 1.00 0.00 0.00
#> HP1509101_G23        1  0.0000      0.998 1.00 0.00 0.00
#> HP1509101_O9         1  0.0000      0.998 1.00 0.00 0.00
#> HP1509101_D8         1  0.0000      0.998 1.00 0.00 0.00
#> HP1509101_H22        1  0.0000      0.998 1.00 0.00 0.00
#> HP1509101_H24        1  0.0000      0.998 1.00 0.00 0.00
#> HP1509101_H23        1  0.0000      0.998 1.00 0.00 0.00
#> HP1509101_F21        1  0.0000      0.998 1.00 0.00 0.00
#> HP1509101_P18        1  0.0000      0.998 1.00 0.00 0.00
#> HP1509101_B20        1  0.0000      0.998 1.00 0.00 0.00
#> HP1509101_N18        1  0.0000      0.998 1.00 0.00 0.00
#> HP1509101_N17        1  0.0000      0.998 1.00 0.00 0.00
#> HP1509101_F19        1  0.0000      0.998 1.00 0.00 0.00
#> HP1509101_I23        1  0.0000      0.998 1.00 0.00 0.00
#> HP1509101_L24        1  0.0000      0.998 1.00 0.00 0.00
#> HP1509101_M10        1  0.0000      0.998 1.00 0.00 0.00
#> HP1509101_O12        1  0.0000      0.998 1.00 0.00 0.00
#> HP1504901_P10        2  0.0000      0.987 0.00 1.00 0.00
#> HP1526901T2D_M21     1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_H23     1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_M15     1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_M4      1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_G13     1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_A7      1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_N23     1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_K10     1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_N1      1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_M1      1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_L23     1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_L21     1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_M23     1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_K7      1  0.0000      0.998 1.00 0.00 0.00
#> HP1526901T2D_M7      1  0.0000      0.998 1.00 0.00 0.00

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                  class entropy silhouette   p1   p2   p3   p4
#> HP1502401_C14        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_E14        2  0.2921    0.74621 0.00 0.86 0.00 0.14
#> HP1502401_L14        2  0.4994   -0.09956 0.00 0.52 0.00 0.48
#> HP1502401_M14        2  0.2647    0.77399 0.00 0.88 0.00 0.12
#> HP1502401_K14        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1504101T2D_M6      2  0.1637    0.81363 0.00 0.94 0.00 0.06
#> HP1504101T2D_F15     4  0.7346    0.51419 0.00 0.28 0.20 0.52
#> HP1502401_L21        2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1504101T2D_F10     2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1502401_K22        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_I22        2  0.1637    0.81209 0.00 0.94 0.00 0.06
#> HP1504101T2D_M18     3  0.0707    0.75205 0.00 0.00 0.98 0.02
#> HP1504101T2D_O12     2  0.1637    0.80555 0.00 0.94 0.00 0.06
#> HP1504101T2D_L23     2  0.4713    0.41601 0.00 0.64 0.00 0.36
#> HP1502401_G24        2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1504101T2D_A24     4  0.7135    0.41130 0.00 0.20 0.24 0.56
#> HP1504101T2D_N17     2  0.4790    0.39813 0.00 0.62 0.00 0.38
#> HP1502401_N8         2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1504101T2D_G1      3  0.0000    0.75679 0.00 0.00 1.00 0.00
#> HP1504101T2D_M19     3  0.0000    0.75679 0.00 0.00 1.00 0.00
#> HP1502401_O16        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1504101T2D_E16     2  0.1211    0.81696 0.00 0.96 0.00 0.04
#> HP1502401_A12        2  0.2011    0.80150 0.00 0.92 0.00 0.08
#> HP1502401_D5         2  0.1211    0.81105 0.00 0.96 0.00 0.04
#> HP1504101T2D_J15     4  0.4855    0.32905 0.00 0.40 0.00 0.60
#> HP1504101T2D_N7      2  0.4907    0.30742 0.00 0.58 0.00 0.42
#> HP1504101T2D_O16     3  0.0000    0.75679 0.00 0.00 1.00 0.00
#> HP1502401_M5         2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1504101T2D_I20     3  0.0000    0.75679 0.00 0.00 1.00 0.00
#> HP1504101T2D_G4      4  0.4522    0.06132 0.00 0.00 0.32 0.68
#> HP1502401_H15        2  0.1211    0.82244 0.00 0.96 0.00 0.04
#> HP1502401_H8         2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1504101T2D_K24     3  0.5767    0.37293 0.00 0.06 0.66 0.28
#> HP1504101T2D_H14     4  0.2921    0.65241 0.00 0.14 0.00 0.86
#> HP1502401_A7         2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_O2         2  0.2706    0.77568 0.00 0.90 0.02 0.08
#> HP1502401_J21        2  0.1211    0.82244 0.00 0.96 0.00 0.04
#> HP1504101T2D_J13     2  0.4713    0.40221 0.00 0.64 0.00 0.36
#> HP1502401_J8         2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_N15        2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1504101T2D_D2      2  0.4948    0.25351 0.00 0.56 0.00 0.44
#> HP1504101T2D_L2      2  0.4713    0.44235 0.00 0.64 0.00 0.36
#> HP1504101T2D_I24     3  0.0707    0.75201 0.00 0.00 0.98 0.02
#> HP1504101T2D_J18     4  0.4406    0.58362 0.00 0.30 0.00 0.70
#> HP1502401_J1         2  0.0707    0.82022 0.00 0.98 0.00 0.02
#> HP1502401_H3         2  0.1211    0.82244 0.00 0.96 0.00 0.04
#> HP1504101T2D_B6      2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1502401_I15        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_I4         2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1502401_J23        2  0.0707    0.82022 0.00 0.98 0.00 0.02
#> HP1504101T2D_F7      3  0.4936    0.52245 0.28 0.00 0.70 0.02
#> HP1504101T2D_I5      3  0.0000    0.75679 0.00 0.00 1.00 0.00
#> HP1504101T2D_P14     1  0.4624    0.45829 0.66 0.00 0.34 0.00
#> HP1504101T2D_A20     4  0.2647    0.64641 0.00 0.12 0.00 0.88
#> HP1504101T2D_C17     4  0.4977   -0.24669 0.00 0.00 0.46 0.54
#> HP1502401_L2         2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_L23        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_F19        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_O22        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1504101T2D_H5      2  0.4277    0.54992 0.00 0.72 0.00 0.28
#> HP1504101T2D_F22     2  0.3400    0.70684 0.00 0.82 0.00 0.18
#> HP1504101T2D_J2      3  0.1913    0.74952 0.04 0.00 0.94 0.02
#> HP1502401_A18        2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1504101T2D_A19     3  0.2011    0.72326 0.00 0.00 0.92 0.08
#> HP1504101T2D_G2      3  0.0000    0.75679 0.00 0.00 1.00 0.00
#> HP1504101T2D_J11     2  0.4977    0.16738 0.00 0.54 0.00 0.46
#> HP1504101T2D_K22     3  0.0707    0.75606 0.00 0.00 0.98 0.02
#> HP1502401_L12        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_H2         2  0.2647    0.77322 0.00 0.88 0.00 0.12
#> HP1504101T2D_G17     2  0.4855    0.31493 0.00 0.60 0.00 0.40
#> HP1502401_N1         2  0.0707    0.82022 0.00 0.98 0.00 0.02
#> HP1504101T2D_N19     3  0.4406    0.47039 0.00 0.00 0.70 0.30
#> HP1504101T2D_I17     4  0.4406    0.55915 0.00 0.30 0.00 0.70
#> HP1502401_E7         3  0.5606    0.38424 0.00 0.02 0.50 0.48
#> HP1504101T2D_E18     4  0.3400    0.64663 0.00 0.18 0.00 0.82
#> HP1504101T2D_D7      2  0.5957    0.19292 0.00 0.54 0.04 0.42
#> HP1502401_K9         2  0.1211    0.81261 0.00 0.96 0.00 0.04
#> HP1504101T2D_L21     2  0.5793    0.34937 0.00 0.60 0.04 0.36
#> HP1504101T2D_N12     2  0.4948    0.19467 0.00 0.56 0.00 0.44
#> HP1504101T2D_B16     2  0.3801    0.66796 0.00 0.78 0.00 0.22
#> HP1504101T2D_E23     3  0.3801    0.61346 0.00 0.00 0.78 0.22
#> HP1504101T2D_L15     4  0.3172    0.63912 0.00 0.16 0.00 0.84
#> HP1504101T2D_D17     4  0.3606    0.63050 0.00 0.14 0.02 0.84
#> HP1504101T2D_A4      4  0.4855   -0.17338 0.00 0.00 0.40 0.60
#> HP1504101T2D_H9      4  0.5173    0.34357 0.00 0.02 0.32 0.66
#> HP1504101T2D_A5      2  0.4855    0.36181 0.00 0.60 0.00 0.40
#> HP1504101T2D_K23     3  0.0707    0.75606 0.00 0.00 0.98 0.02
#> HP1502401_C18        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_K24        4  0.6500    0.45337 0.00 0.26 0.12 0.62
#> HP1502401_H4         2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_L11        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_C8         2  0.3610    0.64022 0.00 0.80 0.00 0.20
#> HP1504101T2D_I18     4  0.4948    0.19293 0.00 0.44 0.00 0.56
#> HP1504101T2D_P2      4  0.4624    0.49990 0.00 0.34 0.00 0.66
#> HP1504101T2D_N10     2  0.3975    0.63917 0.00 0.76 0.00 0.24
#> HP1504101T2D_I14     2  0.3610    0.68769 0.00 0.80 0.00 0.20
#> HP1502401_C6         2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_M24        2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1504101T2D_P9      4  0.2921    0.65241 0.00 0.14 0.00 0.86
#> HP1504101T2D_G24     3  0.0000    0.75679 0.00 0.00 1.00 0.00
#> HP1502401_E21        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_J6         3  0.0707    0.75201 0.00 0.00 0.98 0.02
#> HP1502401_M7         2  0.0707    0.82022 0.00 0.98 0.00 0.02
#> HP1504101T2D_M21     3  0.7922   -0.36528 0.00 0.32 0.34 0.34
#> HP1504101T2D_D19     3  0.0000    0.75679 0.00 0.00 1.00 0.00
#> HP1504101T2D_E24     2  0.2345    0.78119 0.00 0.90 0.00 0.10
#> HP1504101T2D_K4      2  0.5570    0.13334 0.00 0.54 0.02 0.44
#> HP1502401_I6         2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1504101T2D_N9      2  0.4522    0.52285 0.00 0.68 0.00 0.32
#> HP1502401_C16        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1504101T2D_M7      3  0.3610    0.63566 0.00 0.00 0.80 0.20
#> HP1504101T2D_E4      4  0.2706    0.60640 0.00 0.08 0.02 0.90
#> HP1502401_G4         2  0.0707    0.82022 0.00 0.98 0.00 0.02
#> HP1504101T2D_I16     2  0.4624    0.47067 0.00 0.66 0.00 0.34
#> HP1504101T2D_O6      3  0.1637    0.73509 0.00 0.00 0.94 0.06
#> HP1504101T2D_D18     3  0.3400    0.70015 0.00 0.00 0.82 0.18
#> HP1504101T2D_F2      3  0.4472    0.59156 0.22 0.00 0.76 0.02
#> HP1504101T2D_E6      2  0.4406    0.54057 0.00 0.70 0.00 0.30
#> HP1504101T2D_I15     4  0.3172    0.63912 0.00 0.16 0.00 0.84
#> HP1502401_B21        2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1502401_D3         2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_O18        2  0.3801    0.62272 0.00 0.78 0.00 0.22
#> HP1504101T2D_E14     4  0.3335    0.48587 0.00 0.02 0.12 0.86
#> HP1504101T2D_C18     2  0.0707    0.82022 0.00 0.98 0.00 0.02
#> HP1504101T2D_B11     2  0.4948    0.17438 0.00 0.56 0.00 0.44
#> HP1504101T2D_C4      2  0.3610    0.68871 0.00 0.80 0.00 0.20
#> HP1504101T2D_C15     4  0.2647    0.44850 0.00 0.00 0.12 0.88
#> HP1502401_F12        2  0.0707    0.82022 0.00 0.98 0.00 0.02
#> HP1504101T2D_C22     3  0.3172    0.67183 0.00 0.00 0.84 0.16
#> HP1502401_C10        2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1502401_G11        2  0.4277    0.56217 0.00 0.72 0.00 0.28
#> HP1502401_E19        2  0.0707    0.82022 0.00 0.98 0.00 0.02
#> HP1504101T2D_P24     3  0.4134    0.55250 0.26 0.00 0.74 0.00
#> HP1502401_J10        2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1504101T2D_D13     2  0.4406    0.54437 0.00 0.70 0.00 0.30
#> HP1502401_D6         2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1504101T2D_F12     2  0.4948    0.22157 0.00 0.56 0.00 0.44
#> HP1504101T2D_C14     2  0.4277    0.58258 0.00 0.72 0.00 0.28
#> HP1504101T2D_H20     2  0.3801    0.65964 0.00 0.78 0.00 0.22
#> HP1504101T2D_E9      4  0.2921    0.64022 0.00 0.14 0.00 0.86
#> HP1502401_A4         2  0.5106    0.47575 0.00 0.72 0.24 0.04
#> HP1504101T2D_G12     4  0.5000    0.04393 0.00 0.50 0.00 0.50
#> HP1502401_K5         2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1504101T2D_N13     4  0.2647    0.64641 0.00 0.12 0.00 0.88
#> HP1502401_M2         2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1502401_J20        2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1504101T2D_L8      4  0.7888    0.37506 0.00 0.30 0.32 0.38
#> HP1504101T2D_L7      2  0.4277    0.57147 0.00 0.72 0.00 0.28
#> HP1502401_O23        2  0.4079    0.61039 0.00 0.80 0.18 0.02
#> HP1502401_B5         2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_E6         2  0.4522    0.45534 0.00 0.68 0.00 0.32
#> HP1502401_J18        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_M1         2  0.1211    0.82244 0.00 0.96 0.00 0.04
#> HP1502401_J4         2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1504101T2D_B17     3  0.3801    0.67472 0.00 0.00 0.78 0.22
#> HP1504101T2D_N20     2  0.4855    0.31124 0.00 0.60 0.00 0.40
#> HP1504101T2D_M24     2  0.5570    0.18268 0.00 0.54 0.02 0.44
#> HP1502401_G20        2  0.2345    0.75952 0.00 0.90 0.00 0.10
#> HP1504101T2D_G22     1  0.2647    0.85676 0.88 0.00 0.12 0.00
#> HP1504101T2D_P17     4  0.5594    0.62836 0.00 0.18 0.10 0.72
#> HP1502401_D20        2  0.1637    0.81454 0.00 0.94 0.00 0.06
#> HP1502401_G7         2  0.1211    0.82244 0.00 0.96 0.00 0.04
#> HP1502401_D16        2  0.1637    0.81363 0.00 0.94 0.00 0.06
#> HP1504101T2D_G14     4  0.5606    0.05748 0.00 0.48 0.02 0.50
#> HP1504101T2D_G10     3  0.4977    0.13842 0.00 0.00 0.54 0.46
#> HP1504101T2D_M1      3  0.4907    0.49803 0.00 0.00 0.58 0.42
#> HP1504101T2D_A13     4  0.2921    0.44810 0.00 0.00 0.14 0.86
#> HP1502401_M19        2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1504101T2D_K12     3  0.4841    0.67847 0.08 0.00 0.78 0.14
#> HP1504101T2D_D21     3  0.4994    0.41023 0.00 0.00 0.52 0.48
#> HP1504101T2D_G19     3  0.2345    0.71978 0.00 0.00 0.90 0.10
#> HP1502401_K6         2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_K2         2  0.1211    0.82244 0.00 0.96 0.00 0.04
#> HP1504101T2D_B18     3  0.4790    0.54589 0.00 0.00 0.62 0.38
#> HP1504101T2D_M2      2  0.3610    0.69656 0.00 0.80 0.00 0.20
#> HP1504101T2D_M9      2  0.4994    0.02542 0.00 0.52 0.00 0.48
#> HP1502401_K16        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_E17        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_M23        2  0.1211    0.82244 0.00 0.96 0.00 0.04
#> HP1504101T2D_O14     4  0.3610    0.42424 0.00 0.00 0.20 0.80
#> HP1504101T2D_P22     4  0.6797    0.50817 0.00 0.16 0.24 0.60
#> HP1504101T2D_H6      2  0.1211    0.82382 0.00 0.96 0.00 0.04
#> HP1502401_L10        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1504101T2D_M10     3  0.0707    0.75205 0.00 0.00 0.98 0.02
#> HP1502401_I1         2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1504101T2D_L11     2  0.3975    0.63168 0.00 0.76 0.00 0.24
#> HP1502401_L22        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_G8         2  0.1211    0.82244 0.00 0.96 0.00 0.04
#> HP1504101T2D_O22     2  0.7028    0.22488 0.00 0.56 0.16 0.28
#> HP1504101T2D_M5      2  0.4977    0.16944 0.00 0.54 0.00 0.46
#> HP1504101T2D_B21     3  0.2011    0.74513 0.00 0.00 0.92 0.08
#> HP1502401_D24        2  0.1211    0.82244 0.00 0.96 0.00 0.04
#> HP1502401_G22        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1504101T2D_J7      4  0.4855    0.35822 0.00 0.40 0.00 0.60
#> HP1504101T2D_A6      2  0.2011    0.79159 0.00 0.92 0.00 0.08
#> HP1504101T2D_I8      4  0.5636    0.60847 0.00 0.26 0.06 0.68
#> HP1504101T2D_C21     3  0.4948    0.47010 0.00 0.00 0.56 0.44
#> HP1502401_O4         2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1504101T2D_D24     3  0.3525    0.72924 0.04 0.00 0.86 0.10
#> HP1502401_L15        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1504101T2D_P21     2  0.3610    0.68851 0.00 0.80 0.00 0.20
#> HP1504101T2D_A12     2  0.4994    0.10959 0.00 0.52 0.00 0.48
#> HP1502401_E10        2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1504101T2D_O9      4  0.4553    0.65257 0.00 0.18 0.04 0.78
#> HP1504101T2D_N1      4  0.4855    0.33192 0.00 0.40 0.00 0.60
#> HP1504101T2D_H23     2  0.1211    0.81696 0.00 0.96 0.00 0.04
#> HP1502401_G5         2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1502401_H20        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1504101T2D_I23     3  0.2921    0.72004 0.00 0.00 0.86 0.14
#> HP1502401_O20        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1504101T2D_D9      2  0.0707    0.82022 0.00 0.98 0.00 0.02
#> HP1504101T2D_B5      3  0.4977    0.44248 0.00 0.00 0.54 0.46
#> HP1502401_H24        2  0.1211    0.82244 0.00 0.96 0.00 0.04
#> HP1502401_A6         2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1504101T2D_O20     2  0.5594    0.17316 0.00 0.52 0.02 0.46
#> HP1504101T2D_E15     2  0.0707    0.82022 0.00 0.98 0.00 0.02
#> HP1502401_O7         2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1504101T2D_B7      2  0.4713    0.40696 0.00 0.64 0.00 0.36
#> HP1502401_C5         2  0.2921    0.72369 0.00 0.86 0.00 0.14
#> HP1504101T2D_L24     3  0.3335    0.69344 0.12 0.00 0.86 0.02
#> HP1504101T2D_B12     3  0.5271    0.45726 0.34 0.00 0.64 0.02
#> HP1504101T2D_N24     3  0.4855    0.32825 0.00 0.00 0.60 0.40
#> HP1504101T2D_H2      2  0.4713    0.40321 0.00 0.64 0.00 0.36
#> HP1502401_A2         2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1504101T2D_N22     3  0.6831   -0.05715 0.00 0.10 0.48 0.42
#> HP1504101T2D_E22     2  0.2011    0.78944 0.00 0.92 0.00 0.08
#> HP1504101T2D_L1      4  0.3037    0.50034 0.00 0.02 0.10 0.88
#> HP1504101T2D_C20     3  0.7497   -0.05654 0.00 0.26 0.50 0.24
#> HP1504101T2D_L4      2  0.2647    0.76385 0.00 0.88 0.00 0.12
#> HP1504101T2D_P7      2  0.6586    0.06135 0.00 0.50 0.08 0.42
#> HP1504101T2D_O10     2  0.4855    0.36181 0.00 0.60 0.00 0.40
#> HP1504101T2D_E21     1  0.2647    0.85441 0.88 0.00 0.12 0.00
#> HP1504101T2D_K20     3  0.1637    0.74024 0.06 0.00 0.94 0.00
#> HP1504101T2D_I22     2  0.4277    0.57511 0.00 0.72 0.00 0.28
#> HP1502401_M20        2  0.0707    0.82022 0.00 0.98 0.00 0.02
#> HP1504101T2D_K17     3  0.2011    0.73787 0.00 0.00 0.92 0.08
#> HP1504101T2D_L10     2  0.4790    0.36703 0.00 0.62 0.00 0.38
#> HP1504101T2D_J3      4  0.4134    0.63954 0.00 0.26 0.00 0.74
#> HP1502401_A24        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_M11        2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1504101T2D_H21     4  0.4855    0.08785 0.00 0.00 0.40 0.60
#> HP1502401_F23        3  0.0000    0.75679 0.00 0.00 1.00 0.00
#> HP1504101T2D_O3      2  0.4713    0.44706 0.00 0.64 0.00 0.36
#> HP1504101T2D_J20     3  0.1211    0.75012 0.04 0.00 0.96 0.00
#> HP1504101T2D_L3      4  0.4977    0.19676 0.00 0.46 0.00 0.54
#> HP1504101T2D_P11     2  0.4790    0.36806 0.00 0.62 0.00 0.38
#> HP1504101T2D_G21     3  0.0707    0.75606 0.00 0.00 0.98 0.02
#> HP1504101T2D_F3      4  0.2921    0.65262 0.00 0.14 0.00 0.86
#> HP1504101T2D_J1      2  0.4994    0.11591 0.00 0.52 0.00 0.48
#> HP1502401_M21        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1504101T2D_P5      4  0.4134    0.64306 0.00 0.26 0.00 0.74
#> HP1502401_K21        3  0.0000    0.75679 0.00 0.00 1.00 0.00
#> HP1504101T2D_N8      3  0.2011    0.72320 0.00 0.00 0.92 0.08
#> HP1502401_C20        2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1504101T2D_G23     2  0.4977    0.18200 0.00 0.54 0.00 0.46
#> HP1502401_H16        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1504101T2D_D23     3  0.4907    0.49410 0.00 0.00 0.58 0.42
#> HP1504101T2D_N6      2  0.4855    0.34874 0.00 0.60 0.00 0.40
#> HP1502401_L20        3  0.1411    0.75527 0.02 0.00 0.96 0.02
#> HP1502401_N20        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_E11        2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1504101T2D_D12     3  0.5767    0.61043 0.06 0.00 0.66 0.28
#> HP1504101T2D_H22     4  0.5793    0.31958 0.00 0.04 0.36 0.60
#> HP1502401_F20        2  0.4227    0.67212 0.00 0.82 0.12 0.06
#> HP1504101T2D_B13     2  0.4522    0.51703 0.00 0.68 0.00 0.32
#> HP1504101T2D_F19     2  0.2647    0.76624 0.00 0.88 0.00 0.12
#> HP1504101T2D_F13     3  0.4790    0.54487 0.00 0.00 0.62 0.38
#> HP1502401_B16        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1504101T2D_H24     3  0.3853    0.65627 0.16 0.00 0.82 0.02
#> HP1502401_H19        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1502401_L1         2  0.0707    0.82022 0.00 0.98 0.00 0.02
#> HP1502401_I24        2  0.0707    0.82022 0.00 0.98 0.00 0.02
#> HP1504101T2D_P12     4  0.2921    0.65262 0.00 0.14 0.00 0.86
#> HP1504101T2D_C16     1  0.4277    0.58510 0.72 0.00 0.28 0.00
#> HP1502401_A17        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1504101T2D_A8      2  0.6554    0.13619 0.00 0.52 0.08 0.40
#> HP1504101T2D_H15     4  0.4713    0.45464 0.00 0.36 0.00 0.64
#> HP1504101T2D_J22     3  0.3853    0.65689 0.16 0.00 0.82 0.02
#> HP1502401_F21        2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1502401_H1         2  0.1211    0.82244 0.00 0.96 0.00 0.04
#> HP1504101T2D_O11     3  0.4624    0.58605 0.00 0.00 0.66 0.34
#> HP1504101T2D_M23     3  0.0000    0.75679 0.00 0.00 1.00 0.00
#> HP1504101T2D_J5      3  0.6150    0.41861 0.36 0.00 0.58 0.06
#> HP1502401_I23        2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1502401_F10        2  0.1211    0.82244 0.00 0.96 0.00 0.04
#> HP1504101T2D_J24     4  0.7738    0.44196 0.00 0.30 0.26 0.44
#> HP1504101T2D_D5      2  0.5000    0.02894 0.00 0.50 0.00 0.50
#> HP1504101T2D_O23     4  0.4977   -0.31871 0.00 0.00 0.46 0.54
#> HP1502401_N3         2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1504101T2D_L18     2  0.4713    0.42943 0.00 0.64 0.00 0.36
#> HP1504101T2D_F20     3  0.4406    0.61912 0.00 0.00 0.70 0.30
#> HP1504101T2D_K18     3  0.0707    0.75606 0.00 0.00 0.98 0.02
#> HP1504101T2D_P18     3  0.7855   -0.24850 0.00 0.30 0.40 0.30
#> HP1504101T2D_L19     2  0.1637    0.81363 0.00 0.94 0.00 0.06
#> HP1504101T2D_N5      2  0.4790    0.38529 0.00 0.62 0.00 0.38
#> HP1502401_N19        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1504101T2D_A23     2  0.4855    0.33668 0.00 0.60 0.00 0.40
#> HP1504101T2D_D6      2  0.4948    0.21989 0.00 0.56 0.00 0.44
#> HP1502401_K20        2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> HP1504101T2D_N16     4  0.3801    0.62928 0.00 0.22 0.00 0.78
#> HP1502401_B23        2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1504101T2D_A18     4  0.3037    0.62193 0.00 0.10 0.02 0.88
#> HP1504101T2D_F16     4  0.5062    0.13856 0.00 0.02 0.30 0.68
#> AZ_B9                2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> AZ_A6                2  0.1637    0.81363 0.00 0.94 0.00 0.06
#> AZ_B1                2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> AZ_C1                2  0.0707    0.82022 0.00 0.98 0.00 0.02
#> AZ_A11               2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> AZ_C2                2  0.0707    0.82022 0.00 0.98 0.00 0.02
#> AZ_B11               3  0.1913    0.74116 0.04 0.00 0.94 0.02
#> AZ_B12               2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> AZ_B2                2  0.2011    0.79040 0.00 0.92 0.00 0.08
#> AZ_B3                2  0.2830    0.76055 0.00 0.90 0.06 0.04
#> AZ_A10               2  0.0707    0.82022 0.00 0.98 0.00 0.02
#> AZ_B5                2  0.4731    0.60285 0.00 0.78 0.16 0.06
#> AZ_E12               2  0.0707    0.82846 0.00 0.98 0.00 0.02
#> AZ_E4                2  0.2011    0.80399 0.00 0.92 0.00 0.08
#> AZ_G6                2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> AZ_E2                2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> AZ_D8                2  0.3610    0.63010 0.00 0.80 0.00 0.20
#> AZ_E7                2  0.0707    0.82022 0.00 0.98 0.00 0.02
#> AZ_C8                2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> AZ_E5                2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> AZ_F4                2  0.0707    0.82022 0.00 0.98 0.00 0.02
#> AZ_F7                2  0.1411    0.81005 0.00 0.96 0.02 0.02
#> AZ_C5                2  0.0707    0.82022 0.00 0.98 0.00 0.02
#> AZ_D7                2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> AZ_D4                2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> AZ_E8                2  0.0707    0.82022 0.00 0.98 0.00 0.02
#> AZ_F1                2  0.0707    0.82022 0.00 0.98 0.00 0.02
#> AZ_F8                2  0.0000    0.82783 0.00 1.00 0.00 0.00
#> HP1508501T2D_A3      1  0.1211    0.95844 0.96 0.00 0.00 0.04
#> HP1508501T2D_O1      1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_L13     1  0.1211    0.95844 0.96 0.00 0.00 0.04
#> HP1508501T2D_P7      1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_B15     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_D2      1  0.1211    0.95844 0.96 0.00 0.00 0.04
#> HP1508501T2D_H11     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_G15     1  0.1211    0.95844 0.96 0.00 0.00 0.04
#> HP1508501T2D_J21     4  0.4553    0.63827 0.04 0.18 0.00 0.78
#> HP1508501T2D_A13     2  0.4624    0.47133 0.00 0.66 0.00 0.34
#> HP1508501T2D_D17     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_F17     1  0.1211    0.95844 0.96 0.00 0.00 0.04
#> HP1508501T2D_A19     1  0.0707    0.97248 0.98 0.00 0.00 0.02
#> HP1508501T2D_H2      1  0.1637    0.94059 0.94 0.00 0.00 0.06
#> HP1508501T2D_I8      1  0.1211    0.95844 0.96 0.00 0.00 0.04
#> HP1508501T2D_L6      1  0.1211    0.95844 0.96 0.00 0.00 0.04
#> HP1508501T2D_F16     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_L14     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_G10     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_P3      1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_H4      1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_E18     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_G11     1  0.1211    0.95844 0.96 0.00 0.00 0.04
#> HP1508501T2D_H6      1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_I18     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_B21     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_E22     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_B8      1  0.1211    0.95844 0.96 0.00 0.00 0.04
#> HP1508501T2D_I16     1  0.1211    0.95844 0.96 0.00 0.00 0.04
#> HP1508501T2D_H18     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_H3      1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_C10     1  0.1211    0.95844 0.96 0.00 0.00 0.04
#> HP1508501T2D_J17     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_C23     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_K17     1  0.1211    0.95844 0.96 0.00 0.00 0.04
#> HP1508501T2D_D3      1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_D16     1  0.1211    0.95844 0.96 0.00 0.00 0.04
#> HP1508501T2D_G24     1  0.7040   -0.05068 0.46 0.12 0.00 0.42
#> HP1508501T2D_P8      1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_N18     1  0.1211    0.95844 0.96 0.00 0.00 0.04
#> HP1508501T2D_I22     1  0.1211    0.95844 0.96 0.00 0.00 0.04
#> HP1508501T2D_J20     2  0.4994   -0.00117 0.00 0.52 0.00 0.48
#> HP1508501T2D_J4      1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_F7      1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_E19     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_J12     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_N4      1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_J3      1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_D21     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_E23     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_D14     1  0.1211    0.95844 0.96 0.00 0.00 0.04
#> HP1508501T2D_F18     1  0.1211    0.95844 0.96 0.00 0.00 0.04
#> HP1508501T2D_L17     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_D15     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_P1      1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_M12     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_K19     2  0.6262    0.04786 0.06 0.54 0.00 0.40
#> HP1508501T2D_J6      1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_B12     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_K14     1  0.1211    0.95844 0.96 0.00 0.00 0.04
#> HP1508501T2D_H21     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_F2      4  0.4949    0.62650 0.06 0.18 0.00 0.76
#> HP1508501T2D_J8      1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_A14     1  0.0707    0.97248 0.98 0.00 0.00 0.02
#> HP1508501T2D_A12     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_B3      1  0.1211    0.95844 0.96 0.00 0.00 0.04
#> HP1508501T2D_J1      1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_F20     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_D8      1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1508501T2D_D10     1  0.1211    0.95844 0.96 0.00 0.00 0.04
#> HP1508501T2D_E13     1  0.0707    0.97248 0.98 0.00 0.00 0.02
#> HP1506401_F8         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1506401_N20        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1506401_E15        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1506401_E12        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1506401_B4         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1506401_P20        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1506401_N4         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1506401_I17        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1506401_F18        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1506401_O10        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1506401_C4         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1506401_A21        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1506401_I11        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1506401_C5         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1506401_F22        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1506401_G5         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1506401_K21        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1506401_L23        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1506401_F17        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1506401_P14        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1506401_G24        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1506401_A17        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1506401_B8         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_C2         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_I2         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_M2         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_F7         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_D14        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_O16        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_N21        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_I17        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_J8         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_H1         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_G12        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_G14        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_H15        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_G18        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_I13        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_J11        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_C4         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_C10        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_I11        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_B15        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_J13        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_A4         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_P5         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_E10        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_D8         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_F8         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_N4         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_H6         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_G8         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_D18        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_N1         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_J2         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_H12        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_I6         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_J17        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_F1         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_J3         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_J5         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_I20        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_H5         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1507101_P3         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1509101_D18        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1509101_G23        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1509101_O9         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1509101_D8         1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1509101_H22        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1509101_H24        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1509101_H23        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1509101_F21        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1509101_P18        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1509101_B20        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1509101_N18        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1509101_N17        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1509101_F19        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1509101_I23        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1509101_L24        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1509101_M10        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1509101_O12        1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1504901_P10        2  0.1637    0.81363 0.00 0.94 0.00 0.06
#> HP1526901T2D_M21     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1526901T2D_H23     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1526901T2D_M15     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1526901T2D_M4      1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1526901T2D_G13     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1526901T2D_A7      1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1526901T2D_N23     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1526901T2D_K10     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1526901T2D_N1      1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1526901T2D_M1      1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1526901T2D_L23     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1526901T2D_L21     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1526901T2D_M23     1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1526901T2D_K7      1  0.0000    0.98570 1.00 0.00 0.00 0.00
#> HP1526901T2D_M7      1  0.0000    0.98570 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)

plot of chunk tab-node-023-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-023-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-023-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-023-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-023-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-023-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-023-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-023-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-023-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-023-get-signatures-no-scale-1

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

plot of chunk tab-node-023-get-signatures-no-scale-2

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

plot of chunk tab-node-023-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-023-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-023-dimension-reduction-1

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

plot of chunk tab-node-023-dimension-reduction-2

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

plot of chunk tab-node-023-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-023-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans      495           6.33e-03         7.69e-02     2.49e-02 2
#> ATC:skmeans      495           1.37e-13         5.17e-13     1.99e-37 3
#> ATC:skmeans      411           2.01e-19         8.66e-26     5.35e-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.


Node0231

Parent node: Node023. Child nodes: Node01221-leaf , Node01222-leaf , Node02111 , Node02112 , Node02121 , Node02122 , Node02211 , Node02212-leaf , Node02213-leaf , Node02221 , Node02222 , Node02223-leaf , Node02231-leaf , Node02232-leaf , Node02233-leaf , Node02234-leaf , Node02311-leaf , Node02312 , Node02313-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02331-leaf , Node02332-leaf , Node02411-leaf , Node02412-leaf , Node02421-leaf , Node02422 , Node02423-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .

The object with results only for a single top-value method and a single partitioning method can be extracted as:

res = res_rh["0231"]

A summary of res and all the functions that can be applied to it:

res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#>   On a matrix with 11989 rows and 166 columns.
#>   Top rows (1199) 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)

plot of chunk node-0231-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-0231-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 1.000           0.988       0.995          0.500 0.500   0.500
#> 3 3 1.000           0.976       0.991          0.215 0.875   0.754
#> 4 4 0.842           0.801       0.912          0.172 0.837   0.606

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                  class entropy silhouette   p1   p2
#> HP1504101T2D_P14     1   0.000      0.990 1.00 0.00
#> HP1504101T2D_G22     1   0.000      0.990 1.00 0.00
#> HP1504101T2D_E21     1   0.000      0.990 1.00 0.00
#> HP1504101T2D_C16     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_A3      2   0.000      1.000 0.00 1.00
#> HP1508501T2D_O1      1   0.000      0.990 1.00 0.00
#> HP1508501T2D_L13     2   0.000      1.000 0.00 1.00
#> HP1508501T2D_P7      1   0.925      0.491 0.66 0.34
#> HP1508501T2D_B15     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_D2      1   0.000      0.990 1.00 0.00
#> HP1508501T2D_H11     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_G15     2   0.000      1.000 0.00 1.00
#> HP1508501T2D_D17     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_F17     2   0.000      1.000 0.00 1.00
#> HP1508501T2D_A19     2   0.000      1.000 0.00 1.00
#> HP1508501T2D_H2      2   0.000      1.000 0.00 1.00
#> HP1508501T2D_I8      2   0.000      1.000 0.00 1.00
#> HP1508501T2D_L6      2   0.000      1.000 0.00 1.00
#> HP1508501T2D_F16     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_L14     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_G10     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_P3      2   0.000      1.000 0.00 1.00
#> HP1508501T2D_H4      1   0.000      0.990 1.00 0.00
#> HP1508501T2D_E18     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_G11     2   0.000      1.000 0.00 1.00
#> HP1508501T2D_H6      1   0.000      0.990 1.00 0.00
#> HP1508501T2D_I18     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_B21     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_E22     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_B8      2   0.000      1.000 0.00 1.00
#> HP1508501T2D_I16     2   0.000      1.000 0.00 1.00
#> HP1508501T2D_H18     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_H3      1   0.000      0.990 1.00 0.00
#> HP1508501T2D_C10     2   0.000      1.000 0.00 1.00
#> HP1508501T2D_J17     2   0.000      1.000 0.00 1.00
#> HP1508501T2D_C23     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_K17     2   0.000      1.000 0.00 1.00
#> HP1508501T2D_D3      2   0.000      1.000 0.00 1.00
#> HP1508501T2D_D16     2   0.000      1.000 0.00 1.00
#> HP1508501T2D_G24     2   0.000      1.000 0.00 1.00
#> HP1508501T2D_P8      1   0.000      0.990 1.00 0.00
#> HP1508501T2D_N18     2   0.000      1.000 0.00 1.00
#> HP1508501T2D_I22     2   0.000      1.000 0.00 1.00
#> HP1508501T2D_J4      1   0.000      0.990 1.00 0.00
#> HP1508501T2D_F7      2   0.000      1.000 0.00 1.00
#> HP1508501T2D_E19     2   0.000      1.000 0.00 1.00
#> HP1508501T2D_J12     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_N4      1   0.000      0.990 1.00 0.00
#> HP1508501T2D_J3      1   0.000      0.990 1.00 0.00
#> HP1508501T2D_D21     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_E23     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_D14     2   0.000      1.000 0.00 1.00
#> HP1508501T2D_F18     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_L17     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_D15     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_P1      1   0.000      0.990 1.00 0.00
#> HP1508501T2D_M12     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_J6      1   0.000      0.990 1.00 0.00
#> HP1508501T2D_B12     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_K14     2   0.000      1.000 0.00 1.00
#> HP1508501T2D_H21     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_J8      1   0.000      0.990 1.00 0.00
#> HP1508501T2D_A14     2   0.000      1.000 0.00 1.00
#> HP1508501T2D_A12     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_B3      2   0.000      1.000 0.00 1.00
#> HP1508501T2D_J1      1   0.000      0.990 1.00 0.00
#> HP1508501T2D_F20     1   0.000      0.990 1.00 0.00
#> HP1508501T2D_D8      1   0.000      0.990 1.00 0.00
#> HP1508501T2D_D10     2   0.000      1.000 0.00 1.00
#> HP1508501T2D_E13     2   0.000      1.000 0.00 1.00
#> HP1506401_F8         1   0.000      0.990 1.00 0.00
#> HP1506401_N20        1   0.000      0.990 1.00 0.00
#> HP1506401_E15        2   0.000      1.000 0.00 1.00
#> HP1506401_E12        2   0.000      1.000 0.00 1.00
#> HP1506401_B4         2   0.000      1.000 0.00 1.00
#> HP1506401_P20        1   0.000      0.990 1.00 0.00
#> HP1506401_N4         1   0.000      0.990 1.00 0.00
#> HP1506401_I17        1   0.000      0.990 1.00 0.00
#> HP1506401_F18        2   0.000      1.000 0.00 1.00
#> HP1506401_O10        1   0.000      0.990 1.00 0.00
#> HP1506401_C4         1   0.000      0.990 1.00 0.00
#> HP1506401_A21        1   0.000      0.990 1.00 0.00
#> HP1506401_I11        1   0.000      0.990 1.00 0.00
#> HP1506401_C5         1   0.000      0.990 1.00 0.00
#> HP1506401_F22        2   0.000      1.000 0.00 1.00
#> HP1506401_G5         1   0.943      0.445 0.64 0.36
#> HP1506401_K21        1   0.000      0.990 1.00 0.00
#> HP1506401_L23        1   0.000      0.990 1.00 0.00
#> HP1506401_F17        2   0.000      1.000 0.00 1.00
#> HP1506401_P14        1   0.000      0.990 1.00 0.00
#> HP1506401_G24        1   0.000      0.990 1.00 0.00
#> HP1506401_A17        1   0.000      0.990 1.00 0.00
#> HP1506401_B8         2   0.000      1.000 0.00 1.00
#> HP1507101_C2         1   0.000      0.990 1.00 0.00
#> HP1507101_I2         1   0.000      0.990 1.00 0.00
#> HP1507101_M2         1   0.000      0.990 1.00 0.00
#> HP1507101_F7         2   0.000      1.000 0.00 1.00
#> HP1507101_D14        2   0.000      1.000 0.00 1.00
#> HP1507101_O16        1   0.000      0.990 1.00 0.00
#> HP1507101_N21        1   0.000      0.990 1.00 0.00
#> HP1507101_I17        1   0.000      0.990 1.00 0.00
#> HP1507101_J8         1   0.000      0.990 1.00 0.00
#> HP1507101_H1         2   0.000      1.000 0.00 1.00
#> HP1507101_G12        2   0.000      1.000 0.00 1.00
#> HP1507101_G14        2   0.000      1.000 0.00 1.00
#> HP1507101_H15        2   0.000      1.000 0.00 1.00
#> HP1507101_G18        2   0.000      1.000 0.00 1.00
#> HP1507101_I13        2   0.000      1.000 0.00 1.00
#> HP1507101_J11        2   0.000      1.000 0.00 1.00
#> HP1507101_C4         2   0.000      1.000 0.00 1.00
#> HP1507101_C10        2   0.000      1.000 0.00 1.00
#> HP1507101_I11        2   0.000      1.000 0.00 1.00
#> HP1507101_B15        2   0.000      1.000 0.00 1.00
#> HP1507101_J13        1   0.000      0.990 1.00 0.00
#> HP1507101_A4         2   0.000      1.000 0.00 1.00
#> HP1507101_P5         2   0.000      1.000 0.00 1.00
#> HP1507101_E10        2   0.000      1.000 0.00 1.00
#> HP1507101_D8         2   0.000      1.000 0.00 1.00
#> HP1507101_F8         2   0.000      1.000 0.00 1.00
#> HP1507101_N4         2   0.000      1.000 0.00 1.00
#> HP1507101_H6         2   0.000      1.000 0.00 1.00
#> HP1507101_G8         2   0.000      1.000 0.00 1.00
#> HP1507101_D18        2   0.000      1.000 0.00 1.00
#> HP1507101_N1         2   0.000      1.000 0.00 1.00
#> HP1507101_J2         2   0.000      1.000 0.00 1.00
#> HP1507101_H12        2   0.000      1.000 0.00 1.00
#> HP1507101_I6         2   0.000      1.000 0.00 1.00
#> HP1507101_J17        2   0.000      1.000 0.00 1.00
#> HP1507101_F1         2   0.000      1.000 0.00 1.00
#> HP1507101_J3         2   0.000      1.000 0.00 1.00
#> HP1507101_J5         2   0.000      1.000 0.00 1.00
#> HP1507101_I20        2   0.000      1.000 0.00 1.00
#> HP1507101_H5         2   0.000      1.000 0.00 1.00
#> HP1507101_P3         2   0.000      1.000 0.00 1.00
#> HP1509101_D18        1   0.000      0.990 1.00 0.00
#> HP1509101_G23        2   0.000      1.000 0.00 1.00
#> HP1509101_O9         2   0.000      1.000 0.00 1.00
#> HP1509101_D8         1   0.000      0.990 1.00 0.00
#> HP1509101_H22        2   0.000      1.000 0.00 1.00
#> HP1509101_H24        1   0.000      0.990 1.00 0.00
#> HP1509101_H23        1   0.000      0.990 1.00 0.00
#> HP1509101_F21        2   0.000      1.000 0.00 1.00
#> HP1509101_P18        2   0.000      1.000 0.00 1.00
#> HP1509101_B20        1   0.000      0.990 1.00 0.00
#> HP1509101_N18        2   0.000      1.000 0.00 1.00
#> HP1509101_N17        2   0.000      1.000 0.00 1.00
#> HP1509101_F19        2   0.000      1.000 0.00 1.00
#> HP1509101_I23        2   0.000      1.000 0.00 1.00
#> HP1509101_L24        1   0.000      0.990 1.00 0.00
#> HP1509101_M10        2   0.000      1.000 0.00 1.00
#> HP1509101_O12        2   0.000      1.000 0.00 1.00
#> HP1526901T2D_M21     1   0.402      0.907 0.92 0.08
#> HP1526901T2D_H23     2   0.000      1.000 0.00 1.00
#> HP1526901T2D_M15     1   0.000      0.990 1.00 0.00
#> HP1526901T2D_M4      2   0.000      1.000 0.00 1.00
#> HP1526901T2D_G13     2   0.000      1.000 0.00 1.00
#> HP1526901T2D_A7      2   0.000      1.000 0.00 1.00
#> HP1526901T2D_N23     1   0.000      0.990 1.00 0.00
#> HP1526901T2D_K10     2   0.000      1.000 0.00 1.00
#> HP1526901T2D_N1      1   0.000      0.990 1.00 0.00
#> HP1526901T2D_M1      2   0.000      1.000 0.00 1.00
#> HP1526901T2D_L23     2   0.000      1.000 0.00 1.00
#> HP1526901T2D_L21     2   0.000      1.000 0.00 1.00
#> HP1526901T2D_M23     2   0.000      1.000 0.00 1.00
#> HP1526901T2D_K7      1   0.000      0.990 1.00 0.00
#> HP1526901T2D_M7      2   0.000      1.000 0.00 1.00

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                  class entropy silhouette   p1   p2   p3
#> HP1504101T2D_P14     1   0.000      0.990 1.00 0.00 0.00
#> HP1504101T2D_G22     1   0.000      0.990 1.00 0.00 0.00
#> HP1504101T2D_E21     1   0.000      0.990 1.00 0.00 0.00
#> HP1504101T2D_C16     3   0.556      0.592 0.30 0.00 0.70
#> HP1508501T2D_A3      2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_O1      1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_L13     2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_P7      1   0.153      0.937 0.96 0.04 0.00
#> HP1508501T2D_B15     1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_D2      1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_H11     1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_G15     2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_D17     1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_F17     2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_A19     2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_H2      2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_I8      2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_L6      2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_F16     1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_L14     1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_G10     1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_P3      2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_H4      1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_E18     1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_G11     2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_H6      1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_I18     1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_B21     1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_E22     1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_B8      2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_I16     2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_H18     1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_H3      1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_C10     2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_J17     2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_C23     1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_K17     2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_D3      2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_D16     2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_G24     2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_P8      1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_N18     2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_I22     2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_J4      1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_F7      3   0.000      0.956 0.00 0.00 1.00
#> HP1508501T2D_E19     2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_J12     1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_N4      1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_J3      1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_D21     1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_E23     1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_D14     2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_F18     1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_L17     1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_D15     1   0.604      0.341 0.62 0.00 0.38
#> HP1508501T2D_P1      3   0.000      0.956 0.00 0.00 1.00
#> HP1508501T2D_M12     1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_J6      3   0.628      0.188 0.46 0.00 0.54
#> HP1508501T2D_B12     1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_K14     2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_H21     1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_J8      1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_A14     2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_A12     1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_B3      2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_J1      1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_F20     1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_D8      1   0.000      0.990 1.00 0.00 0.00
#> HP1508501T2D_D10     2   0.000      1.000 0.00 1.00 0.00
#> HP1508501T2D_E13     2   0.000      1.000 0.00 1.00 0.00
#> HP1506401_F8         3   0.000      0.956 0.00 0.00 1.00
#> HP1506401_N20        3   0.000      0.956 0.00 0.00 1.00
#> HP1506401_E15        2   0.000      1.000 0.00 1.00 0.00
#> HP1506401_E12        2   0.000      1.000 0.00 1.00 0.00
#> HP1506401_B4         2   0.000      1.000 0.00 1.00 0.00
#> HP1506401_P20        3   0.000      0.956 0.00 0.00 1.00
#> HP1506401_N4         1   0.000      0.990 1.00 0.00 0.00
#> HP1506401_I17        1   0.000      0.990 1.00 0.00 0.00
#> HP1506401_F18        3   0.000      0.956 0.00 0.00 1.00
#> HP1506401_O10        3   0.000      0.956 0.00 0.00 1.00
#> HP1506401_C4         3   0.000      0.956 0.00 0.00 1.00
#> HP1506401_A21        1   0.000      0.990 1.00 0.00 0.00
#> HP1506401_I11        3   0.000      0.956 0.00 0.00 1.00
#> HP1506401_C5         1   0.000      0.990 1.00 0.00 0.00
#> HP1506401_F22        3   0.000      0.956 0.00 0.00 1.00
#> HP1506401_G5         1   0.357      0.874 0.90 0.06 0.04
#> HP1506401_K21        3   0.000      0.956 0.00 0.00 1.00
#> HP1506401_L23        1   0.000      0.990 1.00 0.00 0.00
#> HP1506401_F17        2   0.000      1.000 0.00 1.00 0.00
#> HP1506401_P14        3   0.540      0.626 0.28 0.00 0.72
#> HP1506401_G24        1   0.000      0.990 1.00 0.00 0.00
#> HP1506401_A17        3   0.000      0.956 0.00 0.00 1.00
#> HP1506401_B8         3   0.000      0.956 0.00 0.00 1.00
#> HP1507101_C2         1   0.000      0.990 1.00 0.00 0.00
#> HP1507101_I2         1   0.000      0.990 1.00 0.00 0.00
#> HP1507101_M2         1   0.000      0.990 1.00 0.00 0.00
#> HP1507101_F7         2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_D14        2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_O16        1   0.000      0.990 1.00 0.00 0.00
#> HP1507101_N21        1   0.000      0.990 1.00 0.00 0.00
#> HP1507101_I17        1   0.000      0.990 1.00 0.00 0.00
#> HP1507101_J8         3   0.000      0.956 0.00 0.00 1.00
#> HP1507101_H1         2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_G12        2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_G14        2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_H15        2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_G18        2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_I13        2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_J11        2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_C4         2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_C10        3   0.000      0.956 0.00 0.00 1.00
#> HP1507101_I11        2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_B15        2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_J13        1   0.000      0.990 1.00 0.00 0.00
#> HP1507101_A4         2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_P5         2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_E10        2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_D8         2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_F8         2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_N4         2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_H6         2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_G8         2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_D18        2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_N1         2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_J2         2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_H12        2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_I6         2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_J17        2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_F1         2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_J3         2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_J5         2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_I20        2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_H5         2   0.000      1.000 0.00 1.00 0.00
#> HP1507101_P3         2   0.000      1.000 0.00 1.00 0.00
#> HP1509101_D18        3   0.000      0.956 0.00 0.00 1.00
#> HP1509101_G23        2   0.000      1.000 0.00 1.00 0.00
#> HP1509101_O9         2   0.000      1.000 0.00 1.00 0.00
#> HP1509101_D8         1   0.000      0.990 1.00 0.00 0.00
#> HP1509101_H22        2   0.000      1.000 0.00 1.00 0.00
#> HP1509101_H24        1   0.000      0.990 1.00 0.00 0.00
#> HP1509101_H23        1   0.000      0.990 1.00 0.00 0.00
#> HP1509101_F21        2   0.000      1.000 0.00 1.00 0.00
#> HP1509101_P18        2   0.000      1.000 0.00 1.00 0.00
#> HP1509101_B20        1   0.000      0.990 1.00 0.00 0.00
#> HP1509101_N18        2   0.000      1.000 0.00 1.00 0.00
#> HP1509101_N17        2   0.000      1.000 0.00 1.00 0.00
#> HP1509101_F19        2   0.000      1.000 0.00 1.00 0.00
#> HP1509101_I23        2   0.000      1.000 0.00 1.00 0.00
#> HP1509101_L24        1   0.000      0.990 1.00 0.00 0.00
#> HP1509101_M10        2   0.000      1.000 0.00 1.00 0.00
#> HP1509101_O12        2   0.000      1.000 0.00 1.00 0.00
#> HP1526901T2D_M21     3   0.000      0.956 0.00 0.00 1.00
#> HP1526901T2D_H23     3   0.000      0.956 0.00 0.00 1.00
#> HP1526901T2D_M15     3   0.000      0.956 0.00 0.00 1.00
#> HP1526901T2D_M4      2   0.000      1.000 0.00 1.00 0.00
#> HP1526901T2D_G13     2   0.000      1.000 0.00 1.00 0.00
#> HP1526901T2D_A7      2   0.000      1.000 0.00 1.00 0.00
#> HP1526901T2D_N23     3   0.000      0.956 0.00 0.00 1.00
#> HP1526901T2D_K10     2   0.000      1.000 0.00 1.00 0.00
#> HP1526901T2D_N1      3   0.000      0.956 0.00 0.00 1.00
#> HP1526901T2D_M1      2   0.000      1.000 0.00 1.00 0.00
#> HP1526901T2D_L23     2   0.000      1.000 0.00 1.00 0.00
#> HP1526901T2D_L21     2   0.000      1.000 0.00 1.00 0.00
#> HP1526901T2D_M23     2   0.000      1.000 0.00 1.00 0.00
#> HP1526901T2D_K7      3   0.000      0.956 0.00 0.00 1.00
#> HP1526901T2D_M7      2   0.000      1.000 0.00 1.00 0.00

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                  class entropy silhouette   p1   p2   p3   p4
#> HP1504101T2D_P14     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1504101T2D_G22     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1504101T2D_E21     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1504101T2D_C16     1  0.4994     0.0147 0.52 0.00 0.48 0.00
#> HP1508501T2D_A3      2  0.4977    -0.1845 0.00 0.54 0.00 0.46
#> HP1508501T2D_O1      4  0.4977    -0.0191 0.46 0.00 0.00 0.54
#> HP1508501T2D_L13     4  0.4522     0.6584 0.00 0.32 0.00 0.68
#> HP1508501T2D_P7      1  0.3610     0.7144 0.80 0.20 0.00 0.00
#> HP1508501T2D_B15     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_D2      1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_H11     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_G15     4  0.4907     0.5077 0.00 0.42 0.00 0.58
#> HP1508501T2D_D17     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_F17     2  0.4790     0.1508 0.00 0.62 0.00 0.38
#> HP1508501T2D_A19     4  0.4948     0.4593 0.00 0.44 0.00 0.56
#> HP1508501T2D_H2      4  0.0000     0.6569 0.00 0.00 0.00 1.00
#> HP1508501T2D_I8      2  0.4948    -0.0921 0.00 0.56 0.00 0.44
#> HP1508501T2D_L6      4  0.4790     0.5800 0.00 0.38 0.00 0.62
#> HP1508501T2D_F16     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_L14     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_G10     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_P3      4  0.1637     0.6847 0.00 0.06 0.00 0.94
#> HP1508501T2D_H4      1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_E18     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_G11     4  0.4977     0.4013 0.00 0.46 0.00 0.54
#> HP1508501T2D_H6      1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_I18     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_B21     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_E22     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_B8      4  0.2345     0.7001 0.00 0.10 0.00 0.90
#> HP1508501T2D_I16     4  0.4522     0.6584 0.00 0.32 0.00 0.68
#> HP1508501T2D_H18     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_H3      1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_C10     4  0.4277     0.6791 0.00 0.28 0.00 0.72
#> HP1508501T2D_J17     4  0.4948     0.4637 0.00 0.44 0.00 0.56
#> HP1508501T2D_C23     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_K17     4  0.4134     0.6868 0.00 0.26 0.00 0.74
#> HP1508501T2D_D3      4  0.4522     0.6584 0.00 0.32 0.00 0.68
#> HP1508501T2D_D16     4  0.4522     0.6584 0.00 0.32 0.00 0.68
#> HP1508501T2D_G24     4  0.4855     0.5468 0.00 0.40 0.00 0.60
#> HP1508501T2D_P8      1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_N18     4  0.4522     0.6584 0.00 0.32 0.00 0.68
#> HP1508501T2D_I22     4  0.2921     0.7119 0.00 0.14 0.00 0.86
#> HP1508501T2D_J4      1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_F7      3  0.0707     0.8928 0.00 0.02 0.98 0.00
#> HP1508501T2D_E19     4  0.4855     0.5487 0.00 0.40 0.00 0.60
#> HP1508501T2D_J12     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_N4      1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_J3      1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_D21     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_E23     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_D14     2  0.4522     0.3550 0.00 0.68 0.00 0.32
#> HP1508501T2D_F18     4  0.4907     0.1501 0.42 0.00 0.00 0.58
#> HP1508501T2D_L17     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_D15     3  0.4713     0.4229 0.36 0.00 0.64 0.00
#> HP1508501T2D_P1      3  0.0000     0.9114 0.00 0.00 1.00 0.00
#> HP1508501T2D_M12     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_J6      1  0.4907     0.2353 0.58 0.00 0.42 0.00
#> HP1508501T2D_B12     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_K14     4  0.4994     0.3518 0.00 0.48 0.00 0.52
#> HP1508501T2D_H21     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_J8      1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_A14     2  0.4948    -0.0979 0.00 0.56 0.00 0.44
#> HP1508501T2D_A12     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_B3      2  0.5000    -0.3195 0.00 0.50 0.00 0.50
#> HP1508501T2D_J1      1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_F20     1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_D8      1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1508501T2D_D10     4  0.4522     0.6584 0.00 0.32 0.00 0.68
#> HP1508501T2D_E13     4  0.4522     0.6584 0.00 0.32 0.00 0.68
#> HP1506401_F8         3  0.0000     0.9114 0.00 0.00 1.00 0.00
#> HP1506401_N20        3  0.0000     0.9114 0.00 0.00 1.00 0.00
#> HP1506401_E15        2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1506401_E12        2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1506401_B4         2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1506401_P20        3  0.0000     0.9114 0.00 0.00 1.00 0.00
#> HP1506401_N4         1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1506401_I17        1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1506401_F18        3  0.0000     0.9114 0.00 0.00 1.00 0.00
#> HP1506401_O10        3  0.0000     0.9114 0.00 0.00 1.00 0.00
#> HP1506401_C4         3  0.0000     0.9114 0.00 0.00 1.00 0.00
#> HP1506401_A21        1  0.0707     0.9576 0.98 0.00 0.02 0.00
#> HP1506401_I11        3  0.0000     0.9114 0.00 0.00 1.00 0.00
#> HP1506401_C5         1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1506401_F22        3  0.0000     0.9114 0.00 0.00 1.00 0.00
#> HP1506401_G5         2  0.6500     0.3555 0.12 0.62 0.26 0.00
#> HP1506401_K21        3  0.0000     0.9114 0.00 0.00 1.00 0.00
#> HP1506401_L23        1  0.0707     0.9576 0.98 0.00 0.02 0.00
#> HP1506401_F17        2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1506401_P14        3  0.4277     0.6048 0.28 0.00 0.72 0.00
#> HP1506401_G24        1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1506401_A17        3  0.0000     0.9114 0.00 0.00 1.00 0.00
#> HP1506401_B8         3  0.0000     0.9114 0.00 0.00 1.00 0.00
#> HP1507101_C2         1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1507101_I2         1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1507101_M2         1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1507101_F7         2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1507101_D14        2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1507101_O16        1  0.2011     0.8884 0.92 0.08 0.00 0.00
#> HP1507101_N21        1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1507101_I17        1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1507101_J8         3  0.0000     0.9114 0.00 0.00 1.00 0.00
#> HP1507101_H1         2  0.1211     0.8945 0.00 0.96 0.00 0.04
#> HP1507101_G12        2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1507101_G14        2  0.0000     0.9087 0.00 1.00 0.00 0.00
#> HP1507101_H15        2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1507101_G18        2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1507101_I13        2  0.0000     0.9087 0.00 1.00 0.00 0.00
#> HP1507101_J11        2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1507101_C4         2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1507101_C10        3  0.0000     0.9114 0.00 0.00 1.00 0.00
#> HP1507101_I11        2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1507101_B15        2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1507101_J13        1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1507101_A4         2  0.0000     0.9087 0.00 1.00 0.00 0.00
#> HP1507101_P5         2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1507101_E10        2  0.0000     0.9087 0.00 1.00 0.00 0.00
#> HP1507101_D8         2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1507101_F8         2  0.0000     0.9087 0.00 1.00 0.00 0.00
#> HP1507101_N4         2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1507101_H6         2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1507101_G8         2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1507101_D18        2  0.0000     0.9087 0.00 1.00 0.00 0.00
#> HP1507101_N1         2  0.0000     0.9087 0.00 1.00 0.00 0.00
#> HP1507101_J2         2  0.0000     0.9087 0.00 1.00 0.00 0.00
#> HP1507101_H12        4  0.4406     0.6699 0.00 0.30 0.00 0.70
#> HP1507101_I6         2  0.0000     0.9087 0.00 1.00 0.00 0.00
#> HP1507101_J17        2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1507101_F1         2  0.0000     0.9087 0.00 1.00 0.00 0.00
#> HP1507101_J3         2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1507101_J5         2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1507101_I20        2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1507101_H5         2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1507101_P3         2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1509101_D18        3  0.0000     0.9114 0.00 0.00 1.00 0.00
#> HP1509101_G23        2  0.0000     0.9087 0.00 1.00 0.00 0.00
#> HP1509101_O9         2  0.0000     0.9087 0.00 1.00 0.00 0.00
#> HP1509101_D8         1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1509101_H22        2  0.0000     0.9087 0.00 1.00 0.00 0.00
#> HP1509101_H24        1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1509101_H23        1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1509101_F21        2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1509101_P18        2  0.0000     0.9087 0.00 1.00 0.00 0.00
#> HP1509101_B20        1  0.0707     0.9573 0.98 0.02 0.00 0.00
#> HP1509101_N18        2  0.0000     0.9087 0.00 1.00 0.00 0.00
#> HP1509101_N17        2  0.0000     0.9087 0.00 1.00 0.00 0.00
#> HP1509101_F19        2  0.0000     0.9087 0.00 1.00 0.00 0.00
#> HP1509101_I23        2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1509101_L24        1  0.0000     0.9753 1.00 0.00 0.00 0.00
#> HP1509101_M10        2  0.0000     0.9087 0.00 1.00 0.00 0.00
#> HP1509101_O12        2  0.0707     0.9144 0.00 0.98 0.00 0.02
#> HP1526901T2D_M21     4  0.0707     0.6315 0.00 0.00 0.02 0.98
#> HP1526901T2D_H23     4  0.4790    -0.1017 0.00 0.00 0.38 0.62
#> HP1526901T2D_M15     3  0.4277     0.7299 0.00 0.00 0.72 0.28
#> HP1526901T2D_M4      4  0.0000     0.6569 0.00 0.00 0.00 1.00
#> HP1526901T2D_G13     4  0.0000     0.6569 0.00 0.00 0.00 1.00
#> HP1526901T2D_A7      4  0.0000     0.6569 0.00 0.00 0.00 1.00
#> HP1526901T2D_N23     3  0.4277     0.7299 0.00 0.00 0.72 0.28
#> HP1526901T2D_K10     4  0.0000     0.6569 0.00 0.00 0.00 1.00
#> HP1526901T2D_N1      3  0.4277     0.7299 0.00 0.00 0.72 0.28
#> HP1526901T2D_M1      4  0.0000     0.6569 0.00 0.00 0.00 1.00
#> HP1526901T2D_L23     4  0.0000     0.6569 0.00 0.00 0.00 1.00
#> HP1526901T2D_L21     4  0.0000     0.6569 0.00 0.00 0.00 1.00
#> HP1526901T2D_M23     4  0.0000     0.6569 0.00 0.00 0.00 1.00
#> HP1526901T2D_K7      3  0.4277     0.7299 0.00 0.00 0.72 0.28
#> HP1526901T2D_M7      4  0.0000     0.6569 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)

plot of chunk tab-node-0231-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-0231-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-0231-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-0231-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-0231-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-0231-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-0231-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-0231-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-0231-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-0231-get-signatures-no-scale-1

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

plot of chunk tab-node-0231-get-signatures-no-scale-2

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

plot of chunk tab-node-0231-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-0231-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-0231-dimension-reduction-1

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

plot of chunk tab-node-0231-dimension-reduction-2

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

plot of chunk tab-node-0231-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-0231-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans      164           5.57e-03         2.63e-02     3.87e-04 2
#> ATC:skmeans      164           1.84e-22         9.72e-03     1.47e-06 3
#> ATC:skmeans      149           1.13e-21         3.70e-17     9.38e-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.


Node02312

Parent node: Node0231. Child nodes: Node021111-leaf , Node021112-leaf , Node021121-leaf , Node021122-leaf , Node021123-leaf , Node021211-leaf , Node021212-leaf , Node021213-leaf , Node021221-leaf , Node021222-leaf , Node021223-leaf , Node022111-leaf , Node022112-leaf , Node022113-leaf , Node022114-leaf , Node022211-leaf , Node022212-leaf , Node022213-leaf , Node022221-leaf , Node022222-leaf , Node022223-leaf , Node022224-leaf , Node023121-leaf , Node023122-leaf , Node023123-leaf , Node024221-leaf , Node024222-leaf , Node024223-leaf .

The object with results only for a single top-value method and a single partitioning method can be extracted as:

res = res_rh["02312"]

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 11787 rows and 83 columns.
#>   Top rows (1083) 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)

plot of chunk node-02312-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-02312-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 1.000           1.000       1.000          0.498 0.503   0.503
#> 3 3 1.000           0.974       0.985          0.198 0.878   0.762
#> 4 4 0.816           0.866       0.913          0.215 0.828   0.585

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                  class entropy silhouette p1 p2
#> HP1508501T2D_A3      2       0          1  0  1
#> HP1508501T2D_L13     2       0          1  0  1
#> HP1508501T2D_G15     2       0          1  0  1
#> HP1508501T2D_F17     2       0          1  0  1
#> HP1508501T2D_A19     2       0          1  0  1
#> HP1508501T2D_H2      2       0          1  0  1
#> HP1508501T2D_I8      2       0          1  0  1
#> HP1508501T2D_L6      2       0          1  0  1
#> HP1508501T2D_P3      2       0          1  0  1
#> HP1508501T2D_G11     2       0          1  0  1
#> HP1508501T2D_B8      2       0          1  0  1
#> HP1508501T2D_I16     2       0          1  0  1
#> HP1508501T2D_C10     2       0          1  0  1
#> HP1508501T2D_J17     2       0          1  0  1
#> HP1508501T2D_K17     2       0          1  0  1
#> HP1508501T2D_D3      2       0          1  0  1
#> HP1508501T2D_D16     2       0          1  0  1
#> HP1508501T2D_G24     2       0          1  0  1
#> HP1508501T2D_N18     2       0          1  0  1
#> HP1508501T2D_I22     2       0          1  0  1
#> HP1508501T2D_E19     2       0          1  0  1
#> HP1508501T2D_D14     2       0          1  0  1
#> HP1508501T2D_K14     2       0          1  0  1
#> HP1508501T2D_A14     2       0          1  0  1
#> HP1508501T2D_B3      2       0          1  0  1
#> HP1508501T2D_D10     2       0          1  0  1
#> HP1508501T2D_E13     2       0          1  0  1
#> HP1506401_E15        1       0          1  1  0
#> HP1506401_E12        1       0          1  1  0
#> HP1506401_B4         1       0          1  1  0
#> HP1506401_F17        1       0          1  1  0
#> HP1507101_F7         1       0          1  1  0
#> HP1507101_D14        1       0          1  1  0
#> HP1507101_H1         1       0          1  1  0
#> HP1507101_G12        1       0          1  1  0
#> HP1507101_G14        1       0          1  1  0
#> HP1507101_H15        1       0          1  1  0
#> HP1507101_G18        1       0          1  1  0
#> HP1507101_I13        1       0          1  1  0
#> HP1507101_J11        1       0          1  1  0
#> HP1507101_C4         1       0          1  1  0
#> HP1507101_I11        1       0          1  1  0
#> HP1507101_B15        1       0          1  1  0
#> HP1507101_A4         1       0          1  1  0
#> HP1507101_P5         1       0          1  1  0
#> HP1507101_E10        1       0          1  1  0
#> HP1507101_D8         1       0          1  1  0
#> HP1507101_F8         1       0          1  1  0
#> HP1507101_N4         1       0          1  1  0
#> HP1507101_H6         1       0          1  1  0
#> HP1507101_G8         1       0          1  1  0
#> HP1507101_D18        1       0          1  1  0
#> HP1507101_N1         1       0          1  1  0
#> HP1507101_J2         1       0          1  1  0
#> HP1507101_H12        1       0          1  1  0
#> HP1507101_I6         1       0          1  1  0
#> HP1507101_J17        1       0          1  1  0
#> HP1507101_F1         1       0          1  1  0
#> HP1507101_J3         1       0          1  1  0
#> HP1507101_J5         1       0          1  1  0
#> HP1507101_I20        1       0          1  1  0
#> HP1507101_H5         1       0          1  1  0
#> HP1507101_P3         1       0          1  1  0
#> HP1509101_G23        1       0          1  1  0
#> HP1509101_O9         1       0          1  1  0
#> HP1509101_H22        1       0          1  1  0
#> HP1509101_F21        1       0          1  1  0
#> HP1509101_P18        1       0          1  1  0
#> HP1509101_N18        1       0          1  1  0
#> HP1509101_N17        1       0          1  1  0
#> HP1509101_F19        1       0          1  1  0
#> HP1509101_I23        1       0          1  1  0
#> HP1509101_M10        1       0          1  1  0
#> HP1509101_O12        1       0          1  1  0
#> HP1526901T2D_M4      2       0          1  0  1
#> HP1526901T2D_G13     2       0          1  0  1
#> HP1526901T2D_A7      2       0          1  0  1
#> HP1526901T2D_K10     2       0          1  0  1
#> HP1526901T2D_M1      2       0          1  0  1
#> HP1526901T2D_L23     2       0          1  0  1
#> HP1526901T2D_L21     2       0          1  0  1
#> HP1526901T2D_M23     2       0          1  0  1
#> HP1526901T2D_M7      2       0          1  0  1

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                  class entropy silhouette   p1   p2   p3
#> HP1508501T2D_A3      2  0.0000      0.977 0.00 1.00 0.00
#> HP1508501T2D_L13     2  0.0000      0.977 0.00 1.00 0.00
#> HP1508501T2D_G15     2  0.0000      0.977 0.00 1.00 0.00
#> HP1508501T2D_F17     2  0.0000      0.977 0.00 1.00 0.00
#> HP1508501T2D_A19     2  0.0000      0.977 0.00 1.00 0.00
#> HP1508501T2D_H2      2  0.0000      0.977 0.00 1.00 0.00
#> HP1508501T2D_I8      2  0.0000      0.977 0.00 1.00 0.00
#> HP1508501T2D_L6      2  0.0000      0.977 0.00 1.00 0.00
#> HP1508501T2D_P3      3  0.0892      0.982 0.00 0.02 0.98
#> HP1508501T2D_G11     2  0.0000      0.977 0.00 1.00 0.00
#> HP1508501T2D_B8      2  0.0000      0.977 0.00 1.00 0.00
#> HP1508501T2D_I16     2  0.0000      0.977 0.00 1.00 0.00
#> HP1508501T2D_C10     2  0.0000      0.977 0.00 1.00 0.00
#> HP1508501T2D_J17     3  0.0892      0.982 0.00 0.02 0.98
#> HP1508501T2D_K17     2  0.0000      0.977 0.00 1.00 0.00
#> HP1508501T2D_D3      2  0.0000      0.977 0.00 1.00 0.00
#> HP1508501T2D_D16     2  0.0000      0.977 0.00 1.00 0.00
#> HP1508501T2D_G24     2  0.0000      0.977 0.00 1.00 0.00
#> HP1508501T2D_N18     2  0.0000      0.977 0.00 1.00 0.00
#> HP1508501T2D_I22     2  0.0000      0.977 0.00 1.00 0.00
#> HP1508501T2D_E19     3  0.0000      0.962 0.00 0.00 1.00
#> HP1508501T2D_D14     2  0.0000      0.977 0.00 1.00 0.00
#> HP1508501T2D_K14     2  0.0000      0.977 0.00 1.00 0.00
#> HP1508501T2D_A14     2  0.0000      0.977 0.00 1.00 0.00
#> HP1508501T2D_B3      2  0.0000      0.977 0.00 1.00 0.00
#> HP1508501T2D_D10     2  0.0000      0.977 0.00 1.00 0.00
#> HP1508501T2D_E13     2  0.0000      0.977 0.00 1.00 0.00
#> HP1506401_E15        1  0.0000      0.990 1.00 0.00 0.00
#> HP1506401_E12        1  0.1781      0.957 0.96 0.02 0.02
#> HP1506401_B4         1  0.0000      0.990 1.00 0.00 0.00
#> HP1506401_F17        1  0.0000      0.990 1.00 0.00 0.00
#> HP1507101_F7         1  0.0892      0.989 0.98 0.00 0.02
#> HP1507101_D14        1  0.0000      0.990 1.00 0.00 0.00
#> HP1507101_H1         1  0.0000      0.990 1.00 0.00 0.00
#> HP1507101_G12        1  0.0000      0.990 1.00 0.00 0.00
#> HP1507101_G14        1  0.0892      0.989 0.98 0.00 0.02
#> HP1507101_H15        1  0.0892      0.989 0.98 0.00 0.02
#> HP1507101_G18        1  0.0000      0.990 1.00 0.00 0.00
#> HP1507101_I13        1  0.0892      0.989 0.98 0.00 0.02
#> HP1507101_J11        1  0.0000      0.990 1.00 0.00 0.00
#> HP1507101_C4         1  0.0000      0.990 1.00 0.00 0.00
#> HP1507101_I11        1  0.0892      0.989 0.98 0.00 0.02
#> HP1507101_B15        1  0.0000      0.990 1.00 0.00 0.00
#> HP1507101_A4         1  0.0892      0.989 0.98 0.00 0.02
#> HP1507101_P5         1  0.0892      0.989 0.98 0.00 0.02
#> HP1507101_E10        1  0.0892      0.989 0.98 0.00 0.02
#> HP1507101_D8         1  0.0000      0.990 1.00 0.00 0.00
#> HP1507101_F8         1  0.0892      0.989 0.98 0.00 0.02
#> HP1507101_N4         1  0.0892      0.989 0.98 0.00 0.02
#> HP1507101_H6         1  0.0892      0.989 0.98 0.00 0.02
#> HP1507101_G8         1  0.0000      0.990 1.00 0.00 0.00
#> HP1507101_D18        1  0.0892      0.989 0.98 0.00 0.02
#> HP1507101_N1         1  0.0000      0.990 1.00 0.00 0.00
#> HP1507101_J2         1  0.0892      0.989 0.98 0.00 0.02
#> HP1507101_H12        3  0.3686      0.803 0.14 0.00 0.86
#> HP1507101_I6         1  0.0892      0.989 0.98 0.00 0.02
#> HP1507101_J17        2  0.6126      0.344 0.40 0.60 0.00
#> HP1507101_F1         1  0.0892      0.989 0.98 0.00 0.02
#> HP1507101_J3         1  0.0000      0.990 1.00 0.00 0.00
#> HP1507101_J5         1  0.0000      0.990 1.00 0.00 0.00
#> HP1507101_I20        1  0.0000      0.990 1.00 0.00 0.00
#> HP1507101_H5         1  0.0000      0.990 1.00 0.00 0.00
#> HP1507101_P3         1  0.0000      0.990 1.00 0.00 0.00
#> HP1509101_G23        1  0.0892      0.989 0.98 0.00 0.02
#> HP1509101_O9         1  0.0892      0.989 0.98 0.00 0.02
#> HP1509101_H22        1  0.0892      0.989 0.98 0.00 0.02
#> HP1509101_F21        1  0.0000      0.990 1.00 0.00 0.00
#> HP1509101_P18        1  0.0892      0.989 0.98 0.00 0.02
#> HP1509101_N18        1  0.0000      0.990 1.00 0.00 0.00
#> HP1509101_N17        1  0.0892      0.989 0.98 0.00 0.02
#> HP1509101_F19        1  0.0000      0.990 1.00 0.00 0.00
#> HP1509101_I23        1  0.0000      0.990 1.00 0.00 0.00
#> HP1509101_M10        1  0.0892      0.989 0.98 0.00 0.02
#> HP1509101_O12        1  0.0000      0.990 1.00 0.00 0.00
#> HP1526901T2D_M4      3  0.0892      0.982 0.00 0.02 0.98
#> HP1526901T2D_G13     3  0.0892      0.982 0.00 0.02 0.98
#> HP1526901T2D_A7      3  0.0892      0.982 0.00 0.02 0.98
#> HP1526901T2D_K10     3  0.0892      0.982 0.00 0.02 0.98
#> HP1526901T2D_M1      3  0.0892      0.982 0.00 0.02 0.98
#> HP1526901T2D_L23     3  0.0892      0.982 0.00 0.02 0.98
#> HP1526901T2D_L21     3  0.0892      0.982 0.00 0.02 0.98
#> HP1526901T2D_M23     3  0.0892      0.982 0.00 0.02 0.98
#> HP1526901T2D_M7      3  0.0892      0.982 0.00 0.02 0.98

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                  class entropy silhouette   p1   p2   p3   p4
#> HP1508501T2D_A3      2   0.000      0.978 0.00 1.00 0.00 0.00
#> HP1508501T2D_L13     2   0.000      0.978 0.00 1.00 0.00 0.00
#> HP1508501T2D_G15     2   0.000      0.978 0.00 1.00 0.00 0.00
#> HP1508501T2D_F17     2   0.000      0.978 0.00 1.00 0.00 0.00
#> HP1508501T2D_A19     2   0.398      0.757 0.00 0.76 0.00 0.24
#> HP1508501T2D_H2      2   0.000      0.978 0.00 1.00 0.00 0.00
#> HP1508501T2D_I8      2   0.201      0.915 0.00 0.92 0.00 0.08
#> HP1508501T2D_L6      2   0.000      0.978 0.00 1.00 0.00 0.00
#> HP1508501T2D_P3      3   0.000      0.976 0.00 0.00 1.00 0.00
#> HP1508501T2D_G11     2   0.000      0.978 0.00 1.00 0.00 0.00
#> HP1508501T2D_B8      2   0.000      0.978 0.00 1.00 0.00 0.00
#> HP1508501T2D_I16     2   0.000      0.978 0.00 1.00 0.00 0.00
#> HP1508501T2D_C10     2   0.000      0.978 0.00 1.00 0.00 0.00
#> HP1508501T2D_J17     3   0.464      0.774 0.02 0.00 0.74 0.24
#> HP1508501T2D_K17     2   0.000      0.978 0.00 1.00 0.00 0.00
#> HP1508501T2D_D3      2   0.000      0.978 0.00 1.00 0.00 0.00
#> HP1508501T2D_D16     2   0.000      0.978 0.00 1.00 0.00 0.00
#> HP1508501T2D_G24     2   0.000      0.978 0.00 1.00 0.00 0.00
#> HP1508501T2D_N18     2   0.380      0.779 0.00 0.78 0.00 0.22
#> HP1508501T2D_I22     2   0.000      0.978 0.00 1.00 0.00 0.00
#> HP1508501T2D_E19     3   0.164      0.924 0.06 0.00 0.94 0.00
#> HP1508501T2D_D14     2   0.000      0.978 0.00 1.00 0.00 0.00
#> HP1508501T2D_K14     2   0.000      0.978 0.00 1.00 0.00 0.00
#> HP1508501T2D_A14     2   0.000      0.978 0.00 1.00 0.00 0.00
#> HP1508501T2D_B3      2   0.000      0.978 0.00 1.00 0.00 0.00
#> HP1508501T2D_D10     2   0.000      0.978 0.00 1.00 0.00 0.00
#> HP1508501T2D_E13     2   0.000      0.978 0.00 1.00 0.00 0.00
#> HP1506401_E15        4   0.000      0.703 0.00 0.00 0.00 1.00
#> HP1506401_E12        4   0.000      0.703 0.00 0.00 0.00 1.00
#> HP1506401_B4         4   0.000      0.703 0.00 0.00 0.00 1.00
#> HP1506401_F17        4   0.000      0.703 0.00 0.00 0.00 1.00
#> HP1507101_F7         1   0.000      0.932 1.00 0.00 0.00 0.00
#> HP1507101_D14        4   0.398      0.845 0.24 0.00 0.00 0.76
#> HP1507101_H1         1   0.441      0.343 0.70 0.00 0.00 0.30
#> HP1507101_G12        4   0.452      0.780 0.32 0.00 0.00 0.68
#> HP1507101_G14        1   0.000      0.932 1.00 0.00 0.00 0.00
#> HP1507101_H15        1   0.317      0.707 0.84 0.00 0.00 0.16
#> HP1507101_G18        4   0.398      0.845 0.24 0.00 0.00 0.76
#> HP1507101_I13        1   0.000      0.932 1.00 0.00 0.00 0.00
#> HP1507101_J11        4   0.398      0.845 0.24 0.00 0.00 0.76
#> HP1507101_C4         4   0.499      0.474 0.48 0.00 0.00 0.52
#> HP1507101_I11        1   0.121      0.888 0.96 0.00 0.00 0.04
#> HP1507101_B15        4   0.398      0.837 0.24 0.00 0.00 0.76
#> HP1507101_A4         1   0.000      0.932 1.00 0.00 0.00 0.00
#> HP1507101_P5         1   0.000      0.932 1.00 0.00 0.00 0.00
#> HP1507101_E10        1   0.000      0.932 1.00 0.00 0.00 0.00
#> HP1507101_D8         4   0.398      0.845 0.24 0.00 0.00 0.76
#> HP1507101_F8         1   0.000      0.932 1.00 0.00 0.00 0.00
#> HP1507101_N4         1   0.000      0.932 1.00 0.00 0.00 0.00
#> HP1507101_H6         1   0.000      0.932 1.00 0.00 0.00 0.00
#> HP1507101_G8         4   0.428      0.818 0.28 0.00 0.00 0.72
#> HP1507101_D18        1   0.000      0.932 1.00 0.00 0.00 0.00
#> HP1507101_N1         4   0.498      0.522 0.46 0.00 0.00 0.54
#> HP1507101_J2         1   0.000      0.932 1.00 0.00 0.00 0.00
#> HP1507101_H12        1   0.292      0.750 0.86 0.00 0.14 0.00
#> HP1507101_I6         1   0.000      0.932 1.00 0.00 0.00 0.00
#> HP1507101_J17        4   0.508      0.720 0.08 0.16 0.00 0.76
#> HP1507101_F1         1   0.000      0.932 1.00 0.00 0.00 0.00
#> HP1507101_J3         4   0.498      0.528 0.46 0.00 0.00 0.54
#> HP1507101_J5         4   0.398      0.845 0.24 0.00 0.00 0.76
#> HP1507101_I20        4   0.452      0.779 0.32 0.00 0.00 0.68
#> HP1507101_H5         4   0.398      0.845 0.24 0.00 0.00 0.76
#> HP1507101_P3         4   0.428      0.818 0.28 0.00 0.00 0.72
#> HP1509101_G23        1   0.000      0.932 1.00 0.00 0.00 0.00
#> HP1509101_O9         1   0.000      0.932 1.00 0.00 0.00 0.00
#> HP1509101_H22        1   0.000      0.932 1.00 0.00 0.00 0.00
#> HP1509101_F21        4   0.000      0.703 0.00 0.00 0.00 1.00
#> HP1509101_P18        1   0.000      0.932 1.00 0.00 0.00 0.00
#> HP1509101_N18        4   0.398      0.845 0.24 0.00 0.00 0.76
#> HP1509101_N17        1   0.000      0.932 1.00 0.00 0.00 0.00
#> HP1509101_F19        1   0.499     -0.393 0.52 0.00 0.00 0.48
#> HP1509101_I23        4   0.398      0.845 0.24 0.00 0.00 0.76
#> HP1509101_M10        1   0.000      0.932 1.00 0.00 0.00 0.00
#> HP1509101_O12        4   0.398      0.845 0.24 0.00 0.00 0.76
#> HP1526901T2D_M4      3   0.000      0.976 0.00 0.00 1.00 0.00
#> HP1526901T2D_G13     3   0.000      0.976 0.00 0.00 1.00 0.00
#> HP1526901T2D_A7      3   0.000      0.976 0.00 0.00 1.00 0.00
#> HP1526901T2D_K10     3   0.000      0.976 0.00 0.00 1.00 0.00
#> HP1526901T2D_M1      3   0.000      0.976 0.00 0.00 1.00 0.00
#> HP1526901T2D_L23     3   0.000      0.976 0.00 0.00 1.00 0.00
#> HP1526901T2D_L21     3   0.000      0.976 0.00 0.00 1.00 0.00
#> HP1526901T2D_M23     3   0.000      0.976 0.00 0.00 1.00 0.00
#> HP1526901T2D_M7      3   0.000      0.976 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)

plot of chunk tab-node-02312-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-02312-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-02312-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-02312-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-02312-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-02312-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-02312-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-02312-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-02312-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-02312-get-signatures-no-scale-1

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

plot of chunk tab-node-02312-get-signatures-no-scale-2

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

plot of chunk tab-node-02312-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-02312-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-02312-dimension-reduction-1

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

plot of chunk tab-node-02312-dimension-reduction-2

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

plot of chunk tab-node-02312-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-02312-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans       83              0.715         6.28e-19     2.21e-14 2
#> ATC:skmeans       82              0.621         1.02e-17          NaN 3
#> ATC:skmeans       80              0.453         3.07e-17          NaN 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.


Node0232

Parent node: Node023. Child nodes: Node01221-leaf , Node01222-leaf , Node02111 , Node02112 , Node02121 , Node02122 , Node02211 , Node02212-leaf , Node02213-leaf , Node02221 , Node02222 , Node02223-leaf , Node02231-leaf , Node02232-leaf , Node02233-leaf , Node02234-leaf , Node02311-leaf , Node02312 , Node02313-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02331-leaf , Node02332-leaf , Node02411-leaf , Node02412-leaf , Node02421-leaf , Node02422 , Node02423-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .

The object with results only for a single top-value method and a single partitioning method can be extracted as:

res = res_rh["0232"]

A summary of res and all the functions that can be applied to it:

res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#>   On a matrix with 11962 rows and 255 columns.
#>   Top rows (1196) 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)

plot of chunk node-0232-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-0232-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 0.790           0.927       0.967          0.501 0.499   0.499
#> 3 3 1.000           0.973       0.989          0.307 0.710   0.488
#> 4 4 0.995           0.956       0.973          0.130 0.877   0.661

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                  class entropy silhouette   p1   p2
#> HP1502401_C14        2   0.141     0.9500 0.02 0.98
#> HP1502401_E14        2   0.000     0.9646 0.00 1.00
#> HP1502401_L14        2   0.000     0.9646 0.00 1.00
#> HP1502401_M14        1   0.000     0.9647 1.00 0.00
#> HP1502401_K14        1   0.680     0.7985 0.82 0.18
#> HP1504101T2D_M6      2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_F15     1   0.000     0.9647 1.00 0.00
#> HP1502401_L21        1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_F10     1   0.000     0.9647 1.00 0.00
#> HP1502401_K22        2   0.000     0.9646 0.00 1.00
#> HP1502401_I22        2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_O12     1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_L23     1   0.990     0.1581 0.56 0.44
#> HP1502401_G24        1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_N17     1   0.000     0.9647 1.00 0.00
#> HP1502401_N8         1   0.402     0.8991 0.92 0.08
#> HP1502401_O16        1   0.634     0.8199 0.84 0.16
#> HP1504101T2D_E16     1   0.000     0.9647 1.00 0.00
#> HP1502401_A12        2   0.000     0.9646 0.00 1.00
#> HP1502401_D5         1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_J15     2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_N7      2   0.000     0.9646 0.00 1.00
#> HP1502401_M5         2   0.000     0.9646 0.00 1.00
#> HP1502401_H15        2   0.000     0.9646 0.00 1.00
#> HP1502401_H8         2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_H14     2   0.000     0.9646 0.00 1.00
#> HP1502401_A7         1   0.680     0.7966 0.82 0.18
#> HP1502401_O2         1   0.000     0.9647 1.00 0.00
#> HP1502401_J21        2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_J13     2   0.760     0.7462 0.22 0.78
#> HP1502401_J8         2   0.000     0.9646 0.00 1.00
#> HP1502401_N15        1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_D2      2   0.529     0.8631 0.12 0.88
#> HP1504101T2D_L2      2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_J18     2   0.000     0.9646 0.00 1.00
#> HP1502401_J1         1   0.000     0.9647 1.00 0.00
#> HP1502401_H3         2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_B6      1   0.000     0.9647 1.00 0.00
#> HP1502401_I15        2   0.000     0.9646 0.00 1.00
#> HP1502401_I4         1   0.000     0.9647 1.00 0.00
#> HP1502401_J23        1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_A20     2   0.000     0.9646 0.00 1.00
#> HP1502401_L2         1   0.141     0.9487 0.98 0.02
#> HP1502401_L23        1   0.000     0.9647 1.00 0.00
#> HP1502401_F19        2   0.000     0.9646 0.00 1.00
#> HP1502401_O22        2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_H5      1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_F22     1   0.000     0.9647 1.00 0.00
#> HP1502401_A18        1   0.722     0.7718 0.80 0.20
#> HP1504101T2D_J11     1   0.000     0.9647 1.00 0.00
#> HP1502401_L12        2   0.000     0.9646 0.00 1.00
#> HP1502401_H2         2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_G17     2   0.680     0.7983 0.18 0.82
#> HP1502401_N1         1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_I17     2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_E18     2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_D7      2   0.680     0.7983 0.18 0.82
#> HP1502401_K9         1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_L21     1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_N12     2   0.680     0.7983 0.18 0.82
#> HP1504101T2D_B16     2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_L15     2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_D17     2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_A5      2   0.680     0.7983 0.18 0.82
#> HP1502401_C18        1   0.680     0.7966 0.82 0.18
#> HP1502401_H4         1   0.000     0.9647 1.00 0.00
#> HP1502401_L11        2   0.000     0.9646 0.00 1.00
#> HP1502401_C8         2   0.327     0.9129 0.06 0.94
#> HP1504101T2D_I18     2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_P2      2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_N10     1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_I14     1   0.000     0.9647 1.00 0.00
#> HP1502401_C6         1   0.634     0.8199 0.84 0.16
#> HP1502401_M24        1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_P9      2   0.000     0.9646 0.00 1.00
#> HP1502401_E21        1   0.000     0.9647 1.00 0.00
#> HP1502401_M7         1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_M21     1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_E24     1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_K4      1   0.000     0.9647 1.00 0.00
#> HP1502401_I6         1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_N9      2   0.000     0.9646 0.00 1.00
#> HP1502401_C16        2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_E4      2   0.000     0.9646 0.00 1.00
#> HP1502401_G4         1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_I16     1   0.584     0.8413 0.86 0.14
#> HP1504101T2D_E6      2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_I15     2   0.000     0.9646 0.00 1.00
#> HP1502401_B21        1   0.000     0.9647 1.00 0.00
#> HP1502401_D3         1   0.680     0.7966 0.82 0.18
#> HP1502401_O18        2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_C18     1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_B11     2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_C4      2   0.000     0.9646 0.00 1.00
#> HP1502401_F12        1   0.000     0.9647 1.00 0.00
#> HP1502401_C10        1   0.000     0.9647 1.00 0.00
#> HP1502401_G11        2   0.000     0.9646 0.00 1.00
#> HP1502401_E19        1   0.000     0.9647 1.00 0.00
#> HP1502401_J10        1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_D13     1   0.000     0.9647 1.00 0.00
#> HP1502401_D6         1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_F12     2   0.680     0.7983 0.18 0.82
#> HP1504101T2D_C14     2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_H20     1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_E9      2   0.000     0.9646 0.00 1.00
#> HP1502401_A4         1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_G12     2   0.000     0.9646 0.00 1.00
#> HP1502401_K5         2   0.680     0.8006 0.18 0.82
#> HP1504101T2D_N13     2   0.000     0.9646 0.00 1.00
#> HP1502401_M2         1   0.000     0.9647 1.00 0.00
#> HP1502401_J20        1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_L8      1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_L7      2   0.000     0.9646 0.00 1.00
#> HP1502401_O23        1   0.000     0.9647 1.00 0.00
#> HP1502401_B5         2   0.000     0.9646 0.00 1.00
#> HP1502401_E6         2   0.000     0.9646 0.00 1.00
#> HP1502401_J18        2   0.000     0.9646 0.00 1.00
#> HP1502401_M1         2   0.000     0.9646 0.00 1.00
#> HP1502401_J4         2   0.141     0.9500 0.02 0.98
#> HP1504101T2D_N20     2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_M24     1   0.000     0.9647 1.00 0.00
#> HP1502401_G20        1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_P17     2   0.000     0.9646 0.00 1.00
#> HP1502401_D20        2   0.000     0.9646 0.00 1.00
#> HP1502401_G7         2   0.529     0.8632 0.12 0.88
#> HP1502401_D16        2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_G14     2   0.000     0.9646 0.00 1.00
#> HP1502401_M19        1   0.000     0.9647 1.00 0.00
#> HP1502401_K6         2   0.000     0.9646 0.00 1.00
#> HP1502401_K2         2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_M2      2   0.680     0.7983 0.18 0.82
#> HP1504101T2D_M9      2   0.000     0.9646 0.00 1.00
#> HP1502401_K16        2   0.634     0.8211 0.16 0.84
#> HP1502401_E17        1   0.680     0.7966 0.82 0.18
#> HP1502401_M23        2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_P22     2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_H6      2   0.000     0.9646 0.00 1.00
#> HP1502401_L10        1   0.680     0.7966 0.82 0.18
#> HP1502401_I1         1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_L11     1   0.000     0.9647 1.00 0.00
#> HP1502401_L22        2   0.000     0.9646 0.00 1.00
#> HP1502401_G8         2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_O22     1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_M5      2   0.242     0.9340 0.04 0.96
#> HP1502401_D24        2   0.000     0.9646 0.00 1.00
#> HP1502401_G22        1   0.680     0.7966 0.82 0.18
#> HP1504101T2D_J7      2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_A6      1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_I8      2   0.000     0.9646 0.00 1.00
#> HP1502401_O4         2   0.000     0.9646 0.00 1.00
#> HP1502401_L15        2   0.141     0.9499 0.02 0.98
#> HP1504101T2D_P21     1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_A12     2   0.529     0.8628 0.12 0.88
#> HP1502401_E10        1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_O9      2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_N1      2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_H23     1   0.000     0.9647 1.00 0.00
#> HP1502401_G5         1   0.000     0.9647 1.00 0.00
#> HP1502401_H20        2   0.000     0.9646 0.00 1.00
#> HP1502401_O20        2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_D9      1   0.000     0.9647 1.00 0.00
#> HP1502401_H24        2   0.000     0.9646 0.00 1.00
#> HP1502401_A6         1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_O20     2   0.722     0.7734 0.20 0.80
#> HP1504101T2D_E15     1   0.000     0.9647 1.00 0.00
#> HP1502401_O7         1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_B7      2   0.000     0.9646 0.00 1.00
#> HP1502401_C5         2   0.855     0.5966 0.28 0.72
#> HP1504101T2D_H2      2   0.000     0.9646 0.00 1.00
#> HP1502401_A2         1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_E22     1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_C20     1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_L4      2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_P7      2   0.680     0.7983 0.18 0.82
#> HP1504101T2D_O10     1   0.141     0.9486 0.98 0.02
#> HP1504101T2D_I22     1   0.904     0.5063 0.68 0.32
#> HP1502401_M20        1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_L10     2   0.925     0.5345 0.34 0.66
#> HP1504101T2D_J3      2   0.000     0.9646 0.00 1.00
#> HP1502401_A24        1   0.000     0.9647 1.00 0.00
#> HP1502401_M11        1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_O3      2   0.680     0.7983 0.18 0.82
#> HP1504101T2D_L3      2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_P11     1   0.529     0.8486 0.88 0.12
#> HP1504101T2D_F3      2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_J1      2   0.000     0.9646 0.00 1.00
#> HP1502401_M21        2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_P5      1   0.680     0.7966 0.82 0.18
#> HP1502401_C20        1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_G23     2   0.981     0.3355 0.42 0.58
#> HP1502401_H16        2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_N6      2   0.680     0.7983 0.18 0.82
#> HP1502401_N20        2   0.000     0.9646 0.00 1.00
#> HP1502401_E11        1   0.000     0.9647 1.00 0.00
#> HP1502401_F20        1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_B13     2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_F19     1   0.000     0.9647 1.00 0.00
#> HP1502401_B16        2   0.000     0.9646 0.00 1.00
#> HP1502401_H19        1   0.634     0.8199 0.84 0.16
#> HP1502401_L1         1   0.000     0.9647 1.00 0.00
#> HP1502401_I24        1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_P12     2   0.000     0.9646 0.00 1.00
#> HP1502401_A17        2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_A8      2   0.995     0.2113 0.46 0.54
#> HP1504101T2D_H15     2   0.000     0.9646 0.00 1.00
#> HP1502401_F21        1   0.000     0.9647 1.00 0.00
#> HP1502401_H1         2   0.000     0.9646 0.00 1.00
#> HP1502401_I23        1   0.000     0.9647 1.00 0.00
#> HP1502401_F10        2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_J24     1   0.000     0.9647 1.00 0.00
#> HP1504101T2D_D5      2   0.469     0.8819 0.10 0.90
#> HP1502401_N3         2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_L18     2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_L19     2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_N5      2   0.000     0.9646 0.00 1.00
#> HP1502401_N19        2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_A23     2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_D6      2   0.000     0.9646 0.00 1.00
#> HP1502401_K20        2   0.000     0.9646 0.00 1.00
#> HP1504101T2D_N16     2   0.000     0.9646 0.00 1.00
#> HP1502401_B23        1   0.402     0.8991 0.92 0.08
#> HP1504101T2D_A18     2   0.000     0.9646 0.00 1.00
#> AZ_B9                1   1.000     0.0626 0.50 0.50
#> AZ_A6                2   0.000     0.9646 0.00 1.00
#> AZ_B1                1   0.000     0.9647 1.00 0.00
#> AZ_C1                1   0.000     0.9647 1.00 0.00
#> AZ_A11               2   0.000     0.9646 0.00 1.00
#> AZ_C2                1   0.000     0.9647 1.00 0.00
#> AZ_B12               1   0.000     0.9647 1.00 0.00
#> AZ_B2                1   0.000     0.9647 1.00 0.00
#> AZ_B3                1   0.000     0.9647 1.00 0.00
#> AZ_A10               1   0.000     0.9647 1.00 0.00
#> AZ_B5                1   0.000     0.9647 1.00 0.00
#> AZ_E12               2   0.000     0.9646 0.00 1.00
#> AZ_E4                1   0.000     0.9647 1.00 0.00
#> AZ_G6                1   0.000     0.9647 1.00 0.00
#> AZ_E2                1   0.000     0.9647 1.00 0.00
#> AZ_D8                1   0.634     0.8199 0.84 0.16
#> AZ_E7                1   0.000     0.9647 1.00 0.00
#> AZ_C8                1   0.000     0.9647 1.00 0.00
#> AZ_E5                1   0.000     0.9647 1.00 0.00
#> AZ_F4                1   0.000     0.9647 1.00 0.00
#> AZ_F7                1   0.000     0.9647 1.00 0.00
#> AZ_C5                1   0.000     0.9647 1.00 0.00
#> AZ_D7                1   0.000     0.9647 1.00 0.00
#> AZ_D4                1   0.000     0.9647 1.00 0.00
#> AZ_E8                1   0.000     0.9647 1.00 0.00
#> AZ_F1                1   0.000     0.9647 1.00 0.00
#> AZ_F8                1   0.000     0.9647 1.00 0.00
#> HP1508501T2D_J21     2   0.000     0.9646 0.00 1.00
#> HP1508501T2D_A13     2   0.000     0.9646 0.00 1.00
#> HP1508501T2D_J20     2   0.000     0.9646 0.00 1.00
#> HP1508501T2D_K19     2   0.000     0.9646 0.00 1.00
#> HP1508501T2D_F2      2   0.000     0.9646 0.00 1.00
#> HP1504901_P10        2   0.000     0.9646 0.00 1.00

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                  class entropy silhouette   p1   p2   p3
#> HP1502401_C14        2  0.3686      0.835 0.14 0.86 0.00
#> HP1502401_E14        2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_L14        3  0.4002      0.813 0.00 0.16 0.84
#> HP1502401_M14        1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_K14        3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_M6      2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_F15     1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_L21        1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_F10     1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_K22        2  0.1529      0.947 0.04 0.96 0.00
#> HP1502401_I22        2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_O12     3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_L23     1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_G24        3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_N17     1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_N8         3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_O16        3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_E16     3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_A12        2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_D5         1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_J15     2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_N7      2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_M5         2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_H15        2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_H8         2  0.0892      0.968 0.02 0.98 0.00
#> HP1504101T2D_H14     3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_A7         3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_O2         1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_J21        2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_J13     1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_J8         2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_N15        1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_D2      1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_L2      1  0.6280      0.139 0.54 0.46 0.00
#> HP1504101T2D_J18     2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_J1         1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_H3         2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_B6      3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_I15        2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_I4         1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_J23        1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_A20     3  0.0892      0.974 0.00 0.02 0.98
#> HP1502401_L2         1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_L23        1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_F19        2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_O22        2  0.0892      0.967 0.02 0.98 0.00
#> HP1504101T2D_H5      3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_F22     1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_A18        3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_J11     1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_L12        2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_H2         2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_G17     1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_N1         3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_I17     2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_E18     3  0.4291      0.784 0.00 0.18 0.82
#> HP1504101T2D_D7      1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_K9         1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_L21     1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_N12     1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_B16     2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_L15     2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_D17     2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_A5      1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_C18        3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_H4         1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_L11        2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_C8         3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_I18     2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_P2      2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_N10     3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_I14     1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_C6         3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_M24        1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_P9      2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_E21        1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_M7         1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_M21     1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_E24     3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_K4      1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_I6         3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_N9      2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_C16        2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_E4      2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_G4         3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_I16     3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_E6      2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_I15     2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_B21        3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_D3         3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_O18        3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_C18     3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_B11     2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_C4      2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_F12        1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_C10        3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_G11        2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_E19        3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_J10        3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_D13     1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_D6         3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_F12     1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_C14     2  0.4002      0.809 0.16 0.84 0.00
#> HP1504101T2D_H20     1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_E9      2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_A4         1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_G12     2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_K5         1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_N13     2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_M2         3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_J20        1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_L8      1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_L7      2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_O23        1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_B5         2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_E6         2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_J18        2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_M1         2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_J4         2  0.5216      0.650 0.26 0.74 0.00
#> HP1504101T2D_N20     2  0.0892      0.968 0.00 0.98 0.02
#> HP1504101T2D_M24     1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_G20        3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_P17     2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_D20        2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_G7         1  0.0892      0.966 0.98 0.02 0.00
#> HP1502401_D16        2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_G14     2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_M19        1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_K6         2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_K2         2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_M2      1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_M9      2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_K16        1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_E17        3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_M23        2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_P22     2  0.0892      0.968 0.02 0.98 0.00
#> HP1504101T2D_H6      3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_L10        3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_I1         1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_L11     3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_L22        2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_G8         2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_O22     1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_M5      1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_D24        2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_G22        3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_J7      2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_A6      1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_I8      2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_O4         2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_L15        1  0.5397      0.610 0.72 0.28 0.00
#> HP1504101T2D_P21     1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_A12     1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_E10        3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_O9      2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_N1      2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_H23     3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_G5         3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_H20        2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_O20        2  0.0892      0.967 0.02 0.98 0.00
#> HP1504101T2D_D9      3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_H24        2  0.6244      0.211 0.44 0.56 0.00
#> HP1502401_A6         3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_O20     1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_E15     3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_O7         3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_B7      2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_C5         3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_H2      2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_A2         3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_E22     1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_C20     1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_L4      2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_P7      1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_O10     1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_I22     1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_M20        3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_L10     1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_J3      2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_A24        3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_M11        1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_O3      1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_L3      2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_P11     1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_F3      2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_J1      2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_M21        2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_P5      3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_C20        3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_G23     1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_H16        2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_N6      1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_N20        2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_E11        1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_F20        1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_B13     2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_F19     1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_B16        2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_H19        3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_L1         1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_I24        3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_P12     2  0.4002      0.805 0.00 0.84 0.16
#> HP1502401_A17        2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_A8      1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_H15     2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_F21        3  0.0000      0.993 0.00 0.00 1.00
#> HP1502401_H1         2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_I23        1  0.0000      0.987 1.00 0.00 0.00
#> HP1502401_F10        2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_J24     1  0.0000      0.987 1.00 0.00 0.00
#> HP1504101T2D_D5      1  0.0892      0.966 0.98 0.02 0.00
#> HP1502401_N3         2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_L18     2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_L19     2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_N5      2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_N19        2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_A23     1  0.5216      0.648 0.74 0.26 0.00
#> HP1504101T2D_D6      2  0.0000      0.986 0.00 1.00 0.00
#> HP1502401_K20        2  0.0000      0.986 0.00 1.00 0.00
#> HP1504101T2D_N16     3  0.1529      0.955 0.00 0.04 0.96
#> HP1502401_B23        3  0.0000      0.993 0.00 0.00 1.00
#> HP1504101T2D_A18     2  0.0000      0.986 0.00 1.00 0.00
#> AZ_B9                2  0.0892      0.968 0.00 0.98 0.02
#> AZ_A6                2  0.0000      0.986 0.00 1.00 0.00
#> AZ_B1                3  0.0000      0.993 0.00 0.00 1.00
#> AZ_C1                1  0.0000      0.987 1.00 0.00 0.00
#> AZ_A11               2  0.0000      0.986 0.00 1.00 0.00
#> AZ_C2                1  0.0000      0.987 1.00 0.00 0.00
#> AZ_B12               1  0.0000      0.987 1.00 0.00 0.00
#> AZ_B2                1  0.0000      0.987 1.00 0.00 0.00
#> AZ_B3                1  0.0000      0.987 1.00 0.00 0.00
#> AZ_A10               3  0.0000      0.993 0.00 0.00 1.00
#> AZ_B5                1  0.0000      0.987 1.00 0.00 0.00
#> AZ_E12               2  0.0000      0.986 0.00 1.00 0.00
#> AZ_E4                1  0.0000      0.987 1.00 0.00 0.00
#> AZ_G6                1  0.0892      0.968 0.98 0.00 0.02
#> AZ_E2                1  0.0000      0.987 1.00 0.00 0.00
#> AZ_D8                3  0.0000      0.993 0.00 0.00 1.00
#> AZ_E7                3  0.0000      0.993 0.00 0.00 1.00
#> AZ_C8                1  0.0000      0.987 1.00 0.00 0.00
#> AZ_E5                1  0.0000      0.987 1.00 0.00 0.00
#> AZ_F4                1  0.0000      0.987 1.00 0.00 0.00
#> AZ_F7                1  0.0000      0.987 1.00 0.00 0.00
#> AZ_C5                1  0.0000      0.987 1.00 0.00 0.00
#> AZ_D7                1  0.0000      0.987 1.00 0.00 0.00
#> AZ_D4                1  0.0000      0.987 1.00 0.00 0.00
#> AZ_E8                1  0.0000      0.987 1.00 0.00 0.00
#> AZ_F1                3  0.0000      0.993 0.00 0.00 1.00
#> AZ_F8                1  0.0000      0.987 1.00 0.00 0.00
#> HP1508501T2D_J21     2  0.0000      0.986 0.00 1.00 0.00
#> HP1508501T2D_A13     2  0.0000      0.986 0.00 1.00 0.00
#> HP1508501T2D_J20     2  0.0000      0.986 0.00 1.00 0.00
#> HP1508501T2D_K19     2  0.0000      0.986 0.00 1.00 0.00
#> HP1508501T2D_F2      2  0.0000      0.986 0.00 1.00 0.00
#> HP1504901_P10        2  0.0000      0.986 0.00 1.00 0.00

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                  class entropy silhouette   p1   p2   p3   p4
#> HP1502401_C14        4  0.0707     0.9508 0.02 0.00 0.00 0.98
#> HP1502401_E14        2  0.0707     0.9621 0.00 0.98 0.00 0.02
#> HP1502401_L14        2  0.0707     0.9621 0.00 0.98 0.00 0.02
#> HP1502401_M14        1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1502401_K14        3  0.0707     0.9825 0.00 0.02 0.98 0.00
#> HP1504101T2D_M6      2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1504101T2D_F15     1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1502401_L21        1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1504101T2D_F10     1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1502401_K22        4  0.0707     0.9508 0.02 0.00 0.00 0.98
#> HP1502401_I22        2  0.3610     0.7943 0.00 0.80 0.00 0.20
#> HP1504101T2D_O12     3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1504101T2D_L23     1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1502401_G24        3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1504101T2D_N17     1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1502401_N8         3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1502401_O16        3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1504101T2D_E16     3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1502401_A12        2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1502401_D5         1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1504101T2D_J15     2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1504101T2D_N7      2  0.0707     0.9620 0.00 0.98 0.00 0.02
#> HP1502401_M5         4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1502401_H15        4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1502401_H8         4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1504101T2D_H14     2  0.3400     0.7744 0.00 0.82 0.18 0.00
#> HP1502401_A7         3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1502401_O2         1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1502401_J21        4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1504101T2D_J13     1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1502401_J8         4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1502401_N15        1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1504101T2D_D2      1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1504101T2D_L2      1  0.5713     0.4390 0.62 0.34 0.00 0.04
#> HP1504101T2D_J18     2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1502401_J1         1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1502401_H3         4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1504101T2D_B6      3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1502401_I15        4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1502401_I4         1  0.4088     0.7949 0.82 0.00 0.04 0.14
#> HP1502401_J23        1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1504101T2D_A20     2  0.2345     0.8720 0.00 0.90 0.10 0.00
#> HP1502401_L2         4  0.1211     0.9309 0.04 0.00 0.00 0.96
#> HP1502401_L23        1  0.3610     0.7473 0.80 0.00 0.00 0.20
#> HP1502401_F19        4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1502401_O22        4  0.0707     0.9508 0.02 0.00 0.00 0.98
#> HP1504101T2D_H5      3  0.0707     0.9825 0.00 0.02 0.98 0.00
#> HP1504101T2D_F22     1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1502401_A18        3  0.0707     0.9825 0.00 0.02 0.98 0.00
#> HP1504101T2D_J11     1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1502401_L12        4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1502401_H2         4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1504101T2D_G17     1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1502401_N1         3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1504101T2D_I17     2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1504101T2D_E18     2  0.0707     0.9621 0.00 0.98 0.00 0.02
#> HP1504101T2D_D7      1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1502401_K9         1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1504101T2D_L21     1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1504101T2D_N12     1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1504101T2D_B16     2  0.1637     0.9391 0.00 0.94 0.00 0.06
#> HP1504101T2D_L15     2  0.0707     0.9621 0.00 0.98 0.00 0.02
#> HP1504101T2D_D17     2  0.0707     0.9621 0.00 0.98 0.00 0.02
#> HP1504101T2D_A5      1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1502401_C18        3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1502401_H4         4  0.1211     0.9309 0.04 0.00 0.00 0.96
#> HP1502401_L11        2  0.1637     0.9554 0.00 0.94 0.00 0.06
#> HP1502401_C8         3  0.0707     0.9825 0.00 0.02 0.98 0.00
#> HP1504101T2D_I18     2  0.0707     0.9620 0.00 0.98 0.00 0.02
#> HP1504101T2D_P2      2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1504101T2D_N10     3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1504101T2D_I14     1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1502401_C6         3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1502401_M24        1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1504101T2D_P9      2  0.0707     0.9621 0.00 0.98 0.00 0.02
#> HP1502401_E21        1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1502401_M7         1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1504101T2D_M21     1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1504101T2D_E24     3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1504101T2D_K4      1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1502401_I6         3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1504101T2D_N9      2  0.0707     0.9620 0.00 0.98 0.00 0.02
#> HP1502401_C16        4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1504101T2D_E4      2  0.0707     0.9621 0.00 0.98 0.00 0.02
#> HP1502401_G4         3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1504101T2D_I16     3  0.0707     0.9825 0.00 0.02 0.98 0.00
#> HP1504101T2D_E6      2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1504101T2D_I15     2  0.0707     0.9621 0.00 0.98 0.00 0.02
#> HP1502401_B21        3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1502401_D3         3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1502401_O18        3  0.0707     0.9825 0.00 0.02 0.98 0.00
#> HP1504101T2D_C18     3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1504101T2D_B11     2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1504101T2D_C4      2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1502401_F12        1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1502401_C10        3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1502401_G11        2  0.0707     0.9621 0.00 0.98 0.00 0.02
#> HP1502401_E19        3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1502401_J10        3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1504101T2D_D13     1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1502401_D6         3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1504101T2D_F12     1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1504101T2D_C14     2  0.4642     0.6607 0.24 0.74 0.00 0.02
#> HP1504101T2D_H20     1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1504101T2D_E9      2  0.0707     0.9621 0.00 0.98 0.00 0.02
#> HP1502401_A4         1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1504101T2D_G12     2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1502401_K5         4  0.0707     0.9508 0.02 0.00 0.00 0.98
#> HP1504101T2D_N13     2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1502401_M2         3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1502401_J20        1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1504101T2D_L8      1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1504101T2D_L7      2  0.0707     0.9620 0.00 0.98 0.00 0.02
#> HP1502401_O23        1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1502401_B5         4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1502401_E6         2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1502401_J18        4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1502401_M1         4  0.0707     0.9461 0.00 0.02 0.00 0.98
#> HP1502401_J4         4  0.0707     0.9508 0.02 0.00 0.00 0.98
#> HP1504101T2D_N20     2  0.0707     0.9621 0.00 0.98 0.00 0.02
#> HP1504101T2D_M24     1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1502401_G20        3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1504101T2D_P17     2  0.1913     0.9378 0.02 0.94 0.00 0.04
#> HP1502401_D20        4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1502401_G7         4  0.0707     0.9477 0.00 0.02 0.00 0.98
#> HP1502401_D16        2  0.2647     0.9003 0.00 0.88 0.00 0.12
#> HP1504101T2D_G14     2  0.0707     0.9620 0.00 0.98 0.00 0.02
#> HP1502401_M19        1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1502401_K6         4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1502401_K2         4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1504101T2D_M2      1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1504101T2D_M9      2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1502401_K16        4  0.1211     0.9309 0.04 0.00 0.00 0.96
#> HP1502401_E17        3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1502401_M23        4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1504101T2D_P22     2  0.4581     0.7895 0.08 0.80 0.00 0.12
#> HP1504101T2D_H6      3  0.3400     0.7919 0.00 0.18 0.82 0.00
#> HP1502401_L10        3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1502401_I1         1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1504101T2D_L11     3  0.0707     0.9825 0.00 0.02 0.98 0.00
#> HP1502401_L22        4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1502401_G8         4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1504101T2D_O22     1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1504101T2D_M5      1  0.2011     0.9215 0.92 0.08 0.00 0.00
#> HP1502401_D24        4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1502401_G22        3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1504101T2D_J7      2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1504101T2D_A6      1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1504101T2D_I8      2  0.0707     0.9620 0.00 0.98 0.00 0.02
#> HP1502401_O4         2  0.2345     0.9196 0.00 0.90 0.00 0.10
#> HP1502401_L15        4  0.0707     0.9508 0.02 0.00 0.00 0.98
#> HP1504101T2D_P21     1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1504101T2D_A12     1  0.1211     0.9625 0.96 0.04 0.00 0.00
#> HP1502401_E10        3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1504101T2D_O9      2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1504101T2D_N1      2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1504101T2D_H23     3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1502401_G5         3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1502401_H20        4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1502401_O20        4  0.0707     0.9508 0.02 0.00 0.00 0.98
#> HP1504101T2D_D9      3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1502401_H24        4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1502401_A6         3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1504101T2D_O20     1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1504101T2D_E15     3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1502401_O7         3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1504101T2D_B7      2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1502401_C5         3  0.0707     0.9825 0.00 0.02 0.98 0.00
#> HP1504101T2D_H2      2  0.0707     0.9620 0.00 0.98 0.00 0.02
#> HP1502401_A2         3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1504101T2D_E22     1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1504101T2D_C20     1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1504101T2D_L4      2  0.0707     0.9620 0.00 0.98 0.00 0.02
#> HP1504101T2D_P7      1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1504101T2D_O10     1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1504101T2D_I22     1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1502401_M20        3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1504101T2D_L10     1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1504101T2D_J3      2  0.0707     0.9621 0.00 0.98 0.00 0.02
#> HP1502401_A24        3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1502401_M11        1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1504101T2D_O3      1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1504101T2D_L3      2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1504101T2D_P11     1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1504101T2D_F3      2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1504101T2D_J1      2  0.0707     0.9620 0.00 0.98 0.00 0.02
#> HP1502401_M21        4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1504101T2D_P5      3  0.0707     0.9825 0.00 0.02 0.98 0.00
#> HP1502401_C20        3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1504101T2D_G23     1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1502401_H16        4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1504101T2D_N6      1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1502401_N20        4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1502401_E11        1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1502401_F20        1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1504101T2D_B13     2  0.0707     0.9620 0.00 0.98 0.00 0.02
#> HP1504101T2D_F19     1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1502401_B16        4  0.4855     0.2966 0.00 0.40 0.00 0.60
#> HP1502401_H19        3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1502401_L1         1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1502401_I24        3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1504101T2D_P12     2  0.0707     0.9621 0.00 0.98 0.00 0.02
#> HP1502401_A17        4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1504101T2D_A8      1  0.0707     0.9777 0.98 0.02 0.00 0.00
#> HP1504101T2D_H15     2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1502401_F21        3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1502401_H1         4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1502401_I23        1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1502401_F10        4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1504101T2D_J24     1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1504101T2D_D5      1  0.1913     0.9431 0.94 0.04 0.00 0.02
#> HP1502401_N3         4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1504101T2D_L18     2  0.0707     0.9620 0.00 0.98 0.00 0.02
#> HP1504101T2D_L19     2  0.0707     0.9620 0.00 0.98 0.00 0.02
#> HP1504101T2D_N5      2  0.0707     0.9620 0.00 0.98 0.00 0.02
#> HP1502401_N19        4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1504101T2D_A23     2  0.2335     0.9056 0.06 0.92 0.00 0.02
#> HP1504101T2D_D6      2  0.0707     0.9620 0.00 0.98 0.00 0.02
#> HP1502401_K20        4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> HP1504101T2D_N16     2  0.1411     0.9498 0.00 0.96 0.02 0.02
#> HP1502401_B23        3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> HP1504101T2D_A18     2  0.0707     0.9621 0.00 0.98 0.00 0.02
#> AZ_B9                4  0.6205     0.0782 0.02 0.46 0.02 0.50
#> AZ_A6                4  0.4855     0.2923 0.00 0.40 0.00 0.60
#> AZ_B1                3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> AZ_C1                1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> AZ_A11               2  0.2647     0.8989 0.00 0.88 0.00 0.12
#> AZ_C2                1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> AZ_B12               1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> AZ_B2                1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> AZ_B3                1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> AZ_A10               3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> AZ_B5                1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> AZ_E12               4  0.0000     0.9630 0.00 0.00 0.00 1.00
#> AZ_E4                1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> AZ_G6                1  0.1637     0.9273 0.94 0.00 0.06 0.00
#> AZ_E2                1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> AZ_D8                3  0.0707     0.9825 0.00 0.02 0.98 0.00
#> AZ_E7                3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> AZ_C8                1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> AZ_E5                1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> AZ_F4                1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> AZ_F7                1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> AZ_C5                1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> AZ_D7                1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> AZ_D4                1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> AZ_E8                1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> AZ_F1                3  0.0000     0.9934 0.00 0.00 1.00 0.00
#> AZ_F8                1  0.0000     0.9811 1.00 0.00 0.00 0.00
#> HP1508501T2D_J21     2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1508501T2D_A13     2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1508501T2D_J20     2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1508501T2D_K19     2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1508501T2D_F2      2  0.1211     0.9673 0.00 0.96 0.00 0.04
#> HP1504901_P10        2  0.1211     0.9673 0.00 0.96 0.00 0.04

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

consensus_heatmap(res, k = 2)

plot of chunk tab-node-0232-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-0232-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-0232-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-0232-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-0232-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-0232-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-0232-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-0232-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-0232-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-0232-get-signatures-no-scale-1

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

plot of chunk tab-node-0232-get-signatures-no-scale-2

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

plot of chunk tab-node-0232-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-0232-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-0232-dimension-reduction-1

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

plot of chunk tab-node-0232-dimension-reduction-2

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

plot of chunk tab-node-0232-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-0232-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans      251           6.43e-12         6.68e-05     1.93e-02 2
#> ATC:skmeans      253           3.97e-43         2.60e-02     6.16e-03 3
#> ATC:skmeans      251           1.22e-47         1.35e-18     2.67e-38 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.


Node0233

Parent node: Node023. Child nodes: Node01221-leaf , Node01222-leaf , Node02111 , Node02112 , Node02121 , Node02122 , Node02211 , Node02212-leaf , Node02213-leaf , Node02221 , Node02222 , Node02223-leaf , Node02231-leaf , Node02232-leaf , Node02233-leaf , Node02234-leaf , Node02311-leaf , Node02312 , Node02313-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02331-leaf , Node02332-leaf , Node02411-leaf , Node02412-leaf , Node02421-leaf , Node02422 , Node02423-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .

The object with results only for a single top-value method and a single partitioning method can be extracted as:

res = res_rh["0233"]

A summary of res and all the functions that can be applied to it:

res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#>   On a matrix with 11618 rows and 78 columns.
#>   Top rows (1135) 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)

plot of chunk node-0233-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-0233-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 1.000           1.000       1.000          0.486 0.515   0.515
#> 3 3 0.905           0.913       0.965          0.375 0.804   0.623
#> 4 4 0.875           0.883       0.944          0.103 0.902   0.718

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                  class entropy silhouette p1 p2
#> HP1504101T2D_M18     1       0          1  1  0
#> HP1504101T2D_A24     2       0          1  0  1
#> HP1504101T2D_G1      1       0          1  1  0
#> HP1504101T2D_M19     1       0          1  1  0
#> HP1504101T2D_O16     1       0          1  1  0
#> HP1504101T2D_I20     1       0          1  1  0
#> HP1504101T2D_G4      2       0          1  0  1
#> HP1504101T2D_K24     1       0          1  1  0
#> HP1504101T2D_I24     1       0          1  1  0
#> HP1504101T2D_F7      1       0          1  1  0
#> HP1504101T2D_I5      1       0          1  1  0
#> HP1504101T2D_C17     1       0          1  1  0
#> HP1504101T2D_J2      1       0          1  1  0
#> HP1504101T2D_A19     1       0          1  1  0
#> HP1504101T2D_G2      1       0          1  1  0
#> HP1504101T2D_K22     1       0          1  1  0
#> HP1504101T2D_N19     1       0          1  1  0
#> HP1502401_E7         2       0          1  0  1
#> HP1504101T2D_E23     1       0          1  1  0
#> HP1504101T2D_A4      2       0          1  0  1
#> HP1504101T2D_H9      1       0          1  1  0
#> HP1504101T2D_K23     1       0          1  1  0
#> HP1502401_K24        2       0          1  0  1
#> HP1504101T2D_G24     1       0          1  1  0
#> HP1502401_J6         1       0          1  1  0
#> HP1504101T2D_D19     1       0          1  1  0
#> HP1504101T2D_M7      1       0          1  1  0
#> HP1504101T2D_O6      1       0          1  1  0
#> HP1504101T2D_D18     2       0          1  0  1
#> HP1504101T2D_F2      2       0          1  0  1
#> HP1504101T2D_E14     2       0          1  0  1
#> HP1504101T2D_C15     1       0          1  1  0
#> HP1504101T2D_C22     1       0          1  1  0
#> HP1504101T2D_P24     2       0          1  0  1
#> HP1504101T2D_B17     2       0          1  0  1
#> HP1504101T2D_G10     1       0          1  1  0
#> HP1504101T2D_M1      2       0          1  0  1
#> HP1504101T2D_A13     2       0          1  0  1
#> HP1504101T2D_K12     1       0          1  1  0
#> HP1504101T2D_D21     2       0          1  0  1
#> HP1504101T2D_G19     1       0          1  1  0
#> HP1504101T2D_B18     2       0          1  0  1
#> HP1504101T2D_O14     1       0          1  1  0
#> HP1504101T2D_M10     1       0          1  1  0
#> HP1504101T2D_B21     1       0          1  1  0
#> HP1504101T2D_C21     2       0          1  0  1
#> HP1504101T2D_D24     2       0          1  0  1
#> HP1504101T2D_I23     1       0          1  1  0
#> HP1504101T2D_B5      2       0          1  0  1
#> HP1504101T2D_L24     2       0          1  0  1
#> HP1504101T2D_B12     2       0          1  0  1
#> HP1504101T2D_N24     1       0          1  1  0
#> HP1504101T2D_N22     1       0          1  1  0
#> HP1504101T2D_L1      2       0          1  0  1
#> HP1504101T2D_K20     1       0          1  1  0
#> HP1504101T2D_K17     1       0          1  1  0
#> HP1504101T2D_H21     1       0          1  1  0
#> HP1502401_F23        1       0          1  1  0
#> HP1504101T2D_J20     1       0          1  1  0
#> HP1504101T2D_G21     2       0          1  0  1
#> HP1502401_K21        1       0          1  1  0
#> HP1504101T2D_N8      1       0          1  1  0
#> HP1504101T2D_D23     2       0          1  0  1
#> HP1502401_L20        1       0          1  1  0
#> HP1504101T2D_D12     2       0          1  0  1
#> HP1504101T2D_H22     1       0          1  1  0
#> HP1504101T2D_F13     2       0          1  0  1
#> HP1504101T2D_H24     2       0          1  0  1
#> HP1504101T2D_J22     2       0          1  0  1
#> HP1504101T2D_O11     2       0          1  0  1
#> HP1504101T2D_M23     1       0          1  1  0
#> HP1504101T2D_J5      2       0          1  0  1
#> HP1504101T2D_O23     2       0          1  0  1
#> HP1504101T2D_F20     2       0          1  0  1
#> HP1504101T2D_K18     1       0          1  1  0
#> HP1504101T2D_P18     1       0          1  1  0
#> HP1504101T2D_F16     2       0          1  0  1
#> AZ_B11               1       0          1  1  0

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                  class entropy silhouette   p1   p2   p3
#> HP1504101T2D_M18     1   0.000      0.950 1.00 0.00 0.00
#> HP1504101T2D_A24     2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_G1      3   0.296      0.858 0.10 0.00 0.90
#> HP1504101T2D_M19     1   0.000      0.950 1.00 0.00 0.00
#> HP1504101T2D_O16     1   0.000      0.950 1.00 0.00 0.00
#> HP1504101T2D_I20     1   0.000      0.950 1.00 0.00 0.00
#> HP1504101T2D_G4      2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_K24     1   0.000      0.950 1.00 0.00 0.00
#> HP1504101T2D_I24     1   0.000      0.950 1.00 0.00 0.00
#> HP1504101T2D_F7      3   0.000      0.939 0.00 0.00 1.00
#> HP1504101T2D_I5      1   0.000      0.950 1.00 0.00 0.00
#> HP1504101T2D_C17     3   0.000      0.939 0.00 0.00 1.00
#> HP1504101T2D_J2      1   0.000      0.950 1.00 0.00 0.00
#> HP1504101T2D_A19     3   0.571      0.522 0.32 0.00 0.68
#> HP1504101T2D_G2      1   0.502      0.674 0.76 0.00 0.24
#> HP1504101T2D_K22     1   0.000      0.950 1.00 0.00 0.00
#> HP1504101T2D_N19     3   0.000      0.939 0.00 0.00 1.00
#> HP1502401_E7         2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_E23     3   0.000      0.939 0.00 0.00 1.00
#> HP1504101T2D_A4      2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_H9      3   0.000      0.939 0.00 0.00 1.00
#> HP1504101T2D_K23     3   0.000      0.939 0.00 0.00 1.00
#> HP1502401_K24        2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_G24     1   0.000      0.950 1.00 0.00 0.00
#> HP1502401_J6         1   0.000      0.950 1.00 0.00 0.00
#> HP1504101T2D_D19     1   0.000      0.950 1.00 0.00 0.00
#> HP1504101T2D_M7      1   0.000      0.950 1.00 0.00 0.00
#> HP1504101T2D_O6      1   0.000      0.950 1.00 0.00 0.00
#> HP1504101T2D_D18     2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_F2      2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_E14     2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_C15     3   0.000      0.939 0.00 0.00 1.00
#> HP1504101T2D_C22     1   0.296      0.864 0.90 0.00 0.10
#> HP1504101T2D_P24     2   0.613      0.336 0.40 0.60 0.00
#> HP1504101T2D_B17     2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_G10     3   0.000      0.939 0.00 0.00 1.00
#> HP1504101T2D_M1      2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_A13     2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_K12     3   0.000      0.939 0.00 0.00 1.00
#> HP1504101T2D_D21     2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_G19     1   0.000      0.950 1.00 0.00 0.00
#> HP1504101T2D_B18     2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_O14     3   0.000      0.939 0.00 0.00 1.00
#> HP1504101T2D_M10     3   0.207      0.896 0.06 0.00 0.94
#> HP1504101T2D_B21     3   0.153      0.912 0.04 0.00 0.96
#> HP1504101T2D_C21     2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_D24     2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_I23     1   0.334      0.843 0.88 0.00 0.12
#> HP1504101T2D_B5      2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_L24     2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_B12     2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_N24     1   0.556      0.562 0.70 0.00 0.30
#> HP1504101T2D_N22     1   0.624      0.194 0.56 0.00 0.44
#> HP1504101T2D_L1      2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_K20     3   0.000      0.939 0.00 0.00 1.00
#> HP1504101T2D_K17     3   0.000      0.939 0.00 0.00 1.00
#> HP1504101T2D_H21     3   0.000      0.939 0.00 0.00 1.00
#> HP1502401_F23        1   0.000      0.950 1.00 0.00 0.00
#> HP1504101T2D_J20     1   0.000      0.950 1.00 0.00 0.00
#> HP1504101T2D_G21     2   0.000      0.985 0.00 1.00 0.00
#> HP1502401_K21        1   0.000      0.950 1.00 0.00 0.00
#> HP1504101T2D_N8      1   0.000      0.950 1.00 0.00 0.00
#> HP1504101T2D_D23     2   0.000      0.985 0.00 1.00 0.00
#> HP1502401_L20        3   0.624      0.206 0.44 0.00 0.56
#> HP1504101T2D_D12     3   0.400      0.782 0.00 0.16 0.84
#> HP1504101T2D_H22     3   0.000      0.939 0.00 0.00 1.00
#> HP1504101T2D_F13     2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_H24     2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_J22     2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_O11     2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_M23     1   0.000      0.950 1.00 0.00 0.00
#> HP1504101T2D_J5      2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_O23     2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_F20     2   0.000      0.985 0.00 1.00 0.00
#> HP1504101T2D_K18     3   0.000      0.939 0.00 0.00 1.00
#> HP1504101T2D_P18     1   0.000      0.950 1.00 0.00 0.00
#> HP1504101T2D_F16     2   0.000      0.985 0.00 1.00 0.00
#> AZ_B11               1   0.000      0.950 1.00 0.00 0.00

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                  class entropy silhouette   p1   p2   p3   p4
#> HP1504101T2D_M18     1  0.0000      0.925 1.00 0.00 0.00 0.00
#> HP1504101T2D_A24     4  0.1211      0.940 0.00 0.04 0.00 0.96
#> HP1504101T2D_G1      3  0.2647      0.843 0.12 0.00 0.88 0.00
#> HP1504101T2D_M19     1  0.0000      0.925 1.00 0.00 0.00 0.00
#> HP1504101T2D_O16     1  0.0000      0.925 1.00 0.00 0.00 0.00
#> HP1504101T2D_I20     1  0.0000      0.925 1.00 0.00 0.00 0.00
#> HP1504101T2D_G4      2  0.0000      0.961 0.00 1.00 0.00 0.00
#> HP1504101T2D_K24     1  0.1411      0.905 0.96 0.00 0.02 0.02
#> HP1504101T2D_I24     1  0.0000      0.925 1.00 0.00 0.00 0.00
#> HP1504101T2D_F7      3  0.0707      0.946 0.00 0.00 0.98 0.02
#> HP1504101T2D_I5      1  0.0000      0.925 1.00 0.00 0.00 0.00
#> HP1504101T2D_C17     3  0.0707      0.946 0.00 0.00 0.98 0.02
#> HP1504101T2D_J2      1  0.1211      0.897 0.96 0.00 0.00 0.04
#> HP1504101T2D_A19     3  0.4406      0.529 0.30 0.00 0.70 0.00
#> HP1504101T2D_G2      1  0.4134      0.661 0.74 0.00 0.26 0.00
#> HP1504101T2D_K22     1  0.1411      0.905 0.96 0.00 0.02 0.02
#> HP1504101T2D_N19     3  0.1211      0.943 0.00 0.00 0.96 0.04
#> HP1502401_E7         2  0.0000      0.961 0.00 1.00 0.00 0.00
#> HP1504101T2D_E23     3  0.0000      0.949 0.00 0.00 1.00 0.00
#> HP1504101T2D_A4      2  0.4277      0.541 0.00 0.72 0.00 0.28
#> HP1504101T2D_H9      3  0.0707      0.944 0.00 0.00 0.98 0.02
#> HP1504101T2D_K23     3  0.1211      0.943 0.00 0.00 0.96 0.04
#> HP1502401_K24        2  0.0000      0.961 0.00 1.00 0.00 0.00
#> HP1504101T2D_G24     1  0.0000      0.925 1.00 0.00 0.00 0.00
#> HP1502401_J6         1  0.0000      0.925 1.00 0.00 0.00 0.00
#> HP1504101T2D_D19     1  0.0000      0.925 1.00 0.00 0.00 0.00
#> HP1504101T2D_M7      1  0.0000      0.925 1.00 0.00 0.00 0.00
#> HP1504101T2D_O6      1  0.0000      0.925 1.00 0.00 0.00 0.00
#> HP1504101T2D_D18     4  0.1211      0.940 0.00 0.04 0.00 0.96
#> HP1504101T2D_F2      2  0.0000      0.961 0.00 1.00 0.00 0.00
#> HP1504101T2D_E14     2  0.0000      0.961 0.00 1.00 0.00 0.00
#> HP1504101T2D_C15     3  0.0707      0.946 0.00 0.00 0.98 0.02
#> HP1504101T2D_C22     1  0.3335      0.827 0.86 0.00 0.12 0.02
#> HP1504101T2D_P24     4  0.1411      0.918 0.02 0.02 0.00 0.96
#> HP1504101T2D_B17     2  0.0000      0.961 0.00 1.00 0.00 0.00
#> HP1504101T2D_G10     3  0.0000      0.949 0.00 0.00 1.00 0.00
#> HP1504101T2D_M1      2  0.0000      0.961 0.00 1.00 0.00 0.00
#> HP1504101T2D_A13     2  0.0000      0.961 0.00 1.00 0.00 0.00
#> HP1504101T2D_K12     3  0.0707      0.946 0.00 0.00 0.98 0.02
#> HP1504101T2D_D21     2  0.0000      0.961 0.00 1.00 0.00 0.00
#> HP1504101T2D_G19     1  0.0000      0.925 1.00 0.00 0.00 0.00
#> HP1504101T2D_B18     4  0.4790      0.464 0.00 0.38 0.00 0.62
#> HP1504101T2D_O14     3  0.1211      0.943 0.00 0.00 0.96 0.04
#> HP1504101T2D_M10     3  0.0000      0.949 0.00 0.00 1.00 0.00
#> HP1504101T2D_B21     3  0.5255      0.767 0.12 0.08 0.78 0.02
#> HP1504101T2D_C21     2  0.0000      0.961 0.00 1.00 0.00 0.00
#> HP1504101T2D_D24     4  0.1211      0.940 0.00 0.04 0.00 0.96
#> HP1504101T2D_I23     1  0.4284      0.735 0.78 0.00 0.20 0.02
#> HP1504101T2D_B5      2  0.0000      0.961 0.00 1.00 0.00 0.00
#> HP1504101T2D_L24     4  0.1211      0.940 0.00 0.04 0.00 0.96
#> HP1504101T2D_B12     4  0.1211      0.940 0.00 0.04 0.00 0.96
#> HP1504101T2D_N24     1  0.3801      0.717 0.78 0.00 0.22 0.00
#> HP1504101T2D_N22     1  0.5594      0.143 0.52 0.00 0.46 0.02
#> HP1504101T2D_L1      2  0.0000      0.961 0.00 1.00 0.00 0.00
#> HP1504101T2D_K20     3  0.0000      0.949 0.00 0.00 1.00 0.00
#> HP1504101T2D_K17     3  0.0000      0.949 0.00 0.00 1.00 0.00
#> HP1504101T2D_H21     3  0.0707      0.944 0.00 0.00 0.98 0.02
#> HP1502401_F23        1  0.0000      0.925 1.00 0.00 0.00 0.00
#> HP1504101T2D_J20     1  0.0000      0.925 1.00 0.00 0.00 0.00
#> HP1504101T2D_G21     4  0.1211      0.940 0.00 0.04 0.00 0.96
#> HP1502401_K21        1  0.0000      0.925 1.00 0.00 0.00 0.00
#> HP1504101T2D_N8      1  0.0000      0.925 1.00 0.00 0.00 0.00
#> HP1504101T2D_D23     2  0.0000      0.961 0.00 1.00 0.00 0.00
#> HP1502401_L20        1  0.4977      0.185 0.54 0.00 0.46 0.00
#> HP1504101T2D_D12     2  0.5062      0.537 0.00 0.68 0.30 0.02
#> HP1504101T2D_H22     3  0.0000      0.949 0.00 0.00 1.00 0.00
#> HP1504101T2D_F13     4  0.3801      0.760 0.00 0.22 0.00 0.78
#> HP1504101T2D_H24     4  0.1211      0.940 0.00 0.04 0.00 0.96
#> HP1504101T2D_J22     4  0.1211      0.940 0.00 0.04 0.00 0.96
#> HP1504101T2D_O11     2  0.0000      0.961 0.00 1.00 0.00 0.00
#> HP1504101T2D_M23     1  0.0000      0.925 1.00 0.00 0.00 0.00
#> HP1504101T2D_J5      2  0.0707      0.940 0.00 0.98 0.00 0.02
#> HP1504101T2D_O23     2  0.0000      0.961 0.00 1.00 0.00 0.00
#> HP1504101T2D_F20     2  0.0000      0.961 0.00 1.00 0.00 0.00
#> HP1504101T2D_K18     3  0.0000      0.949 0.00 0.00 1.00 0.00
#> HP1504101T2D_P18     1  0.0000      0.925 1.00 0.00 0.00 0.00
#> HP1504101T2D_F16     2  0.0000      0.961 0.00 1.00 0.00 0.00
#> AZ_B11               1  0.0000      0.925 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)

plot of chunk tab-node-0233-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-0233-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-0233-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-0233-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-0233-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-0233-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-0233-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-0233-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-0233-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-0233-get-signatures-no-scale-1

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

plot of chunk tab-node-0233-get-signatures-no-scale-2

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

plot of chunk tab-node-0233-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-0233-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-0233-dimension-reduction-1

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

plot of chunk tab-node-0233-dimension-reduction-2

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

plot of chunk tab-node-0233-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-0233-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans       78           6.19e-16            0.819        0.627 2
#> ATC:skmeans       75           2.09e-14            0.156          NaN 3
#> ATC:skmeans       75           5.69e-13            0.207          NaN 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.


Node024

Parent node: Node02. Child nodes: Node0121-leaf , Node0122 , Node0123-leaf , Node0131-leaf , Node0132-leaf , Node0211 , Node0212 , Node0213-leaf , Node0221 , Node0222 , Node0223 , Node0231 , Node0232 , Node0233 , Node0241 , Node0242 , Node0243 .

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 'DownSamplingConsensusPartition' object with k = 2, 3, 4.
#>   On a matrix with 12668 rows and 500 columns, randomly sampled from 528 columns.
#>   Top rows (1203) 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)

plot of chunk node-024-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-024-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 1.000           0.979       0.991          0.497 0.504   0.504
#> 3 3 1.000           0.968       0.987          0.339 0.745   0.534
#> 4 4 0.816           0.728       0.859          0.105 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] 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.

show/hide code output

get_classes(res, k = 2)
#>                  class     p
#> HP1502401_L13        1 0.000
#> HP1504101T2D_B4      2 1.000
#> HP1504101T2D_B10     1 0.751
#> HP1504101T2D_G16     2 0.000
#> HP1504101T2D_A15     2 0.498
#> HP1504101T2D_K2      2 0.000
#> HP1504101T2D_M4      1 0.000
#> HP1504101T2D_B22     1 0.751
#> HP1504101T2D_L13     1 1.000
#> HP1502401_E5         2 0.000
#> HP1502401_O1         1 0.000
#> HP1504101T2D_M15     1 0.000
#> HP1504101T2D_N15     1 0.000
#> HP1504101T2D_E1      1 0.000
#> HP1504101T2D_E11     1 0.751
#> HP1502401_B18        1 0.498
#> HP1502401_E16        1 0.000
#> HP1504101T2D_F17     2 0.000
#> HP1502401_H6         2 0.000
#> HP1504101T2D_F11     1 1.000
#> HP1502401_F18        1 0.249
#> HP1504101T2D_O4      2 0.000
#> HP1504101T2D_I10     1 0.751
#> HP1502401_D12        2 0.000
#> HP1502401_C4         1 0.000
#> HP1502401_N23        1 1.000
#> HP1502401_B15        1 1.000
#> HP1504101T2D_C12     1 0.000
#> HP1502401_H5         1 0.000
#> HP1502401_N7         1 1.000
#> HP1502401_M12        2 1.000
#> HP1504101T2D_A17     1 0.751
#> HP1504101T2D_E7      1 0.000
#> HP1504101T2D_C10     2 0.000
#> HP1504101T2D_N21     2 0.000
#> HP1504101T2D_G3      2 0.253
#> HP1504101T2D_K8      2 0.000
#> HP1502401_M3         1 0.000
#> HP1504101T2D_F14     2 0.000
#> HP1504101T2D_L5      1 0.000
#> HP1502401_L4         1 0.000
#> HP1504101T2D_E8      1 0.502
#> HP1502401_M6         1 1.000
#> HP1504101T2D_H17     2 0.253
#> HP1502401_H12        2 0.000
#> HP1502401_I8         1 0.000
#> HP1504101T2D_N2      1 0.000
#> HP1504101T2D_D15     2 0.000
#> HP1504101T2D_H1      2 0.000
#> HP1504101T2D_J9      2 0.249
#> HP1502401_C7         2 0.000
#> HP1504101T2D_E20     2 0.000
#> HP1504101T2D_G8      2 0.000
#> HP1504101T2D_D11     1 0.253
#> HP1502401_E9         2 0.000
#> HP1504101T2D_M3      1 1.000
#> HP1502401_B8         2 0.000
#> AZ_C11               2 0.000
#> AZ_B10               2 0.498
#> AZ_C10               2 0.000
#> AZ_D5                1 1.000
#> AZ_C4                2 0.000
#> HP1508501T2D_B23     1 0.000
#> HP1508501T2D_F3      2 0.000
#> HP1508501T2D_I15     1 0.000
#> HP1508501T2D_M19     1 0.000
#> HP1508501T2D_L18     1 0.000
#> HP1508501T2D_D5      1 0.000
#> HP1508501T2D_L7      1 0.000
#> HP1508501T2D_E12     1 0.000
#> HP1508501T2D_C13     1 0.000
#> HP1508501T2D_A24     1 0.000
#> HP1508501T2D_K16     1 0.000
#> HP1508501T2D_K4      1 0.000
#> HP1508501T2D_K20     1 0.253
#> HP1508501T2D_B10     1 0.000
#> HP1508501T2D_G20     1 0.000
#> HP1508501T2D_M14     1 1.000
#> HP1508501T2D_E8      1 0.000
#> HP1508501T2D_M8      1 0.000
#> HP1508501T2D_C8      2 0.000
#> HP1508501T2D_F11     1 0.000
#> HP1508501T2D_N11     1 0.000
#> HP1508501T2D_H10     1 0.000
#> HP1508501T2D_C4      1 1.000
#> HP1508501T2D_J24     1 1.000
#> HP1508501T2D_J18     2 0.000
#> HP1508501T2D_G4      1 0.000
#> HP1508501T2D_B16     2 0.000
#> HP1508501T2D_G22     2 0.000
#> HP1506401_I1         1 0.000
#> HP1506401_G1         1 0.000
#> HP1506401_B22        1 0.000
#> HP1506401_I14        1 0.000
#> HP1506401_G8         1 0.000
#> HP1506401_F12        2 0.000
#> HP1506401_H12        1 0.000
#> HP1506401_F24        2 0.000
#> HP1506401_J17        2 0.000
#> HP1506401_H14        1 0.000
#> HP1506401_K23        1 0.249
#> HP1506401_O23        1 0.000
#> HP1506401_H11        1 0.000
#> HP1506401_I23        2 0.000
#> HP1506401_J4         1 0.000
#> HP1506401_F14        1 0.000
#> HP1506401_O6         1 0.000
#> HP1506401_L14        1 0.751
#> HP1506401_D9         1 1.000
#> HP1506401_H13        1 0.000
#> HP1506401_O11        2 0.000
#> HP1506401_P12        2 0.000
#> HP1506401_E16        2 0.000
#> HP1506401_F11        2 0.000
#> HP1506401_I8         1 0.000
#> HP1506401_A24        2 0.000
#> HP1506401_G11        2 0.000
#> HP1506401_D13        2 0.000
#> HP1506401_C8         2 0.000
#> HP1506401_F9         2 0.000
#> HP1506401_M6         1 0.000
#> HP1506401_J16        1 0.000
#> HP1506401_B3         1 0.000
#> HP1506401_M24        2 0.000
#> HP1506401_H22        1 0.000
#> HP1506401_I12        2 0.000
#> HP1506401_G12        2 0.000
#> HP1506401_B11        2 0.000
#> HP1507101_E2         1 0.000
#> HP1507101_N9         1 0.000
#> HP1507101_B3         1 0.000
#> HP1507101_D20        1 0.000
#> HP1507101_O22        1 0.000
#> HP1507101_D6         2 0.000
#> HP1507101_N3         1 0.000
#> HP1507101_P2         2 0.000
#> HP1507101_J9         1 1.000
#> HP1507101_L13        1 0.000
#> HP1507101_L7         1 0.000
#> HP1507101_F22        1 0.000
#> HP1507101_F16        1 0.000
#> HP1507101_P10        1 0.000
#> HP1507101_B23        1 0.000
#> HP1507101_H11        1 0.000
#> HP1507101_I8         1 0.000
#> HP1507101_L2         1 0.000
#> HP1507101_D2         1 0.000
#> HP1507101_H4         2 0.000
#> HP1507101_H14        1 0.000
#> HP1507101_H9         1 0.000
#> HP1507101_J24        1 0.000
#> HP1507101_P11        1 0.000
#> HP1507101_P4         1 0.000
#> HP1507101_D3         2 0.000
#> HP1507101_N19        1 0.000
#> HP1507101_E8         1 0.000
#> HP1507101_J23        1 0.000
#> HP1507101_I12        2 0.000
#> HP1507101_N18        1 0.000
#> HP1507101_M4         1 0.000
#> HP1507101_B7         1 0.000
#> HP1507101_H23        1 0.000
#> HP1507101_M14        1 0.000
#> HP1507101_I4         1 0.000
#> HP1507101_G24        1 0.000
#> HP1507101_D1         1 0.000
#> HP1507101_F10        2 0.000
#> HP1507101_H10        2 1.000
#> HP1507101_I22        1 0.000
#> HP1507101_B1         1 0.000
#> HP1507101_N16        1 0.000
#> HP1507101_F2         1 0.000
#> HP1507101_B14        1 0.000
#> HP1507101_N6         2 0.000
#> HP1507101_M18        1 0.000
#> HP1507101_D24        1 0.000
#> HP1507101_B13        1 0.000
#> HP1507101_H22        1 0.000
#> HP1507101_F13        1 0.000
#> HP1507101_J20        2 0.000
#> HP1507101_O9         2 0.000
#> HP1507101_B19        1 0.000
#> HP1507101_D12        1 0.000
#> HP1507101_L4         1 1.000
#> HP1507101_A18        1 0.000
#> HP1507101_B24        1 0.000
#> HP1507101_I18        2 0.000
#> HP1507101_B6         1 0.000
#> HP1507101_D15        1 0.000
#> HP1507101_H17        2 0.000
#> HP1507101_E12        1 0.000
#> HP1507101_H3         1 0.000
#> HP1507101_L14        1 0.000
#> HP1507101_L6         1 0.000
#> HP1507101_N23        1 0.000
#> HP1507101_C14        1 0.000
#> HP1507101_D17        1 0.000
#> HP1507101_I24        1 0.000
#> HP1507101_I5         1 0.000
#> HP1507101_O19        2 0.000
#> HP1507101_B5         1 1.000
#> HP1507101_J4         1 0.000
#> HP1507101_F4         2 0.000
#> HP1507101_O11        1 0.000
#> HP1507101_C8         1 0.000
#> HP1507101_F12        2 0.000
#> HP1507101_F9         1 0.498
#> HP1507101_O8         2 0.000
#> HP1509101_A3         1 0.000
#> HP1509101_C1         2 0.000
#> HP1509101_I14        1 0.000
#> HP1509101_H21        1 0.000
#> HP1509101_L8         1 0.000
#> HP1509101_G24        1 0.000
#> HP1509101_N12        1 0.000
#> HP1509101_L11        1 0.000
#> HP1509101_C12        1 0.000
#> HP1509101_D19        1 0.000
#> HP1509101_J4         1 0.000
#> HP1509101_H11        1 0.000
#> HP1509101_I21        1 0.000
#> HP1509101_P12        2 0.000
#> HP1509101_J15        1 0.000
#> HP1509101_P1         1 0.000
#> HP1509101_J20        1 0.000
#> HP1509101_P7         2 0.000
#> HP1509101_E22        2 0.000
#> HP1509101_J19        1 1.000
#> HP1509101_O16        1 0.000
#> HP1509101_N20        1 0.000
#> HP1509101_B10        1 0.000
#> HP1509101_J24        1 0.000
#> HP1504901_I23        2 1.000
#> HP1504901_J8         1 0.000
#> HP1504901_F18        1 0.751
#> HP1504901_D23        1 0.000
#> HP1504901_N22        2 0.751
#> HP1504901_J20        1 0.000
#> HP1504901_J23        1 0.000
#> HP1504901_J4         2 0.000
#> HP1504901_G2         1 0.000
#> HP1504901_N16        1 0.000
#> HP1504901_F24        1 0.000
#> HP1504901_M24        1 0.000
#> HP1504901_B18        1 0.000
#> HP1504901_F9         1 0.000
#> HP1504901_E10        2 0.000
#> HP1504901_N17        1 0.000
#> HP1504901_D2         1 0.000
#> HP1504901_D24        1 0.000
#> HP1504901_F4         1 0.000
#> HP1504901_M21        2 0.000
#> HP1504901_I8         2 1.000
#> HP1504901_B2         1 0.000
#> HP1525301T2D_K15     1 0.000
#> HP1525301T2D_D19     1 1.000
#> HP1526901T2D_K12     2 0.253
#> HP1525301T2D_K23     1 0.000
#> HP1526901T2D_A20     2 0.000
#> HP1526901T2D_A10     2 0.000
#> HP1525301T2D_I21     1 0.000
#> HP1526901T2D_A3      1 0.498
#> HP1525301T2D_I12     1 0.000
#> HP1525301T2D_P22     1 0.000
#> HP1526901T2D_P20     1 0.000
#> HP1526901T2D_B6      2 0.000
#> HP1526901T2D_P9      2 0.000
#> HP1526901T2D_E11     2 0.000
#> HP1526901T2D_H18     2 0.000
#> HP1526901T2D_D5      1 0.000
#> HP1525301T2D_J14     1 0.000
#> HP1525301T2D_P6      1 0.000
#> HP1526901T2D_K6      1 0.000
#> HP1526901T2D_L16     2 1.000
#> HP1526901T2D_F2      1 0.000
#> HP1525301T2D_B1      1 0.000
#> HP1525301T2D_E19     1 0.249
#> HP1526901T2D_C13     1 0.000
#> HP1525301T2D_F19     1 0.000
#> HP1526901T2D_C19     2 0.000
#> HP1526901T2D_E18     1 0.498
#> HP1525301T2D_N3      2 0.000
#> HP1525301T2D_I6      2 0.000
#> HP1525301T2D_N23     1 0.000
#> HP1525301T2D_G22     1 0.000
#> HP1526901T2D_O22     2 1.000
#> HP1526901T2D_G21     2 0.000
#> HP1525301T2D_D11     1 0.000
#> HP1526901T2D_I6      2 0.751
#> HP1526901T2D_H24     2 0.000
#> HP1525301T2D_E1      1 0.000
#> HP1526901T2D_J22     2 0.000
#> HP1526901T2D_N15     2 1.000
#> HP1526901T2D_A1      2 0.000
#> HP1526901T2D_F3      2 1.000
#> HP1526901T2D_P21     2 1.000
#> HP1526901T2D_J24     2 1.000
#> HP1526901T2D_K11     2 0.000
#> HP1526901T2D_G17     2 0.000
#> HP1526901T2D_L1      2 0.000
#> HP1526901T2D_L2      2 1.000
#> HP1526901T2D_M19     2 0.000
#> HP1526901T2D_A16     2 0.000
#> HP1526901T2D_B4      2 0.000
#> HP1526901T2D_F21     1 0.000
#> HP1525301T2D_M16     1 0.000
#> HP1526901T2D_K3      2 0.000
#> HP1526901T2D_O15     2 0.000
#> HP1526901T2D_J21     2 0.000
#> HP1526901T2D_G7      2 1.000
#> HP1526901T2D_J5      2 0.000
#> HP1525301T2D_F23     2 0.000
#> HP1526901T2D_L4      2 0.000
#> HP1526901T2D_L14     2 0.000
#> HP1525301T2D_H23     1 0.000
#> HP1526901T2D_F10     2 1.000
#> HP1526901T2D_I10     2 0.000
#> HP1525301T2D_I4      1 0.000
#> HP1526901T2D_G23     2 0.000
#> HP1526901T2D_P22     2 0.000
#> HP1526901T2D_H20     2 0.000
#> HP1526901T2D_L7      2 0.000
#> HP1526901T2D_N12     2 0.000
#> HP1526901T2D_F5      2 0.000
#> HP1526901T2D_K24     2 0.000
#> HP1525301T2D_M7      2 0.000
#> HP1526901T2D_E8      2 1.000
#> HP1526901T2D_P14     1 0.000
#> HP1526901T2D_O24     2 0.000
#> HP1526901T2D_O14     2 0.000
#> HP1526901T2D_E20     2 0.000
#> HP1525301T2D_H6      1 0.000
#> HP1525301T2D_C10     1 0.000
#> HP1526901T2D_C3      2 0.000
#> HP1526901T2D_N13     2 0.000
#> HP1526901T2D_L19     1 0.000
#> HP1525301T2D_H7      1 0.000
#> HP1526901T2D_D19     2 0.000
#> HP1525301T2D_E23     1 0.000
#> HP1526901T2D_N9      1 0.000
#> HP1525301T2D_I7      1 0.000
#> HP1526901T2D_B18     2 0.000
#> HP1526901T2D_O21     2 1.000
#> HP1526901T2D_G14     1 0.000
#> HP1525301T2D_E7      1 0.000
#> HP1525301T2D_E3      1 0.000
#> HP1526901T2D_A4      2 0.000
#> HP1526901T2D_G1      2 0.000
#> HP1526901T2D_L5      2 0.000
#> HP1526901T2D_A23     2 0.000
#> HP1526901T2D_K22     2 0.000
#> HP1526901T2D_F17     2 0.000
#> HP1526901T2D_N3      2 0.000
#> HP1526901T2D_K23     2 0.000
#> HP1526901T2D_O1      2 0.000
#> HP1526901T2D_O17     2 0.000
#> HP1525301T2D_H19     1 0.000
#> HP1525301T2D_M13     1 0.000
#> HP1526901T2D_A9      1 0.000
#> HP1525301T2D_P24     1 0.000
#> HP1526901T2D_A12     2 0.751
#> HP1526901T2D_K20     2 0.000
#> HP1526901T2D_A2      2 0.000
#> HP1526901T2D_L11     1 0.000
#> HP1526901T2D_B12     2 1.000
#> HP1526901T2D_H22     2 0.000
#> HP1526901T2D_A17     1 0.000
#> HP1526901T2D_P12     1 0.502
#> HP1526901T2D_J2      1 0.000
#> HP1526901T2D_D18     1 0.000
#> HP1526901T2D_B17     1 0.000
#> HP1526901T2D_G2      2 0.000
#> HP1526901T2D_I20     2 0.000
#> HP1526901T2D_B20     1 0.249
#> HP1526901T2D_H12     2 1.000
#> HP1526901T2D_N18     2 0.000
#> HP1526901T2D_O9      2 0.000
#> HP1526901T2D_N6      1 0.249
#> HP1525301T2D_L22     1 0.000
#> HP1526901T2D_I21     1 0.000
#> HP1526901T2D_H16     2 0.000
#> HP1525301T2D_I2      1 0.000
#> HP1525301T2D_H12     1 0.000
#> HP1526901T2D_K21     2 0.000
#> HP1525301T2D_L24     1 0.000
#> HP1526901T2D_P23     1 1.000
#> HP1525301T2D_L14     2 0.000
#> HP1526901T2D_N20     2 0.000
#> HP1526901T2D_F9      1 0.000
#> HP1526901T2D_B9      2 0.000
#> HP1526901T2D_L24     2 0.000
#> HP1526901T2D_H4      2 0.000
#> HP1526901T2D_H17     2 1.000
#> HP1526901T2D_I24     1 1.000
#> HP1525301T2D_G23     2 1.000
#> HP1526901T2D_A22     2 0.000
#> HP1526901T2D_M24     2 0.000
#> HP1526901T2D_O23     1 0.249
#> HP1526901T2D_L3      2 0.000
#> HP1525301T2D_M8      1 0.000
#> HP1526901T2D_A15     2 0.000
#> HP1526901T2D_D10     1 1.000
#> HP1526901T2D_J20     2 0.000
#> HP1525301T2D_J4      1 0.000
#> HP1525301T2D_G4      1 0.000
#> HP1525301T2D_J13     1 0.000
#> HP1525301T2D_G19     1 0.000
#> HP1525301T2D_N13     1 0.000
#> HP1526901T2D_K18     1 0.000
#> HP1526901T2D_J1      2 0.000
#> HP1526901T2D_B1      2 0.000
#> HP1526901T2D_I7      1 0.000
#> HP1526901T2D_A19     2 0.000
#> HP1526901T2D_C15     2 0.000
#> HP1526901T2D_I19     1 1.000
#> HP1526901T2D_J19     1 0.000
#> HP1526901T2D_O3      1 0.498
#> HP1526901T2D_G16     1 0.751
#> HP1526901T2D_D8      1 0.000
#> HP1526901T2D_I14     2 1.000
#> HP1525301T2D_E13     1 0.000
#> HP1525301T2D_H10     2 0.000
#> HP1526901T2D_J4      1 0.000
#> HP1525301T2D_L9      1 0.000
#> HP1526901T2D_G10     2 1.000
#> HP1525301T2D_A11     1 0.000
#> HP1526901T2D_K2      1 0.000
#> HP1526901T2D_B7      2 0.000
#> HP1526901T2D_I13     2 0.000
#> HP1526901T2D_O7      2 0.000
#> HP1526901T2D_I3      2 0.000
#> HP1526901T2D_M2      2 0.000
#> HP1526901T2D_N10     2 1.000
#> HP1526901T2D_I8      1 0.000
#> HP1526901T2D_H14     2 0.000
#> HP1526901T2D_L13     1 0.000
#> HP1526901T2D_E21     1 1.000
#> HP1526901T2D_E2      2 0.000
#> HP1526901T2D_I5      2 0.000
#> HP1526901T2D_B11     1 0.000
#> HP1526901T2D_O6      1 0.000
#> HP1526901T2D_M13     2 0.000
#> HP1526901T2D_E3      2 0.000
#> HP1526901T2D_G18     1 0.000
#> HP1525301T2D_B13     1 0.000
#> HP1526901T2D_F12     2 0.000
#> HP1526901T2D_J13     1 0.000
#> HP1526901T2D_C16     1 0.000
#> HP1526901T2D_J14     1 0.000
#> HP1526901T2D_C4      1 0.000
#> HP1526901T2D_H6      2 1.000
#> HP1526901T2D_C17     2 0.000
#> HP1525301T2D_P9      1 0.000
#> HP1526901T2D_F19     1 0.000
#> HP1526901T2D_D9      2 1.000
#> HP1525301T2D_D12     1 1.000
#> HP1526901T2D_P19     1 0.000
#> HP1526901T2D_C11     2 0.000
#> HP1525301T2D_A5      1 0.000
#> HP1525301T2D_M10     1 0.000
#> HP1526901T2D_N2      1 0.000
#> HP1526901T2D_O10     2 0.000
#> HP1526901T2D_H19     1 0.000
#> HP1526901T2D_C6      1 0.000
#> HP1526901T2D_E19     2 0.000
#> HP1526901T2D_I11     2 0.000
#> HP1526901T2D_E10     2 0.253
#> HP1526901T2D_L12     2 0.000
#> HP1525301T2D_B7      1 0.000
#> HP1526901T2D_H10     2 0.000
#> HP1526901T2D_D1      1 0.000
#> HP1526901T2D_P1      2 0.751
#> HP1526901T2D_E6      2 1.000
#> HP1526901T2D_M22     2 0.000
#> HP1525301T2D_B18     1 0.000
#> HP1525301T2D_K19     1 0.000
#> HP1526901T2D_F20     2 0.751
#> HP1526901T2D_N14     2 0.000
#> HP1525301T2D_M17     2 0.000
#> HP1526901T2D_F23     2 0.000
#> HP1526901T2D_G19     2 0.000
#> HP1526901T2D_L6      2 0.000
#> HP1526901T2D_I4      2 1.000
#> HP1525301T2D_E16     1 0.000
#> HP1526901T2D_D21     1 1.000
#> HP1526901T2D_C10     2 0.000
#> HP1526901T2D_D14     1 0.000
#> HP1526901T2D_C1      2 0.000
#> HP1526901T2D_E5      2 0.000
#> HP1526901T2D_G4      2 0.000
#> HP1526901T2D_B14     1 0.000
#> HP1526901T2D_C2      1 0.000
#> HP1526901T2D_K14     2 1.000
#> HP1526901T2D_G9      2 0.000
#> HP1525301T2D_N21     1 1.000
#> HP1526901T2D_I22     2 0.000
#> HP1526901T2D_O8      2 0.000
#> HP1526901T2D_B13     1 0.249
#> HP1526901T2D_H3      2 0.000
#> HP1526901T2D_J17     2 0.000
#> HP1526901T2D_D16     2 0.751
#> HP1526901T2D_M16     2 1.000
#> HP1525301T2D_D9      1 0.000
#> HP1525301T2D_E22     1 0.000
#> HP1525301T2D_K22     1 0.000
#> HP1525301T2D_H20     1 0.000
#> HP1525301T2D_N9      1 0.000
#> HP1525301T2D_M14     2 0.000
#> HP1526901T2D_A5      2 0.000
#> HP1526901T2D_F18     2 0.000
#> HP1526901T2D_K15     2 1.000
#> HP1525301T2D_J1      1 0.000
#> HP1526901T2D_A14     2 0.000
#> HP1526901T2D_A13     2 0.000
#> HP1526901T2D_I15     2 1.000
#> HP1526901T2D_B10     2 0.000
#> HP1526901T2D_N19     2 0.000
#> HP1526901T2D_G8      1 0.000
#> HP1526901T2D_M3      2 0.000
#> HP1526901T2D_I18     2 0.000
#> HP1525301T2D_N24     1 0.000
#> HP1526901T2D_N16     2 0.000
#> HP1526901T2D_I16     2 1.000
#> HP1526901T2D_F7      2 0.000
#> HP1525301T2D_K3      1 0.000
#> HP1525301T2D_J10     2 0.000
#> HP1526901T2D_N8      1 0.000
#> HP1526901T2D_A8      1 0.000

show/hide code output

get_classes(res, k = 3)
#>                  class     p
#> HP1502401_L13        1 0.000
#> HP1504101T2D_B4      1 0.000
#> HP1504101T2D_B10     1 0.000
#> HP1504101T2D_G16     1 0.000
#> HP1504101T2D_A15     1 0.000
#> HP1504101T2D_K2      2 0.000
#> HP1504101T2D_M4      1 0.000
#> HP1504101T2D_B22     1 0.000
#> HP1504101T2D_L13     1 0.000
#> HP1502401_E5         1 0.747
#> HP1502401_O1         1 0.000
#> HP1504101T2D_M15     1 0.000
#> HP1504101T2D_N15     1 0.000
#> HP1504101T2D_E1      1 0.000
#> HP1504101T2D_E11     1 0.000
#> HP1502401_B18        1 0.000
#> HP1502401_E16        1 0.000
#> HP1504101T2D_F17     2 0.000
#> HP1502401_H6         2 0.000
#> HP1504101T2D_F11     1 0.751
#> HP1502401_F18        1 0.000
#> HP1504101T2D_O4      2 0.000
#> HP1504101T2D_I10     1 0.000
#> HP1502401_D12        2 0.000
#> HP1502401_C4         1 0.000
#> HP1502401_N23        1 0.249
#> HP1502401_B15        1 0.000
#> HP1504101T2D_C12     1 0.000
#> HP1502401_H5         1 0.000
#> HP1502401_N7         1 0.000
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#> HP1504101T2D_E7      1 0.000
#> HP1504101T2D_C10     2 0.000
#> HP1504101T2D_N21     2 0.000
#> HP1504101T2D_G3      1 0.249
#> HP1504101T2D_K8      2 0.000
#> HP1502401_M3         3 0.000
#> HP1504101T2D_F14     2 0.000
#> HP1504101T2D_L5      1 0.000
#> HP1502401_L4         1 0.000
#> HP1504101T2D_E8      1 0.000
#> HP1502401_M6         1 0.498
#> HP1504101T2D_H17     2 0.498
#> HP1502401_H12        2 0.000
#> HP1502401_I8         1 0.000
#> HP1504101T2D_N2      1 0.000
#> HP1504101T2D_D15     2 0.000
#> HP1504101T2D_H1      2 0.502
#> HP1504101T2D_J9      1 0.249
#> HP1502401_C7         2 0.000
#> HP1504101T2D_E20     1 0.249
#> HP1504101T2D_G8      2 0.000
#> HP1504101T2D_D11     1 0.000
#> HP1502401_E9         2 0.000
#> HP1504101T2D_M3      1 0.000
#> HP1502401_B8         2 0.000
#> AZ_C11               2 0.000
#> AZ_B10               2 0.253
#> AZ_C10               2 0.000
#> AZ_D5                2 1.000
#> AZ_C4                2 0.000
#> HP1508501T2D_B23     1 0.000
#> HP1508501T2D_F3      2 0.000
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#> HP1508501T2D_D5      1 0.000
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#> HP1508501T2D_C13     1 0.000
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#> HP1508501T2D_C8      2 0.000
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#> HP1508501T2D_G22     1 0.751
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#> HP1506401_H13        1 1.000
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#> HP1526901T2D_C10     2 0.000
#> HP1526901T2D_D14     3 0.000
#> HP1526901T2D_C1      2 0.000
#> HP1526901T2D_E5      2 0.000
#> HP1526901T2D_G4      2 0.000
#> HP1526901T2D_B14     3 0.000
#> HP1526901T2D_C2      3 0.000
#> HP1526901T2D_K14     3 0.000
#> HP1526901T2D_G9      2 0.000
#> HP1525301T2D_N21     1 0.249
#> HP1526901T2D_I22     2 0.000
#> HP1526901T2D_O8      2 0.000
#> HP1526901T2D_B13     1 1.000
#> HP1526901T2D_H3      2 0.000
#> HP1526901T2D_J17     2 0.000
#> HP1526901T2D_D16     3 0.000
#> HP1526901T2D_M16     3 0.249
#> HP1525301T2D_D9      3 0.000
#> HP1525301T2D_E22     3 0.000
#> HP1525301T2D_K22     3 0.000
#> HP1525301T2D_H20     3 0.000
#> HP1525301T2D_N9      3 0.000
#> HP1525301T2D_M14     2 0.000
#> HP1526901T2D_A5      2 0.000
#> HP1526901T2D_F18     2 0.000
#> HP1526901T2D_K15     3 0.000
#> HP1525301T2D_J1      3 0.000
#> HP1526901T2D_A14     2 0.000
#> HP1526901T2D_A13     2 0.000
#> HP1526901T2D_I15     3 0.000
#> HP1526901T2D_B10     2 0.000
#> HP1526901T2D_N19     2 0.000
#> HP1526901T2D_G8      3 0.000
#> HP1526901T2D_M3      2 0.000
#> HP1526901T2D_I18     2 0.000
#> HP1525301T2D_N24     3 0.000
#> HP1526901T2D_N16     2 0.000
#> HP1526901T2D_I16     3 0.000
#> HP1526901T2D_F7      2 0.000
#> HP1525301T2D_K3      3 0.000
#> HP1525301T2D_J10     2 0.000
#> HP1526901T2D_N8      3 0.000
#> HP1526901T2D_A8      3 0.000

show/hide code output

get_classes(res, k = 4)
#>                  class     p
#> HP1502401_L13        1 0.000
#> HP1504101T2D_B4      1 0.000
#> HP1504101T2D_B10     1 0.000
#> HP1504101T2D_G16     1 0.000
#> HP1504101T2D_A15     1 0.000
#> HP1504101T2D_K2      1 0.502
#> HP1504101T2D_M4      1 0.000
#> HP1504101T2D_B22     1 0.000
#> HP1504101T2D_L13     1 0.000
#> HP1502401_E5         1 0.000
#> HP1502401_O1         1 0.000
#> HP1504101T2D_M15     1 0.000
#> HP1504101T2D_N15     1 0.000
#> HP1504101T2D_E1      1 0.000
#> HP1504101T2D_E11     1 0.000
#> HP1502401_B18        1 0.000
#> HP1502401_E16        1 0.000
#> HP1504101T2D_F17     2 0.000
#> HP1502401_H6         2 0.249
#> HP1504101T2D_F11     1 0.000
#> HP1502401_F18        1 0.000
#> HP1504101T2D_O4      2 0.249
#> HP1504101T2D_I10     1 0.000
#> HP1502401_D12        2 0.000
#> HP1502401_C4         1 0.000
#> HP1502401_N23        1 0.000
#> HP1502401_B15        1 0.000
#> HP1504101T2D_C12     1 0.000
#> HP1502401_H5         1 0.000
#> HP1502401_N7         1 0.000
#> HP1502401_M12        2 0.502
#> HP1504101T2D_A17     1 0.000
#> HP1504101T2D_E7      1 0.000
#> HP1504101T2D_C10     2 0.000
#> HP1504101T2D_N21     2 0.000
#> HP1504101T2D_G3      1 0.000
#> HP1504101T2D_K8      2 0.498
#> HP1502401_M3         1 0.000
#> HP1504101T2D_F14     1 0.000
#> HP1504101T2D_L5      1 0.000
#> HP1502401_L4         1 0.000
#> HP1504101T2D_E8      1 0.000
#> HP1502401_M6         1 1.000
#> HP1504101T2D_H17     4 1.000
#> HP1502401_H12        2 0.000
#> HP1502401_I8         1 0.000
#> HP1504101T2D_N2      1 0.000
#> HP1504101T2D_D15     1 0.751
#> HP1504101T2D_H1      1 0.000
#> HP1504101T2D_J9      1 0.000
#> HP1502401_C7         2 0.000
#> HP1504101T2D_E20     1 0.000
#> HP1504101T2D_G8      2 1.000
#> HP1504101T2D_D11     1 0.000
#> HP1502401_E9         2 0.249
#> HP1504101T2D_M3      1 0.000
#> HP1502401_B8         2 0.000
#> AZ_C11               2 0.000
#> AZ_B10               1 0.747
#> AZ_C10               2 0.000
#> AZ_D5                1 0.498
#> AZ_C4                2 0.000
#> HP1508501T2D_B23     1 0.000
#> HP1508501T2D_F3      2 0.000
#> HP1508501T2D_I15     1 0.000
#> HP1508501T2D_M19     1 0.000
#> HP1508501T2D_L18     1 0.249
#> HP1508501T2D_D5      1 0.000
#> HP1508501T2D_L7      1 0.000
#> HP1508501T2D_E12     1 0.000
#> HP1508501T2D_C13     1 0.000
#> HP1508501T2D_A24     1 0.000
#> HP1508501T2D_K16     1 0.000
#> HP1508501T2D_K4      1 0.000
#> HP1508501T2D_K20     1 0.000
#> HP1508501T2D_B10     1 0.000
#> HP1508501T2D_G20     1 0.000
#> HP1508501T2D_M14     1 0.000
#> HP1508501T2D_E8      1 0.000
#> HP1508501T2D_M8      1 0.000
#> HP1508501T2D_C8      2 0.000
#> HP1508501T2D_F11     1 0.000
#> HP1508501T2D_N11     1 0.000
#> HP1508501T2D_H10     1 0.000
#> HP1508501T2D_C4      2 0.249
#> HP1508501T2D_J24     1 0.000
#> HP1508501T2D_J18     2 0.000
#> HP1508501T2D_G4      1 0.000
#> HP1508501T2D_B16     2 0.000
#> HP1508501T2D_G22     1 0.000
#> HP1506401_I1         1 0.000
#> HP1506401_G1         1 0.000
#> HP1506401_B22        1 0.000
#> HP1506401_I14        1 0.000
#> HP1506401_G8         1 0.000
#> HP1506401_F12        2 0.000
#> HP1506401_H12        1 0.000
#> HP1506401_F24        2 0.000
#> HP1506401_J17        2 0.000
#> HP1506401_H14        1 0.000
#> HP1506401_K23        1 0.000
#> HP1506401_O23        1 0.000
#> HP1506401_H11        1 0.000
#> HP1506401_I23        2 0.000
#> HP1506401_J4         1 0.000
#> HP1506401_F14        1 0.000
#> HP1506401_O6         1 0.000
#> HP1506401_L14        1 0.000
#> HP1506401_D9         1 0.000
#> HP1506401_H13        1 0.000
#> HP1506401_O11        2 0.000
#> HP1506401_P12        2 0.000
#> HP1506401_E16        2 0.000
#> HP1506401_F11        2 0.000
#> HP1506401_I8         1 0.000
#> HP1506401_A24        2 0.000
#> HP1506401_G11        2 0.000
#> HP1506401_D13        2 0.000
#> HP1506401_C8         2 0.000
#> HP1506401_F9         2 0.000
#> HP1506401_M6         1 0.000
#> HP1506401_J16        1 0.000
#> HP1506401_B3         1 0.000
#> HP1506401_M24        1 0.000
#> HP1506401_H22        1 0.000
#> HP1506401_I12        2 0.000
#> HP1506401_G12        2 0.000
#> HP1506401_B11        2 0.000
#> HP1507101_E2         1 0.000
#> HP1507101_N9         1 0.000
#> HP1507101_B3         1 0.000
#> HP1507101_D20        1 0.000
#> HP1507101_O22        1 0.000
#> HP1507101_D6         2 0.000
#> HP1507101_N3         1 0.000
#> HP1507101_P2         2 0.000
#> HP1507101_J9         1 0.000
#> HP1507101_L13        1 0.000
#> HP1507101_L7         1 0.000
#> HP1507101_F22        1 0.000
#> HP1507101_F16        1 0.000
#> HP1507101_P10        1 0.000
#> HP1507101_B23        1 0.000
#> HP1507101_H11        1 0.000
#> HP1507101_I8         1 0.000
#> HP1507101_L2         1 0.000
#> HP1507101_D2         1 0.000
#> HP1507101_H4         2 0.000
#> HP1507101_H14        1 0.000
#> HP1507101_H9         1 0.000
#> HP1507101_J24        1 0.000
#> HP1507101_P11        1 0.000
#> HP1507101_P4         1 0.000
#> HP1507101_D3         2 0.000
#> HP1507101_N19        1 0.000
#> HP1507101_E8         1 0.000
#> HP1507101_J23        1 0.000
#> HP1507101_I12        2 0.000
#> HP1507101_N18        1 0.000
#> HP1507101_M4         1 0.000
#> HP1507101_B7         1 0.000
#> HP1507101_H23        1 0.000
#> HP1507101_M14        1 0.000
#> HP1507101_I4         1 0.000
#> HP1507101_G24        1 0.000
#> HP1507101_D1         1 0.000
#> HP1507101_F10        2 0.000
#> HP1507101_H10        2 0.000
#> HP1507101_I22        1 0.000
#> HP1507101_B1         1 0.000
#> HP1507101_N16        1 0.000
#> HP1507101_F2         1 0.000
#> HP1507101_B14        1 0.000
#> HP1507101_N6         2 0.000
#> HP1507101_M18        1 0.000
#> HP1507101_D24        1 0.000
#> HP1507101_B13        1 0.000
#> HP1507101_H22        1 0.000
#> HP1507101_F13        1 0.000
#> HP1507101_J20        2 0.000
#> HP1507101_O9         2 0.000
#> HP1507101_B19        1 0.000
#> HP1507101_D12        1 0.000
#> HP1507101_L4         1 0.000
#> HP1507101_A18        1 0.000
#> HP1507101_B24        1 0.000
#> HP1507101_I18        2 0.000
#> HP1507101_B6         1 0.000
#> HP1507101_D15        1 0.000
#> HP1507101_H17        2 0.000
#> HP1507101_E12        1 0.000
#> HP1507101_H3         1 0.000
#> HP1507101_L14        1 0.000
#> HP1507101_L6         1 0.000
#> HP1507101_N23        1 0.000
#> HP1507101_C14        1 0.000
#> HP1507101_D17        1 0.000
#> HP1507101_I24        1 0.000
#> HP1507101_I5         1 0.000
#> HP1507101_O19        2 0.000
#> HP1507101_B5         2 0.502
#> HP1507101_J4         1 0.000
#> HP1507101_F4         2 0.000
#> HP1507101_O11        1 0.000
#> HP1507101_C8         1 0.000
#> HP1507101_F12        2 0.000
#> HP1507101_F9         1 0.000
#> HP1507101_O8         2 0.000
#> HP1509101_A3         1 0.000
#> HP1509101_C1         2 0.000
#> HP1509101_I14        1 0.000
#> HP1509101_H21        1 0.000
#> HP1509101_L8         4 1.000
#> HP1509101_G24        1 0.000
#> HP1509101_N12        1 0.000
#> HP1509101_L11        1 0.000
#> HP1509101_C12        1 0.000
#> HP1509101_D19        1 0.000
#> HP1509101_J4         1 0.000
#> HP1509101_H11        1 0.000
#> HP1509101_I21        1 0.000
#> HP1509101_P12        2 0.249
#> HP1509101_J15        1 0.000
#> HP1509101_P1         1 0.000
#> HP1509101_J20        1 0.000
#> HP1509101_P7         2 0.000
#> HP1509101_E22        2 0.000
#> HP1509101_J19        1 0.498
#> HP1509101_O16        1 0.000
#> HP1509101_N20        1 0.000
#> HP1509101_B10        1 0.000
#> HP1509101_J24        1 0.000
#> HP1504901_I23        4 0.249
#> HP1504901_J8         3 0.000
#> HP1504901_F18        3 0.502
#> HP1504901_D23        3 0.249
#> HP1504901_N22        4 0.000
#> HP1504901_J20        3 0.498
#> HP1504901_J23        3 0.000
#> HP1504901_J4         2 0.000
#> HP1504901_G2         3 0.000
#> HP1504901_N16        3 0.000
#> HP1504901_F24        3 0.000
#> HP1504901_M24        3 0.000
#> HP1504901_B18        3 0.249
#> HP1504901_F9         3 0.000
#> HP1504901_E10        2 0.000
#> HP1504901_N17        3 0.000
#> HP1504901_D2         3 0.249
#> HP1504901_D24        3 0.249
#> HP1504901_F4         3 0.253
#> HP1504901_M21        2 0.000
#> HP1504901_I8         4 0.000
#> HP1504901_B2         3 0.000
#> HP1525301T2D_K15     3 0.000
#> HP1525301T2D_D19     3 1.000
#> HP1526901T2D_K12     4 0.000
#> HP1525301T2D_K23     3 0.000
#> HP1526901T2D_A20     2 1.000
#> HP1526901T2D_A10     2 0.000
#> HP1525301T2D_I21     3 0.000
#> HP1526901T2D_A3      4 0.000
#> HP1525301T2D_I12     3 0.000
#> HP1525301T2D_P22     3 0.000
#> HP1526901T2D_P20     3 0.000
#> HP1526901T2D_B6      2 0.000
#> HP1526901T2D_P9      2 0.000
#> HP1526901T2D_E11     2 0.000
#> HP1526901T2D_H18     2 0.000
#> HP1526901T2D_D5      4 0.000
#> HP1525301T2D_J14     3 0.000
#> HP1525301T2D_P6      3 0.000
#> HP1526901T2D_K6      3 0.000
#> HP1526901T2D_L16     4 0.000
#> HP1526901T2D_F2      3 0.000
#> HP1525301T2D_B1      3 0.000
#> HP1525301T2D_E19     3 0.000
#> HP1526901T2D_C13     3 0.747
#> HP1525301T2D_F19     3 0.000
#> HP1526901T2D_C19     2 0.000
#> HP1526901T2D_E18     4 0.000
#> HP1525301T2D_N3      2 0.000
#> HP1525301T2D_I6      2 0.000
#> HP1525301T2D_N23     3 0.000
#> HP1525301T2D_G22     3 0.000
#> HP1526901T2D_O22     4 0.000
#> HP1526901T2D_G21     2 0.000
#> HP1525301T2D_D11     3 0.000
#> HP1526901T2D_I6      4 0.000
#> HP1526901T2D_H24     2 0.000
#> HP1525301T2D_E1      3 0.000
#> HP1526901T2D_J22     2 0.000
#> HP1526901T2D_N15     4 0.000
#> HP1526901T2D_A1      2 0.000
#> HP1526901T2D_F3      4 0.000
#> HP1526901T2D_P21     4 0.000
#> HP1526901T2D_J24     4 0.000
#> HP1526901T2D_K11     4 0.000
#> HP1526901T2D_G17     2 0.000
#> HP1526901T2D_L1      2 0.000
#> HP1526901T2D_L2      4 0.000
#> HP1526901T2D_M19     2 0.000
#> HP1526901T2D_A16     2 0.000
#> HP1526901T2D_B4      2 0.000
#> HP1526901T2D_F21     3 0.000
#> HP1525301T2D_M16     3 0.000
#> HP1526901T2D_K3      2 0.000
#> HP1526901T2D_O15     2 0.000
#> HP1526901T2D_J21     2 0.000
#> HP1526901T2D_G7      4 0.000
#> HP1526901T2D_J5      2 0.000
#> HP1525301T2D_F23     2 0.000
#> HP1526901T2D_L4      2 0.000
#> HP1526901T2D_L14     2 0.751
#> HP1525301T2D_H23     3 0.000
#> HP1526901T2D_F10     4 0.000
#> HP1526901T2D_I10     2 0.000
#> HP1525301T2D_I4      3 0.000
#> HP1526901T2D_G23     2 0.000
#> HP1526901T2D_P22     2 0.000
#> HP1526901T2D_H20     2 0.000
#> HP1526901T2D_L7      2 0.000
#> HP1526901T2D_N12     2 0.000
#> HP1526901T2D_F5      2 0.000
#> HP1526901T2D_K24     2 0.000
#> HP1525301T2D_M7      2 0.000
#> HP1526901T2D_E8      4 0.000
#> HP1526901T2D_P14     3 0.000
#> HP1526901T2D_O24     2 0.000
#> HP1526901T2D_O14     2 0.000
#> HP1526901T2D_E20     2 0.000
#> HP1525301T2D_H6      3 0.000
#> HP1525301T2D_C10     3 0.000
#> HP1526901T2D_C3      2 0.000
#> HP1526901T2D_N13     2 0.000
#> HP1526901T2D_L19     4 0.000
#> HP1525301T2D_H7      3 0.000
#> HP1526901T2D_D19     2 0.000
#> HP1525301T2D_E23     3 0.000
#> HP1526901T2D_N9      4 0.000
#> HP1525301T2D_I7      3 0.000
#> HP1526901T2D_B18     2 0.000
#> HP1526901T2D_O21     4 0.000
#> HP1526901T2D_G14     4 0.000
#> HP1525301T2D_E7      3 0.000
#> HP1525301T2D_E3      3 0.000
#> HP1526901T2D_A4      2 0.000
#> HP1526901T2D_G1      2 0.502
#> HP1526901T2D_L5      2 0.000
#> HP1526901T2D_A23     2 0.000
#> HP1526901T2D_K22     2 0.000
#> HP1526901T2D_F17     2 0.000
#> HP1526901T2D_N3      2 0.000
#> HP1526901T2D_K23     2 0.000
#> HP1526901T2D_O1      2 0.000
#> HP1526901T2D_O17     2 0.000
#> HP1525301T2D_H19     3 0.000
#> HP1525301T2D_M13     3 0.498
#> HP1526901T2D_A9      3 0.000
#> HP1525301T2D_P24     3 0.000
#> HP1526901T2D_A12     4 0.000
#> HP1526901T2D_K20     2 0.000
#> HP1526901T2D_A2      2 0.000
#> HP1526901T2D_L11     3 0.498
#> HP1526901T2D_B12     4 0.000
#> HP1526901T2D_H22     2 0.000
#> HP1526901T2D_A17     4 0.000
#> HP1526901T2D_P12     4 0.000
#> HP1526901T2D_J2      3 0.000
#> HP1526901T2D_D18     3 0.000
#> HP1526901T2D_B17     4 0.000
#> HP1526901T2D_G2      2 0.000
#> HP1526901T2D_I20     2 0.000
#> HP1526901T2D_B20     3 1.000
#> HP1526901T2D_H12     4 0.000
#> HP1526901T2D_N18     3 0.751
#> HP1526901T2D_O9      2 0.000
#> HP1526901T2D_N6      4 0.000
#> HP1525301T2D_L22     3 0.000
#> HP1526901T2D_I21     3 0.498
#> HP1526901T2D_H16     2 0.498
#> HP1525301T2D_I2      3 0.000
#> HP1525301T2D_H12     3 0.498
#> HP1526901T2D_K21     2 0.000
#> HP1525301T2D_L24     3 0.000
#> HP1526901T2D_P23     3 1.000
#> HP1525301T2D_L14     2 0.000
#> HP1526901T2D_N20     4 0.249
#> HP1526901T2D_F9      3 1.000
#> HP1526901T2D_B9      2 0.000
#> HP1526901T2D_L24     2 0.000
#> HP1526901T2D_H4      2 0.000
#> HP1526901T2D_H17     4 0.000
#> HP1526901T2D_I24     3 0.253
#> HP1525301T2D_G23     3 0.000
#> HP1526901T2D_A22     2 0.000
#> HP1526901T2D_M24     2 0.000
#> HP1526901T2D_O23     4 0.000
#> HP1526901T2D_L3      2 0.000
#> HP1525301T2D_M8      3 0.000
#> HP1526901T2D_A15     4 1.000
#> HP1526901T2D_D10     3 0.751
#> HP1526901T2D_J20     2 0.000
#> HP1525301T2D_J4      3 0.000
#> HP1525301T2D_G4      3 0.000
#> HP1525301T2D_J13     3 0.000
#> HP1525301T2D_G19     3 0.000
#> HP1525301T2D_N13     3 0.000
#> HP1526901T2D_K18     4 0.000
#> HP1526901T2D_J1      2 0.000
#> HP1526901T2D_B1      2 0.000
#> HP1526901T2D_I7      4 0.000
#> HP1526901T2D_A19     2 0.000
#> HP1526901T2D_C15     2 0.000
#> HP1526901T2D_I19     2 0.249
#> HP1526901T2D_J19     4 0.751
#> HP1526901T2D_O3      3 1.000
#> HP1526901T2D_G16     4 0.000
#> HP1526901T2D_D8      3 0.000
#> HP1526901T2D_I14     4 0.000
#> HP1525301T2D_E13     3 0.000
#> HP1525301T2D_H10     2 0.000
#> HP1526901T2D_J4      4 0.751
#> HP1525301T2D_L9      3 0.000
#> HP1526901T2D_G10     4 0.000
#> HP1525301T2D_A11     3 0.000
#> HP1526901T2D_K2      4 0.000
#> HP1526901T2D_B7      2 0.000
#> HP1526901T2D_I13     2 0.000
#> HP1526901T2D_O7      2 0.000
#> HP1526901T2D_I3      2 0.000
#> HP1526901T2D_M2      2 0.000
#> HP1526901T2D_N10     4 0.000
#> HP1526901T2D_I8      3 0.751
#> HP1526901T2D_H14     2 0.000
#> HP1526901T2D_L13     4 0.000
#> HP1526901T2D_E21     2 1.000
#> HP1526901T2D_E2      2 0.000
#> HP1526901T2D_I5      2 0.000
#> HP1526901T2D_B11     4 0.000
#> HP1526901T2D_O6      4 0.498
#> HP1526901T2D_M13     2 1.000
#> HP1526901T2D_E3      2 0.000
#> HP1526901T2D_G18     3 0.000
#> HP1525301T2D_B13     3 0.000
#> HP1526901T2D_F12     2 0.000
#> HP1526901T2D_J13     4 0.000
#> HP1526901T2D_C16     4 1.000
#> HP1526901T2D_J14     4 0.747
#> HP1526901T2D_C4      3 0.249
#> HP1526901T2D_H6      4 0.000
#> HP1526901T2D_C17     2 0.000
#> HP1525301T2D_P9      3 0.000
#> HP1526901T2D_F19     4 0.000
#> HP1526901T2D_D9      4 0.000
#> HP1525301T2D_D12     3 0.000
#> HP1526901T2D_P19     4 0.498
#> HP1526901T2D_C11     2 0.000
#> HP1525301T2D_A5      3 0.000
#> HP1525301T2D_M10     3 0.000
#> HP1526901T2D_N2      4 0.249
#> HP1526901T2D_O10     2 0.751
#> HP1526901T2D_H19     4 0.000
#> HP1526901T2D_C6      3 0.747
#> HP1526901T2D_E19     2 0.000
#> HP1526901T2D_I11     2 0.000
#> HP1526901T2D_E10     4 0.000
#> HP1526901T2D_L12     4 0.000
#> HP1525301T2D_B7      3 0.000
#> HP1526901T2D_H10     2 0.000
#> HP1526901T2D_D1      4 0.000
#> HP1526901T2D_P1      4 0.000
#> HP1526901T2D_E6      4 0.000
#> HP1526901T2D_M22     2 1.000
#> HP1525301T2D_B18     3 0.000
#> HP1525301T2D_K19     3 0.000
#> HP1526901T2D_F20     4 0.502
#> HP1526901T2D_N14     4 0.000
#> HP1525301T2D_M17     2 0.000
#> HP1526901T2D_F23     2 0.000
#> HP1526901T2D_G19     2 0.000
#> HP1526901T2D_L6      2 0.000
#> HP1526901T2D_I4      4 0.000
#> HP1525301T2D_E16     3 0.000
#> HP1526901T2D_D21     2 0.751
#> HP1526901T2D_C10     2 0.000
#> HP1526901T2D_D14     3 0.000
#> HP1526901T2D_C1      2 0.000
#> HP1526901T2D_E5      2 0.000
#> HP1526901T2D_G4      2 0.000
#> HP1526901T2D_B14     3 0.000
#> HP1526901T2D_C2      3 0.000
#> HP1526901T2D_K14     4 0.000
#> HP1526901T2D_G9      2 0.502
#> HP1525301T2D_N21     3 1.000
#> HP1526901T2D_I22     2 0.000
#> HP1526901T2D_O8      2 0.000
#> HP1526901T2D_B13     1 0.751
#> HP1526901T2D_H3      4 0.000
#> HP1526901T2D_J17     4 0.498
#> HP1526901T2D_D16     4 0.000
#> HP1526901T2D_M16     4 0.000
#> HP1525301T2D_D9      3 0.000
#> HP1525301T2D_E22     3 0.249
#> HP1525301T2D_K22     3 0.000
#> HP1525301T2D_H20     3 0.000
#> HP1525301T2D_N9      3 0.000
#> HP1525301T2D_M14     2 0.000
#> HP1526901T2D_A5      2 0.000
#> HP1526901T2D_F18     2 0.000
#> HP1526901T2D_K15     4 0.000
#> HP1525301T2D_J1      3 0.000
#> HP1526901T2D_A14     2 0.000
#> HP1526901T2D_A13     2 0.000
#> HP1526901T2D_I15     4 0.000
#> HP1526901T2D_B10     2 0.000
#> HP1526901T2D_N19     2 0.000
#> HP1526901T2D_G8      4 0.000
#> HP1526901T2D_M3      1 0.751
#> HP1526901T2D_I18     2 0.000
#> HP1525301T2D_N24     3 0.000
#> HP1526901T2D_N16     2 0.000
#> HP1526901T2D_I16     4 0.000
#> HP1526901T2D_F7      2 0.498
#> HP1525301T2D_K3      3 0.000
#> HP1525301T2D_J10     2 0.000
#> HP1526901T2D_N8      3 0.000
#> HP1526901T2D_A8      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)

plot of chunk tab-node-024-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-024-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-024-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-024-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-024-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-024-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-024-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-024-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-024-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-024-get-signatures-no-scale-1

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

plot of chunk tab-node-024-get-signatures-no-scale-2

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

plot of chunk tab-node-024-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-024-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-024-dimension-reduction-1

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

plot of chunk tab-node-024-dimension-reduction-2

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

plot of chunk tab-node-024-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-024-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans      434           9.00e-74         3.56e-06     2.46e-13 2
#> ATC:skmeans      488           2.53e-80         6.34e-32     4.76e-35 3
#> ATC:skmeans      459           1.34e-78         2.90e-29     5.97e-36 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.


Node0241

Parent node: Node024. Child nodes: Node01221-leaf , Node01222-leaf , Node02111 , Node02112 , Node02121 , Node02122 , Node02211 , Node02212-leaf , Node02213-leaf , Node02221 , Node02222 , Node02223-leaf , Node02231-leaf , Node02232-leaf , Node02233-leaf , Node02234-leaf , Node02311-leaf , Node02312 , Node02313-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02331-leaf , Node02332-leaf , Node02411-leaf , Node02412-leaf , Node02421-leaf , Node02422 , Node02423-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .

The object with results only for a single top-value method and a single partitioning method can be extracted as:

res = res_rh["0241"]

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 11930 rows and 176 columns.
#>   Top rows (1189) 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)

plot of chunk node-0241-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-0241-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 1.000           0.999       0.999          0.480 0.521   0.521
#> 3 3 0.689           0.768       0.820          0.272 0.878   0.771
#> 4 4 0.801           0.871       0.924          0.194 0.809   0.564

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                  class entropy silhouette   p1   p2
#> HP1502401_L13        1   0.000      0.999 1.00 0.00
#> HP1504101T2D_B4      2   0.000      0.999 0.00 1.00
#> HP1504101T2D_B10     2   0.000      0.999 0.00 1.00
#> HP1504101T2D_G16     2   0.000      0.999 0.00 1.00
#> HP1504101T2D_A15     2   0.000      0.999 0.00 1.00
#> HP1504101T2D_M4      2   0.000      0.999 0.00 1.00
#> HP1504101T2D_B22     2   0.000      0.999 0.00 1.00
#> HP1504101T2D_L13     2   0.000      0.999 0.00 1.00
#> HP1502401_E5         2   0.000      0.999 0.00 1.00
#> HP1502401_O1         1   0.000      0.999 1.00 0.00
#> HP1504101T2D_M15     2   0.000      0.999 0.00 1.00
#> HP1504101T2D_N15     1   0.000      0.999 1.00 0.00
#> HP1504101T2D_E1      1   0.000      0.999 1.00 0.00
#> HP1504101T2D_E11     2   0.000      0.999 0.00 1.00
#> HP1502401_B18        2   0.000      0.999 0.00 1.00
#> HP1502401_E16        1   0.242      0.958 0.96 0.04
#> HP1504101T2D_F11     2   0.000      0.999 0.00 1.00
#> HP1502401_F18        2   0.000      0.999 0.00 1.00
#> HP1504101T2D_I10     2   0.000      0.999 0.00 1.00
#> HP1502401_C4         2   0.141      0.980 0.02 0.98
#> HP1502401_N23        2   0.000      0.999 0.00 1.00
#> HP1502401_B15        2   0.000      0.999 0.00 1.00
#> HP1504101T2D_C12     2   0.000      0.999 0.00 1.00
#> HP1502401_H5         2   0.000      0.999 0.00 1.00
#> HP1502401_N7         2   0.000      0.999 0.00 1.00
#> HP1504101T2D_A17     2   0.000      0.999 0.00 1.00
#> HP1504101T2D_E7      2   0.000      0.999 0.00 1.00
#> HP1504101T2D_G3      2   0.000      0.999 0.00 1.00
#> HP1504101T2D_L5      1   0.000      0.999 1.00 0.00
#> HP1502401_L4         2   0.000      0.999 0.00 1.00
#> HP1504101T2D_E8      2   0.000      0.999 0.00 1.00
#> HP1502401_M6         2   0.000      0.999 0.00 1.00
#> HP1502401_I8         2   0.000      0.999 0.00 1.00
#> HP1504101T2D_N2      2   0.000      0.999 0.00 1.00
#> HP1504101T2D_J9      2   0.000      0.999 0.00 1.00
#> HP1504101T2D_E20     2   0.000      0.999 0.00 1.00
#> HP1504101T2D_D11     2   0.000      0.999 0.00 1.00
#> HP1504101T2D_M3      2   0.000      0.999 0.00 1.00
#> HP1508501T2D_B23     1   0.000      0.999 1.00 0.00
#> HP1508501T2D_I15     1   0.000      0.999 1.00 0.00
#> HP1508501T2D_M19     1   0.000      0.999 1.00 0.00
#> HP1508501T2D_L18     1   0.000      0.999 1.00 0.00
#> HP1508501T2D_D5      1   0.000      0.999 1.00 0.00
#> HP1508501T2D_L7      1   0.000      0.999 1.00 0.00
#> HP1508501T2D_E12     1   0.000      0.999 1.00 0.00
#> HP1508501T2D_C13     2   0.141      0.980 0.02 0.98
#> HP1508501T2D_A24     1   0.000      0.999 1.00 0.00
#> HP1508501T2D_K16     2   0.000      0.999 0.00 1.00
#> HP1508501T2D_K4      1   0.000      0.999 1.00 0.00
#> HP1508501T2D_K20     2   0.000      0.999 0.00 1.00
#> HP1508501T2D_B10     2   0.000      0.999 0.00 1.00
#> HP1508501T2D_G20     1   0.000      0.999 1.00 0.00
#> HP1508501T2D_M14     2   0.000      0.999 0.00 1.00
#> HP1508501T2D_E8      1   0.000      0.999 1.00 0.00
#> HP1508501T2D_M8      1   0.000      0.999 1.00 0.00
#> HP1508501T2D_F11     2   0.000      0.999 0.00 1.00
#> HP1508501T2D_N11     1   0.000      0.999 1.00 0.00
#> HP1508501T2D_H10     1   0.000      0.999 1.00 0.00
#> HP1508501T2D_J24     2   0.000      0.999 0.00 1.00
#> HP1508501T2D_G4      1   0.000      0.999 1.00 0.00
#> HP1508501T2D_G22     2   0.000      0.999 0.00 1.00
#> HP1506401_I1         2   0.000      0.999 0.00 1.00
#> HP1506401_G1         1   0.000      0.999 1.00 0.00
#> HP1506401_B22        2   0.000      0.999 0.00 1.00
#> HP1506401_I14        2   0.000      0.999 0.00 1.00
#> HP1506401_G8         2   0.000      0.999 0.00 1.00
#> HP1506401_H12        2   0.000      0.999 0.00 1.00
#> HP1506401_H14        1   0.000      0.999 1.00 0.00
#> HP1506401_K23        2   0.000      0.999 0.00 1.00
#> HP1506401_O23        1   0.000      0.999 1.00 0.00
#> HP1506401_H11        2   0.000      0.999 0.00 1.00
#> HP1506401_J4         1   0.000      0.999 1.00 0.00
#> HP1506401_F14        2   0.000      0.999 0.00 1.00
#> HP1506401_O6         2   0.000      0.999 0.00 1.00
#> HP1506401_L14        2   0.000      0.999 0.00 1.00
#> HP1506401_D9         2   0.000      0.999 0.00 1.00
#> HP1506401_H13        1   0.000      0.999 1.00 0.00
#> HP1506401_I8         1   0.000      0.999 1.00 0.00
#> HP1506401_M6         2   0.000      0.999 0.00 1.00
#> HP1506401_J16        2   0.000      0.999 0.00 1.00
#> HP1506401_B3         2   0.000      0.999 0.00 1.00
#> HP1506401_M24        2   0.000      0.999 0.00 1.00
#> HP1506401_H22        1   0.000      0.999 1.00 0.00
#> HP1507101_E2         1   0.000      0.999 1.00 0.00
#> HP1507101_N9         1   0.000      0.999 1.00 0.00
#> HP1507101_B3         1   0.000      0.999 1.00 0.00
#> HP1507101_D20        1   0.000      0.999 1.00 0.00
#> HP1507101_O22        1   0.000      0.999 1.00 0.00
#> HP1507101_N3         2   0.000      0.999 0.00 1.00
#> HP1507101_J9         2   0.000      0.999 0.00 1.00
#> HP1507101_L13        1   0.000      0.999 1.00 0.00
#> HP1507101_L7         1   0.000      0.999 1.00 0.00
#> HP1507101_F22        1   0.000      0.999 1.00 0.00
#> HP1507101_F16        1   0.000      0.999 1.00 0.00
#> HP1507101_P10        1   0.000      0.999 1.00 0.00
#> HP1507101_B23        1   0.000      0.999 1.00 0.00
#> HP1507101_H11        1   0.000      0.999 1.00 0.00
#> HP1507101_I8         1   0.000      0.999 1.00 0.00
#> HP1507101_L2         1   0.000      0.999 1.00 0.00
#> HP1507101_D2         1   0.000      0.999 1.00 0.00
#> HP1507101_H14        1   0.000      0.999 1.00 0.00
#> HP1507101_H9         1   0.000      0.999 1.00 0.00
#> HP1507101_J24        1   0.000      0.999 1.00 0.00
#> HP1507101_P11        1   0.000      0.999 1.00 0.00
#> HP1507101_P4         1   0.000      0.999 1.00 0.00
#> HP1507101_N19        1   0.000      0.999 1.00 0.00
#> HP1507101_E8         1   0.000      0.999 1.00 0.00
#> HP1507101_J23        1   0.000      0.999 1.00 0.00
#> HP1507101_N18        1   0.000      0.999 1.00 0.00
#> HP1507101_M4         1   0.000      0.999 1.00 0.00
#> HP1507101_B7         1   0.000      0.999 1.00 0.00
#> HP1507101_H23        1   0.000      0.999 1.00 0.00
#> HP1507101_M14        1   0.141      0.980 0.98 0.02
#> HP1507101_I4         1   0.000      0.999 1.00 0.00
#> HP1507101_G24        1   0.000      0.999 1.00 0.00
#> HP1507101_D1         1   0.000      0.999 1.00 0.00
#> HP1507101_I22        1   0.000      0.999 1.00 0.00
#> HP1507101_B1         1   0.000      0.999 1.00 0.00
#> HP1507101_N16        1   0.000      0.999 1.00 0.00
#> HP1507101_F2         1   0.000      0.999 1.00 0.00
#> HP1507101_B14        1   0.000      0.999 1.00 0.00
#> HP1507101_M18        1   0.000      0.999 1.00 0.00
#> HP1507101_D24        1   0.000      0.999 1.00 0.00
#> HP1507101_B13        1   0.000      0.999 1.00 0.00
#> HP1507101_H22        1   0.000      0.999 1.00 0.00
#> HP1507101_F13        1   0.000      0.999 1.00 0.00
#> HP1507101_B19        1   0.000      0.999 1.00 0.00
#> HP1507101_D12        1   0.000      0.999 1.00 0.00
#> HP1507101_L4         2   0.000      0.999 0.00 1.00
#> HP1507101_A18        1   0.000      0.999 1.00 0.00
#> HP1507101_B24        1   0.000      0.999 1.00 0.00
#> HP1507101_B6         1   0.000      0.999 1.00 0.00
#> HP1507101_D15        1   0.000      0.999 1.00 0.00
#> HP1507101_E12        1   0.000      0.999 1.00 0.00
#> HP1507101_H3         1   0.000      0.999 1.00 0.00
#> HP1507101_L14        1   0.000      0.999 1.00 0.00
#> HP1507101_L6         1   0.000      0.999 1.00 0.00
#> HP1507101_N23        1   0.000      0.999 1.00 0.00
#> HP1507101_C14        1   0.000      0.999 1.00 0.00
#> HP1507101_D17        1   0.000      0.999 1.00 0.00
#> HP1507101_I24        1   0.000      0.999 1.00 0.00
#> HP1507101_I5         1   0.000      0.999 1.00 0.00
#> HP1507101_J4         1   0.000      0.999 1.00 0.00
#> HP1507101_O11        1   0.000      0.999 1.00 0.00
#> HP1507101_C8         1   0.000      0.999 1.00 0.00
#> HP1507101_F9         2   0.000      0.999 0.00 1.00
#> HP1509101_A3         1   0.000      0.999 1.00 0.00
#> HP1509101_I14        1   0.000      0.999 1.00 0.00
#> HP1509101_H21        1   0.000      0.999 1.00 0.00
#> HP1509101_L8         1   0.000      0.999 1.00 0.00
#> HP1509101_G24        1   0.000      0.999 1.00 0.00
#> HP1509101_N12        1   0.000      0.999 1.00 0.00
#> HP1509101_L11        1   0.000      0.999 1.00 0.00
#> HP1509101_C12        1   0.000      0.999 1.00 0.00
#> HP1509101_D19        1   0.000      0.999 1.00 0.00
#> HP1509101_J4         1   0.000      0.999 1.00 0.00
#> HP1509101_H11        1   0.000      0.999 1.00 0.00
#> HP1509101_I21        1   0.000      0.999 1.00 0.00
#> HP1509101_J15        1   0.000      0.999 1.00 0.00
#> HP1509101_P1         1   0.000      0.999 1.00 0.00
#> HP1509101_J20        1   0.000      0.999 1.00 0.00
#> HP1509101_J19        1   0.000      0.999 1.00 0.00
#> HP1509101_O16        1   0.000      0.999 1.00 0.00
#> HP1509101_N20        1   0.000      0.999 1.00 0.00
#> HP1509101_B10        1   0.000      0.999 1.00 0.00
#> HP1509101_J24        1   0.000      0.999 1.00 0.00
#> HP1504901_J8         2   0.000      0.999 0.00 1.00
#> HP1504901_D24        2   0.000      0.999 0.00 1.00
#> HP1525301T2D_E19     2   0.000      0.999 0.00 1.00
#> HP1526901T2D_C13     2   0.000      0.999 0.00 1.00
#> HP1525301T2D_E3      2   0.000      0.999 0.00 1.00
#> HP1526901T2D_P23     2   0.000      0.999 0.00 1.00
#> HP1526901T2D_I24     2   0.000      0.999 0.00 1.00
#> HP1526901T2D_O3      2   0.000      0.999 0.00 1.00
#> HP1525301T2D_N21     2   0.000      0.999 0.00 1.00
#> HP1526901T2D_B13     2   0.000      0.999 0.00 1.00

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                  class entropy silhouette   p1   p2   p3
#> HP1502401_L13        1  0.9059      0.676 0.48 0.14 0.38
#> HP1504101T2D_B4      2  0.0000      0.822 0.00 1.00 0.00
#> HP1504101T2D_B10     2  0.0000      0.822 0.00 1.00 0.00
#> HP1504101T2D_G16     2  0.0000      0.822 0.00 1.00 0.00
#> HP1504101T2D_A15     2  0.0000      0.822 0.00 1.00 0.00
#> HP1504101T2D_M4      2  0.0892      0.808 0.00 0.98 0.02
#> HP1504101T2D_B22     2  0.0000      0.822 0.00 1.00 0.00
#> HP1504101T2D_L13     2  0.0000      0.822 0.00 1.00 0.00
#> HP1502401_E5         2  0.0000      0.822 0.00 1.00 0.00
#> HP1502401_O1         2  0.6045      0.422 0.00 0.62 0.38
#> HP1504101T2D_M15     2  0.1529      0.788 0.00 0.96 0.04
#> HP1504101T2D_N15     2  0.7395      0.379 0.04 0.58 0.38
#> HP1504101T2D_E1      1  0.0892      0.766 0.98 0.00 0.02
#> HP1504101T2D_E11     2  0.0000      0.822 0.00 1.00 0.00
#> HP1502401_B18        2  0.0000      0.822 0.00 1.00 0.00
#> HP1502401_E16        2  0.6045      0.422 0.00 0.62 0.38
#> HP1504101T2D_F11     2  0.0000      0.822 0.00 1.00 0.00
#> HP1502401_F18        2  0.0000      0.822 0.00 1.00 0.00
#> HP1504101T2D_I10     2  0.0000      0.822 0.00 1.00 0.00
#> HP1502401_C4         2  0.5397      0.513 0.00 0.72 0.28
#> HP1502401_N23        2  0.0000      0.822 0.00 1.00 0.00
#> HP1502401_B15        2  0.5397      0.175 0.00 0.72 0.28
#> HP1504101T2D_C12     2  0.0000      0.822 0.00 1.00 0.00
#> HP1502401_H5         2  0.0892      0.808 0.00 0.98 0.02
#> HP1502401_N7         2  0.0000      0.822 0.00 1.00 0.00
#> HP1504101T2D_A17     2  0.0000      0.822 0.00 1.00 0.00
#> HP1504101T2D_E7      2  0.0000      0.822 0.00 1.00 0.00
#> HP1504101T2D_G3      2  0.0000      0.822 0.00 1.00 0.00
#> HP1504101T2D_L5      2  0.6758      0.377 0.36 0.62 0.02
#> HP1502401_L4         2  0.6758      0.377 0.36 0.62 0.02
#> HP1504101T2D_E8      2  0.0000      0.822 0.00 1.00 0.00
#> HP1502401_M6         2  0.0000      0.822 0.00 1.00 0.00
#> HP1502401_I8         2  0.0000      0.822 0.00 1.00 0.00
#> HP1504101T2D_N2      2  0.0892      0.808 0.00 0.98 0.02
#> HP1504101T2D_J9      2  0.0000      0.822 0.00 1.00 0.00
#> HP1504101T2D_E20     2  0.0000      0.822 0.00 1.00 0.00
#> HP1504101T2D_D11     2  0.0000      0.822 0.00 1.00 0.00
#> HP1504101T2D_M3      2  0.0000      0.822 0.00 1.00 0.00
#> HP1508501T2D_B23     1  0.0892      0.766 0.98 0.00 0.02
#> HP1508501T2D_I15     1  0.0892      0.766 0.98 0.00 0.02
#> HP1508501T2D_M19     1  0.2414      0.733 0.94 0.04 0.02
#> HP1508501T2D_L18     1  0.0892      0.766 0.98 0.00 0.02
#> HP1508501T2D_D5      1  0.6045      0.825 0.62 0.00 0.38
#> HP1508501T2D_L7      1  0.0892      0.766 0.98 0.00 0.02
#> HP1508501T2D_E12     1  0.6045      0.825 0.62 0.00 0.38
#> HP1508501T2D_C13     2  0.6045      0.422 0.00 0.62 0.38
#> HP1508501T2D_A24     1  0.6045      0.825 0.62 0.00 0.38
#> HP1508501T2D_K16     3  0.6045      0.862 0.00 0.38 0.62
#> HP1508501T2D_K4      1  0.6045      0.825 0.62 0.00 0.38
#> HP1508501T2D_K20     2  0.4796      0.387 0.00 0.78 0.22
#> HP1508501T2D_B10     3  0.6045      0.862 0.00 0.38 0.62
#> HP1508501T2D_G20     1  0.0892      0.766 0.98 0.00 0.02
#> HP1508501T2D_M14     3  0.6758      0.441 0.36 0.02 0.62
#> HP1508501T2D_E8      1  0.6045      0.825 0.62 0.00 0.38
#> HP1508501T2D_M8      1  0.0000      0.775 1.00 0.00 0.00
#> HP1508501T2D_F11     3  0.6045      0.862 0.00 0.38 0.62
#> HP1508501T2D_N11     1  0.6045      0.825 0.62 0.00 0.38
#> HP1508501T2D_H10     1  0.6045      0.825 0.62 0.00 0.38
#> HP1508501T2D_J24     2  0.5397      0.179 0.00 0.72 0.28
#> HP1508501T2D_G4      1  0.6045      0.825 0.62 0.00 0.38
#> HP1508501T2D_G22     2  0.6280     -0.538 0.00 0.54 0.46
#> HP1506401_I1         3  0.6045      0.862 0.00 0.38 0.62
#> HP1506401_G1         1  0.0000      0.775 1.00 0.00 0.00
#> HP1506401_B22        3  0.6045      0.862 0.00 0.38 0.62
#> HP1506401_I14        3  0.6045      0.862 0.00 0.38 0.62
#> HP1506401_G8         3  0.6045      0.862 0.00 0.38 0.62
#> HP1506401_H12        3  0.6045      0.862 0.00 0.38 0.62
#> HP1506401_H14        1  0.0892      0.760 0.98 0.00 0.02
#> HP1506401_K23        3  0.6045      0.862 0.00 0.38 0.62
#> HP1506401_O23        1  0.0000      0.775 1.00 0.00 0.00
#> HP1506401_H11        3  0.6045      0.862 0.00 0.38 0.62
#> HP1506401_J4         1  0.1529      0.742 0.96 0.00 0.04
#> HP1506401_F14        3  0.6045      0.862 0.00 0.38 0.62
#> HP1506401_O6         3  0.6045      0.862 0.00 0.38 0.62
#> HP1506401_L14        3  0.6758      0.441 0.36 0.02 0.62
#> HP1506401_D9         3  0.6045      0.862 0.00 0.38 0.62
#> HP1506401_H13        1  0.5948      0.834 0.64 0.00 0.36
#> HP1506401_I8         1  0.0000      0.775 1.00 0.00 0.00
#> HP1506401_M6         3  0.6045      0.862 0.00 0.38 0.62
#> HP1506401_J16        3  0.8321      0.557 0.24 0.14 0.62
#> HP1506401_B3         3  0.6045      0.862 0.00 0.38 0.62
#> HP1506401_M24        3  0.6045      0.862 0.00 0.38 0.62
#> HP1506401_H22        1  0.0892      0.760 0.98 0.00 0.02
#> HP1507101_E2         1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_N9         1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_B3         1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_D20        1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_O22        1  0.0000      0.775 1.00 0.00 0.00
#> HP1507101_N3         3  0.6758      0.441 0.36 0.02 0.62
#> HP1507101_J9         3  0.6045      0.862 0.00 0.38 0.62
#> HP1507101_L13        1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_L7         1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_F22        1  0.0000      0.775 1.00 0.00 0.00
#> HP1507101_F16        1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_P10        1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_B23        1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_H11        1  0.0000      0.775 1.00 0.00 0.00
#> HP1507101_I8         1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_L2         1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_D2         1  0.0000      0.775 1.00 0.00 0.00
#> HP1507101_H14        1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_H9         1  0.0000      0.775 1.00 0.00 0.00
#> HP1507101_J24        1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_P11        1  0.0000      0.775 1.00 0.00 0.00
#> HP1507101_P4         1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_N19        1  0.0000      0.775 1.00 0.00 0.00
#> HP1507101_E8         1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_J23        1  0.0000      0.775 1.00 0.00 0.00
#> HP1507101_N18        1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_M4         1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_B7         1  0.1529      0.786 0.96 0.00 0.04
#> HP1507101_H23        1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_M14        3  0.9986     -0.451 0.32 0.32 0.36
#> HP1507101_I4         1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_G24        1  0.1529      0.786 0.96 0.00 0.04
#> HP1507101_D1         1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_I22        1  0.5835      0.833 0.66 0.00 0.34
#> HP1507101_B1         1  0.5835      0.833 0.66 0.00 0.34
#> HP1507101_N16        1  0.0000      0.775 1.00 0.00 0.00
#> HP1507101_F2         1  0.4796      0.817 0.78 0.00 0.22
#> HP1507101_B14        1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_M18        1  0.5397      0.826 0.72 0.00 0.28
#> HP1507101_D24        1  0.0000      0.775 1.00 0.00 0.00
#> HP1507101_B13        1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_H22        1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_F13        1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_B19        1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_D12        1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_L4         3  0.6126      0.829 0.00 0.40 0.60
#> HP1507101_A18        1  0.0000      0.775 1.00 0.00 0.00
#> HP1507101_B24        1  0.0000      0.775 1.00 0.00 0.00
#> HP1507101_B6         1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_D15        1  0.0000      0.775 1.00 0.00 0.00
#> HP1507101_E12        1  0.0000      0.775 1.00 0.00 0.00
#> HP1507101_H3         1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_L14        1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_L6         1  0.0000      0.775 1.00 0.00 0.00
#> HP1507101_N23        1  0.4291      0.811 0.82 0.00 0.18
#> HP1507101_C14        1  0.0892      0.781 0.98 0.00 0.02
#> HP1507101_D17        1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_I24        1  0.6045      0.825 0.62 0.00 0.38
#> HP1507101_I5         1  0.2537      0.794 0.92 0.00 0.08
#> HP1507101_J4         1  0.0000      0.775 1.00 0.00 0.00
#> HP1507101_O11        1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_C8         1  0.5948      0.834 0.64 0.00 0.36
#> HP1507101_F9         3  0.6045      0.862 0.00 0.38 0.62
#> HP1509101_A3         1  0.0000      0.775 1.00 0.00 0.00
#> HP1509101_I14        1  0.5948      0.834 0.64 0.00 0.36
#> HP1509101_H21        1  0.0000      0.775 1.00 0.00 0.00
#> HP1509101_L8         1  0.6045      0.825 0.62 0.00 0.38
#> HP1509101_G24        1  0.5948      0.834 0.64 0.00 0.36
#> HP1509101_N12        1  0.5948      0.834 0.64 0.00 0.36
#> HP1509101_L11        1  0.5948      0.834 0.64 0.00 0.36
#> HP1509101_C12        1  0.0892      0.781 0.98 0.00 0.02
#> HP1509101_D19        1  0.0892      0.781 0.98 0.00 0.02
#> HP1509101_J4         1  0.5948      0.834 0.64 0.00 0.36
#> HP1509101_H11        1  0.5948      0.834 0.64 0.00 0.36
#> HP1509101_I21        1  0.0000      0.775 1.00 0.00 0.00
#> HP1509101_J15        1  0.5948      0.834 0.64 0.00 0.36
#> HP1509101_P1         1  0.0000      0.775 1.00 0.00 0.00
#> HP1509101_J20        1  0.0000      0.775 1.00 0.00 0.00
#> HP1509101_J19        1  0.0000      0.775 1.00 0.00 0.00
#> HP1509101_O16        1  0.0000      0.775 1.00 0.00 0.00
#> HP1509101_N20        1  0.5948      0.834 0.64 0.00 0.36
#> HP1509101_B10        1  0.5948      0.834 0.64 0.00 0.36
#> HP1509101_J24        1  0.2959      0.798 0.90 0.00 0.10
#> HP1504901_J8         2  0.0892      0.808 0.00 0.98 0.02
#> HP1504901_D24        2  0.0000      0.822 0.00 1.00 0.00
#> HP1525301T2D_E19     3  0.6045      0.862 0.00 0.38 0.62
#> HP1526901T2D_C13     3  0.6045      0.862 0.00 0.38 0.62
#> HP1525301T2D_E3      3  0.6045      0.862 0.00 0.38 0.62
#> HP1526901T2D_P23     3  0.6045      0.862 0.00 0.38 0.62
#> HP1526901T2D_I24     3  0.6045      0.862 0.00 0.38 0.62
#> HP1526901T2D_O3      3  0.6045      0.862 0.00 0.38 0.62
#> HP1525301T2D_N21     3  0.6045      0.862 0.00 0.38 0.62
#> HP1526901T2D_B13     3  0.6045      0.862 0.00 0.38 0.62

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                  class entropy silhouette   p1   p2   p3   p4
#> HP1502401_L13        1  0.3037      0.844 0.88 0.02 0.00 0.10
#> HP1504101T2D_B4      2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1504101T2D_B10     2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1504101T2D_G16     2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1504101T2D_A15     2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1504101T2D_M4      2  0.0000      0.945 0.00 1.00 0.00 0.00
#> HP1504101T2D_B22     2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1504101T2D_L13     2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1502401_E5         2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1502401_O1         2  0.2411      0.890 0.04 0.92 0.00 0.04
#> HP1504101T2D_M15     2  0.0000      0.945 0.00 1.00 0.00 0.00
#> HP1504101T2D_N15     1  0.5793      0.394 0.60 0.36 0.00 0.04
#> HP1504101T2D_E1      4  0.0707      0.830 0.00 0.02 0.00 0.98
#> HP1504101T2D_E11     2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1502401_B18        2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1502401_E16        2  0.2411      0.890 0.04 0.92 0.00 0.04
#> HP1504101T2D_F11     2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1502401_F18        2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1504101T2D_I10     2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1502401_C4         2  0.0000      0.945 0.00 1.00 0.00 0.00
#> HP1502401_N23        2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1502401_B15        2  0.2921      0.844 0.00 0.86 0.14 0.00
#> HP1504101T2D_C12     2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1502401_H5         2  0.1211      0.925 0.00 0.96 0.00 0.04
#> HP1502401_N7         2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1504101T2D_A17     2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1504101T2D_E7      2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1504101T2D_G3      2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1504101T2D_L5      2  0.3975      0.753 0.00 0.76 0.00 0.24
#> HP1502401_L4         2  0.4277      0.669 0.00 0.72 0.00 0.28
#> HP1504101T2D_E8      2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1502401_M6         2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1502401_I8         2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1504101T2D_N2      2  0.0000      0.945 0.00 1.00 0.00 0.00
#> HP1504101T2D_J9      2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1504101T2D_E20     2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1504101T2D_D11     2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1504101T2D_M3      2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1508501T2D_B23     4  0.0000      0.836 0.00 0.00 0.00 1.00
#> HP1508501T2D_I15     4  0.0000      0.836 0.00 0.00 0.00 1.00
#> HP1508501T2D_M19     4  0.0707      0.830 0.00 0.02 0.00 0.98
#> HP1508501T2D_L18     4  0.1411      0.828 0.02 0.02 0.00 0.96
#> HP1508501T2D_D5      1  0.1637      0.890 0.94 0.00 0.00 0.06
#> HP1508501T2D_L7      4  0.0000      0.836 0.00 0.00 0.00 1.00
#> HP1508501T2D_E12     1  0.1637      0.890 0.94 0.00 0.00 0.06
#> HP1508501T2D_C13     2  0.3611      0.834 0.08 0.86 0.00 0.06
#> HP1508501T2D_A24     1  0.2647      0.840 0.88 0.00 0.00 0.12
#> HP1508501T2D_K16     3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1508501T2D_K4      1  0.2345      0.857 0.90 0.00 0.00 0.10
#> HP1508501T2D_K20     2  0.5428      0.747 0.00 0.74 0.14 0.12
#> HP1508501T2D_B10     3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1508501T2D_G20     4  0.0707      0.830 0.00 0.02 0.00 0.98
#> HP1508501T2D_M14     4  0.3975      0.608 0.00 0.00 0.24 0.76
#> HP1508501T2D_E8      1  0.4907      0.377 0.58 0.00 0.00 0.42
#> HP1508501T2D_M8      4  0.1211      0.860 0.04 0.00 0.00 0.96
#> HP1508501T2D_F11     3  0.1211      0.956 0.00 0.04 0.96 0.00
#> HP1508501T2D_N11     1  0.1637      0.890 0.94 0.00 0.00 0.06
#> HP1508501T2D_H10     1  0.1637      0.890 0.94 0.00 0.00 0.06
#> HP1508501T2D_J24     2  0.5291      0.731 0.00 0.74 0.18 0.08
#> HP1508501T2D_G4      1  0.1637      0.890 0.94 0.00 0.00 0.06
#> HP1508501T2D_G22     3  0.4277      0.635 0.00 0.28 0.72 0.00
#> HP1506401_I1         3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1506401_G1         4  0.2011      0.875 0.08 0.00 0.00 0.92
#> HP1506401_B22        3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1506401_I14        3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1506401_G8         3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1506401_H12        3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1506401_H14        4  0.3611      0.833 0.08 0.00 0.06 0.86
#> HP1506401_K23        3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1506401_O23        4  0.3821      0.869 0.12 0.00 0.04 0.84
#> HP1506401_H11        3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1506401_J4         4  0.2411      0.850 0.04 0.00 0.04 0.92
#> HP1506401_F14        3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1506401_O6         3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1506401_L14        3  0.1211      0.931 0.00 0.00 0.96 0.04
#> HP1506401_D9         3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1506401_H13        1  0.0707      0.917 0.98 0.00 0.00 0.02
#> HP1506401_I8         4  0.3172      0.863 0.16 0.00 0.00 0.84
#> HP1506401_M6         3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1506401_J16        3  0.0707      0.945 0.00 0.00 0.98 0.02
#> HP1506401_B3         3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1506401_M24        3  0.0000      0.963 0.00 0.00 1.00 0.00
#> HP1506401_H22        4  0.3198      0.867 0.08 0.00 0.04 0.88
#> HP1507101_E2         1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_N9         1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_B3         1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_D20        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_O22        4  0.1637      0.868 0.06 0.00 0.00 0.94
#> HP1507101_N3         4  0.1637      0.821 0.00 0.00 0.06 0.94
#> HP1507101_J9         3  0.1211      0.956 0.00 0.04 0.96 0.00
#> HP1507101_L13        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_L7         1  0.2011      0.856 0.92 0.00 0.00 0.08
#> HP1507101_F22        4  0.3400      0.866 0.18 0.00 0.00 0.82
#> HP1507101_F16        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_P10        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_B23        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_H11        4  0.3801      0.835 0.22 0.00 0.00 0.78
#> HP1507101_I8         1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_L2         1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_D2         4  0.1637      0.868 0.06 0.00 0.00 0.94
#> HP1507101_H14        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_H9         4  0.3801      0.837 0.22 0.00 0.00 0.78
#> HP1507101_J24        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_P11        4  0.3400      0.866 0.18 0.00 0.00 0.82
#> HP1507101_P4         1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_N19        4  0.3400      0.866 0.18 0.00 0.00 0.82
#> HP1507101_E8         1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_J23        4  0.3801      0.837 0.22 0.00 0.00 0.78
#> HP1507101_N18        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_M4         1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_B7         4  0.4522      0.712 0.32 0.00 0.00 0.68
#> HP1507101_H23        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_M14        1  0.1211      0.906 0.96 0.04 0.00 0.00
#> HP1507101_I4         1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_G24        4  0.4624      0.677 0.34 0.00 0.00 0.66
#> HP1507101_D1         1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_I22        1  0.3172      0.749 0.84 0.00 0.00 0.16
#> HP1507101_B1         1  0.2345      0.833 0.90 0.00 0.00 0.10
#> HP1507101_N16        4  0.3400      0.866 0.18 0.00 0.00 0.82
#> HP1507101_F2         1  0.4855      0.131 0.60 0.00 0.00 0.40
#> HP1507101_B14        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_M18        1  0.3801      0.643 0.78 0.00 0.00 0.22
#> HP1507101_D24        4  0.3172      0.872 0.16 0.00 0.00 0.84
#> HP1507101_B13        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_H22        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_F13        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_B19        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_D12        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_L4         3  0.4939      0.702 0.00 0.22 0.74 0.04
#> HP1507101_A18        4  0.3172      0.872 0.16 0.00 0.00 0.84
#> HP1507101_B24        4  0.3975      0.818 0.24 0.00 0.00 0.76
#> HP1507101_B6         1  0.1211      0.897 0.96 0.00 0.00 0.04
#> HP1507101_D15        4  0.1637      0.868 0.06 0.00 0.00 0.94
#> HP1507101_E12        4  0.2345      0.875 0.10 0.00 0.00 0.90
#> HP1507101_H3         1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_L14        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_L6         4  0.1637      0.868 0.06 0.00 0.00 0.94
#> HP1507101_N23        1  0.4977     -0.136 0.54 0.00 0.00 0.46
#> HP1507101_C14        4  0.4624      0.677 0.34 0.00 0.00 0.66
#> HP1507101_D17        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_I24        1  0.1913      0.894 0.94 0.02 0.00 0.04
#> HP1507101_I5         4  0.4994      0.325 0.48 0.00 0.00 0.52
#> HP1507101_J4         4  0.1211      0.860 0.04 0.00 0.00 0.96
#> HP1507101_O11        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_C8         1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1507101_F9         3  0.1211      0.956 0.00 0.04 0.96 0.00
#> HP1509101_A3         4  0.3400      0.866 0.18 0.00 0.00 0.82
#> HP1509101_I14        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1509101_H21        4  0.3172      0.872 0.16 0.00 0.00 0.84
#> HP1509101_L8         1  0.1211      0.903 0.96 0.00 0.00 0.04
#> HP1509101_G24        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1509101_N12        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1509101_L11        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1509101_C12        4  0.4134      0.795 0.26 0.00 0.00 0.74
#> HP1509101_D19        4  0.4277      0.771 0.28 0.00 0.00 0.72
#> HP1509101_J4         1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1509101_H11        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1509101_I21        4  0.1637      0.868 0.06 0.00 0.00 0.94
#> HP1509101_J15        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1509101_P1         4  0.3801      0.837 0.22 0.00 0.00 0.78
#> HP1509101_J20        4  0.1637      0.868 0.06 0.00 0.00 0.94
#> HP1509101_J19        4  0.3400      0.866 0.18 0.00 0.00 0.82
#> HP1509101_O16        4  0.3400      0.866 0.18 0.00 0.00 0.82
#> HP1509101_N20        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1509101_B10        1  0.0000      0.930 1.00 0.00 0.00 0.00
#> HP1509101_J24        1  0.5000     -0.289 0.50 0.00 0.00 0.50
#> HP1504901_J8         2  0.2011      0.896 0.00 0.92 0.00 0.08
#> HP1504901_D24        2  0.0707      0.956 0.00 0.98 0.02 0.00
#> HP1525301T2D_E19     3  0.1211      0.956 0.00 0.04 0.96 0.00
#> HP1526901T2D_C13     3  0.1211      0.956 0.00 0.04 0.96 0.00
#> HP1525301T2D_E3      3  0.1211      0.956 0.00 0.04 0.96 0.00
#> HP1526901T2D_P23     3  0.1211      0.956 0.00 0.04 0.96 0.00
#> HP1526901T2D_I24     3  0.1211      0.956 0.00 0.04 0.96 0.00
#> HP1526901T2D_O3      3  0.1211      0.956 0.00 0.04 0.96 0.00
#> HP1525301T2D_N21     3  0.1211      0.956 0.00 0.04 0.96 0.00
#> HP1526901T2D_B13     3  0.1211      0.956 0.00 0.04 0.96 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)

plot of chunk tab-node-0241-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-0241-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-0241-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-0241-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-0241-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-0241-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-0241-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-0241-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-0241-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-0241-get-signatures-no-scale-1

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

plot of chunk tab-node-0241-get-signatures-no-scale-2

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

plot of chunk tab-node-0241-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-0241-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-0241-dimension-reduction-1

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

plot of chunk tab-node-0241-dimension-reduction-2

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

plot of chunk tab-node-0241-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-0241-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans      176           1.32e-22         6.50e-07     5.02e-15 2
#> ATC:skmeans      162           4.75e-21         2.21e-07     2.67e-13 3
#> ATC:skmeans      170           7.78e-18         9.18e-07     2.58e-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.


Node0242

Parent node: Node024. Child nodes: Node01221-leaf , Node01222-leaf , Node02111 , Node02112 , Node02121 , Node02122 , Node02211 , Node02212-leaf , Node02213-leaf , Node02221 , Node02222 , Node02223-leaf , Node02231-leaf , Node02232-leaf , Node02233-leaf , Node02234-leaf , Node02311-leaf , Node02312 , Node02313-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02331-leaf , Node02332-leaf , Node02411-leaf , Node02412-leaf , Node02421-leaf , Node02422 , Node02423-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .

The object with results only for a single top-value method and a single partitioning method can be extracted as:

res = res_rh["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 11945 rows and 194 columns.
#>   Top rows (1194) 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)

plot of chunk node-0242-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-0242-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 1.000           0.984       0.994          0.501 0.499   0.499
#> 3 3 1.000           0.997       0.999          0.298 0.810   0.635
#> 4 4 0.883           0.913       0.933          0.139 0.901   0.720

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

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

There is also optional best \(k\) = 2 that is worth to check.

Following 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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                  class entropy silhouette   p1   p2
#> HP1504101T2D_K2      2   0.000     0.9874 0.00 1.00
#> HP1504101T2D_F17     2   0.000     0.9874 0.00 1.00
#> HP1502401_H6         2   0.000     0.9874 0.00 1.00
#> HP1504101T2D_O4      2   0.000     0.9874 0.00 1.00
#> HP1502401_D12        2   0.000     0.9874 0.00 1.00
#> HP1502401_M12        2   0.000     0.9874 0.00 1.00
#> HP1504101T2D_C10     2   0.000     0.9874 0.00 1.00
#> HP1504101T2D_N21     2   0.000     0.9874 0.00 1.00
#> HP1504101T2D_K8      2   0.000     0.9874 0.00 1.00
#> HP1504101T2D_F14     2   0.000     0.9874 0.00 1.00
#> HP1504101T2D_H17     2   0.000     0.9874 0.00 1.00
#> HP1502401_H12        1   0.000     1.0000 1.00 0.00
#> HP1504101T2D_D15     2   0.000     0.9874 0.00 1.00
#> HP1504101T2D_H1      2   0.000     0.9874 0.00 1.00
#> HP1502401_C7         1   0.000     1.0000 1.00 0.00
#> HP1504101T2D_G8      2   0.000     0.9874 0.00 1.00
#> HP1502401_E9         2   0.000     0.9874 0.00 1.00
#> HP1502401_B8         2   0.000     0.9874 0.00 1.00
#> AZ_C11               2   0.000     0.9874 0.00 1.00
#> AZ_B10               2   0.000     0.9874 0.00 1.00
#> AZ_C10               1   0.000     1.0000 1.00 0.00
#> AZ_D5                2   0.000     0.9874 0.00 1.00
#> AZ_C4                1   0.000     1.0000 1.00 0.00
#> HP1508501T2D_F3      1   0.000     1.0000 1.00 0.00
#> HP1508501T2D_C8      2   0.000     0.9874 0.00 1.00
#> HP1508501T2D_C4      1   0.000     1.0000 1.00 0.00
#> HP1508501T2D_J18     2   0.000     0.9874 0.00 1.00
#> HP1508501T2D_B16     1   0.000     1.0000 1.00 0.00
#> HP1506401_F12        1   0.000     1.0000 1.00 0.00
#> HP1506401_F24        1   0.000     1.0000 1.00 0.00
#> HP1506401_J17        1   0.000     1.0000 1.00 0.00
#> HP1506401_I23        1   0.000     1.0000 1.00 0.00
#> HP1506401_O11        1   0.000     1.0000 1.00 0.00
#> HP1506401_P12        1   0.000     1.0000 1.00 0.00
#> HP1506401_E16        2   0.000     0.9874 0.00 1.00
#> HP1506401_F11        1   0.000     1.0000 1.00 0.00
#> HP1506401_A24        1   0.000     1.0000 1.00 0.00
#> HP1506401_G11        2   0.000     0.9874 0.00 1.00
#> HP1506401_D13        1   0.000     1.0000 1.00 0.00
#> HP1506401_C8         1   0.000     1.0000 1.00 0.00
#> HP1506401_F9         1   0.000     1.0000 1.00 0.00
#> HP1506401_I12        1   0.000     1.0000 1.00 0.00
#> HP1506401_G12        1   0.000     1.0000 1.00 0.00
#> HP1506401_B11        1   0.000     1.0000 1.00 0.00
#> HP1507101_D6         1   0.000     1.0000 1.00 0.00
#> HP1507101_P2         1   0.000     1.0000 1.00 0.00
#> HP1507101_H4         1   0.000     1.0000 1.00 0.00
#> HP1507101_D3         1   0.000     1.0000 1.00 0.00
#> HP1507101_I12        1   0.000     1.0000 1.00 0.00
#> HP1507101_F10        2   0.000     0.9874 0.00 1.00
#> HP1507101_H10        1   0.000     1.0000 1.00 0.00
#> HP1507101_N6         1   0.000     1.0000 1.00 0.00
#> HP1507101_J20        1   0.000     1.0000 1.00 0.00
#> HP1507101_O9         1   0.000     1.0000 1.00 0.00
#> HP1507101_I18        1   0.000     1.0000 1.00 0.00
#> HP1507101_H17        1   0.000     1.0000 1.00 0.00
#> HP1507101_O19        1   0.000     1.0000 1.00 0.00
#> HP1507101_B5         1   0.000     1.0000 1.00 0.00
#> HP1507101_F4         1   0.000     1.0000 1.00 0.00
#> HP1507101_F12        1   0.000     1.0000 1.00 0.00
#> HP1507101_O8         1   0.000     1.0000 1.00 0.00
#> HP1509101_C1         1   0.000     1.0000 1.00 0.00
#> HP1509101_P12        2   0.000     0.9874 0.00 1.00
#> HP1509101_P7         1   0.000     1.0000 1.00 0.00
#> HP1509101_E22        1   0.000     1.0000 1.00 0.00
#> HP1504901_J4         2   0.000     0.9874 0.00 1.00
#> HP1504901_E10        2   0.795     0.6848 0.24 0.76
#> HP1504901_M21        2   0.000     0.9874 0.00 1.00
#> HP1525301T2D_D19     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_K12     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_A20     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_A10     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_B6      2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_P9      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_E11     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_H18     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_C19     2   0.000     0.9874 0.00 1.00
#> HP1525301T2D_N3      1   0.000     1.0000 1.00 0.00
#> HP1525301T2D_I6      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_G21     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_H24     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_J22     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_A1      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_K11     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_G17     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_L1      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_M19     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_A16     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_B4      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_K3      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_O15     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_J21     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_J5      1   0.000     1.0000 1.00 0.00
#> HP1525301T2D_F23     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_L4      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_L14     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_I10     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_G23     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_P22     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_H20     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_L7      2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_N12     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_F5      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_K24     2   0.000     0.9874 0.00 1.00
#> HP1525301T2D_M7      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_O24     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_O14     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_E20     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_C3      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_N13     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_D19     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_B18     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_A4      2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_G1      2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_L5      2   1.000     0.0162 0.50 0.50
#> HP1526901T2D_A23     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_K22     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_F17     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_N3      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_K23     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_O1      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_O17     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_K20     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_A2      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_H22     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_G2      2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_I20     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_N18     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_O9      2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_H16     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_K21     2   0.000     0.9874 0.00 1.00
#> HP1525301T2D_L14     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_N20     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_B9      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_L24     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_H4      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_A22     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_M24     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_L3      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_A15     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_D10     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_J20     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_J1      2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_B1      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_A19     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_C15     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_I19     2   0.000     0.9874 0.00 1.00
#> HP1525301T2D_H10     2   0.971     0.3436 0.40 0.60
#> HP1526901T2D_B7      2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_I13     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_O7      2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_I3      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_M2      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_H14     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_E21     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_E2      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_I5      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_M13     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_E3      2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_F12     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_C17     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_C11     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_O10     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_E19     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_I11     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_L12     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_H10     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_M22     2   0.000     0.9874 0.00 1.00
#> HP1525301T2D_M17     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_F23     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_G19     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_L6      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_D21     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_C10     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_C1      2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_E5      2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_G4      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_G9      2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_I22     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_O8      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_H3      2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_J17     2   0.000     0.9874 0.00 1.00
#> HP1525301T2D_M14     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_A5      1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_F18     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_A14     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_A13     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_B10     1   0.000     1.0000 1.00 0.00
#> HP1526901T2D_N19     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_M3      2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_I18     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_N16     2   0.000     0.9874 0.00 1.00
#> HP1526901T2D_F7      2   0.000     0.9874 0.00 1.00
#> HP1525301T2D_J10     2   0.000     0.9874 0.00 1.00

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                  class entropy silhouette   p1   p2   p3
#> HP1504101T2D_K2      2  0.0000      0.997 0.00 1.00 0.00
#> HP1504101T2D_F17     2  0.0000      0.997 0.00 1.00 0.00
#> HP1502401_H6         2  0.0000      0.997 0.00 1.00 0.00
#> HP1504101T2D_O4      2  0.0000      0.997 0.00 1.00 0.00
#> HP1502401_D12        2  0.0000      0.997 0.00 1.00 0.00
#> HP1502401_M12        3  0.0000      1.000 0.00 0.00 1.00
#> HP1504101T2D_C10     2  0.0000      0.997 0.00 1.00 0.00
#> HP1504101T2D_N21     2  0.0000      0.997 0.00 1.00 0.00
#> HP1504101T2D_K8      2  0.0000      0.997 0.00 1.00 0.00
#> HP1504101T2D_F14     2  0.0000      0.997 0.00 1.00 0.00
#> HP1504101T2D_H17     2  0.0892      0.976 0.02 0.98 0.00
#> HP1502401_H12        3  0.0000      1.000 0.00 0.00 1.00
#> HP1504101T2D_D15     2  0.0000      0.997 0.00 1.00 0.00
#> HP1504101T2D_H1      2  0.0000      0.997 0.00 1.00 0.00
#> HP1502401_C7         3  0.0000      1.000 0.00 0.00 1.00
#> HP1504101T2D_G8      2  0.0000      0.997 0.00 1.00 0.00
#> HP1502401_E9         2  0.0000      0.997 0.00 1.00 0.00
#> HP1502401_B8         2  0.0000      0.997 0.00 1.00 0.00
#> AZ_C11               2  0.0000      0.997 0.00 1.00 0.00
#> AZ_B10               2  0.0000      0.997 0.00 1.00 0.00
#> AZ_C10               3  0.0000      1.000 0.00 0.00 1.00
#> AZ_D5                2  0.0000      0.997 0.00 1.00 0.00
#> AZ_C4                3  0.0000      1.000 0.00 0.00 1.00
#> HP1508501T2D_F3      3  0.0000      1.000 0.00 0.00 1.00
#> HP1508501T2D_C8      2  0.0000      0.997 0.00 1.00 0.00
#> HP1508501T2D_C4      3  0.0000      1.000 0.00 0.00 1.00
#> HP1508501T2D_J18     2  0.0892      0.977 0.00 0.98 0.02
#> HP1508501T2D_B16     3  0.0000      1.000 0.00 0.00 1.00
#> HP1506401_F12        3  0.0000      1.000 0.00 0.00 1.00
#> HP1506401_F24        3  0.0000      1.000 0.00 0.00 1.00
#> HP1506401_J17        3  0.0000      1.000 0.00 0.00 1.00
#> HP1506401_I23        3  0.0000      1.000 0.00 0.00 1.00
#> HP1506401_O11        3  0.0000      1.000 0.00 0.00 1.00
#> HP1506401_P12        3  0.0000      1.000 0.00 0.00 1.00
#> HP1506401_E16        3  0.0000      1.000 0.00 0.00 1.00
#> HP1506401_F11        3  0.0000      1.000 0.00 0.00 1.00
#> HP1506401_A24        3  0.0000      1.000 0.00 0.00 1.00
#> HP1506401_G11        3  0.0000      1.000 0.00 0.00 1.00
#> HP1506401_D13        3  0.0000      1.000 0.00 0.00 1.00
#> HP1506401_C8         3  0.0000      1.000 0.00 0.00 1.00
#> HP1506401_F9         3  0.0000      1.000 0.00 0.00 1.00
#> HP1506401_I12        3  0.0000      1.000 0.00 0.00 1.00
#> HP1506401_G12        3  0.0000      1.000 0.00 0.00 1.00
#> HP1506401_B11        3  0.0000      1.000 0.00 0.00 1.00
#> HP1507101_D6         3  0.0000      1.000 0.00 0.00 1.00
#> HP1507101_P2         3  0.0000      1.000 0.00 0.00 1.00
#> HP1507101_H4         3  0.0000      1.000 0.00 0.00 1.00
#> HP1507101_D3         3  0.0000      1.000 0.00 0.00 1.00
#> HP1507101_I12        3  0.0000      1.000 0.00 0.00 1.00
#> HP1507101_F10        3  0.0892      0.978 0.00 0.02 0.98
#> HP1507101_H10        3  0.0000      1.000 0.00 0.00 1.00
#> HP1507101_N6         3  0.0000      1.000 0.00 0.00 1.00
#> HP1507101_J20        3  0.0000      1.000 0.00 0.00 1.00
#> HP1507101_O9         3  0.0000      1.000 0.00 0.00 1.00
#> HP1507101_I18        3  0.0000      1.000 0.00 0.00 1.00
#> HP1507101_H17        3  0.0000      1.000 0.00 0.00 1.00
#> HP1507101_O19        3  0.0000      1.000 0.00 0.00 1.00
#> HP1507101_B5         3  0.0000      1.000 0.00 0.00 1.00
#> HP1507101_F4         3  0.0000      1.000 0.00 0.00 1.00
#> HP1507101_F12        3  0.0000      1.000 0.00 0.00 1.00
#> HP1507101_O8         3  0.0000      1.000 0.00 0.00 1.00
#> HP1509101_C1         3  0.0000      1.000 0.00 0.00 1.00
#> HP1509101_P12        3  0.0000      1.000 0.00 0.00 1.00
#> HP1509101_P7         3  0.0000      1.000 0.00 0.00 1.00
#> HP1509101_E22        3  0.0000      1.000 0.00 0.00 1.00
#> HP1504901_J4         2  0.0000      0.997 0.00 1.00 0.00
#> HP1504901_E10        1  0.0000      1.000 1.00 0.00 0.00
#> HP1504901_M21        2  0.0000      0.997 0.00 1.00 0.00
#> HP1525301T2D_D19     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_K12     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_A20     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_A10     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_B6      2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_P9      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_E11     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_H18     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_C19     2  0.0000      0.997 0.00 1.00 0.00
#> HP1525301T2D_N3      1  0.0000      1.000 1.00 0.00 0.00
#> HP1525301T2D_I6      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_G21     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_H24     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_J22     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_A1      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_K11     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_G17     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_L1      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_M19     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_A16     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_B4      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_K3      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_O15     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_J21     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_J5      1  0.0000      1.000 1.00 0.00 0.00
#> HP1525301T2D_F23     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_L4      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_L14     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_I10     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_G23     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_P22     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_H20     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_L7      2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_N12     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_F5      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_K24     2  0.0000      0.997 0.00 1.00 0.00
#> HP1525301T2D_M7      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_O24     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_O14     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_E20     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_C3      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_N13     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_D19     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_B18     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_A4      2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_G1      2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_L5      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_A23     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_K22     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_F17     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_N3      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_K23     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_O1      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_O17     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_K20     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_A2      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_H22     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_G2      2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_I20     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_N18     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_O9      2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_H16     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_K21     2  0.0000      0.997 0.00 1.00 0.00
#> HP1525301T2D_L14     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_N20     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_B9      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_L24     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_H4      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_A22     2  0.4796      0.718 0.22 0.78 0.00
#> HP1526901T2D_M24     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_L3      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_A15     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_D10     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_J20     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_J1      2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_B1      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_A19     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_C15     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_I19     2  0.0000      0.997 0.00 1.00 0.00
#> HP1525301T2D_H10     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_B7      2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_I13     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_O7      2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_I3      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_M2      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_H14     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_E21     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_E2      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_I5      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_M13     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_E3      2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_F12     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_C17     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_C11     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_O10     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_E19     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_I11     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_L12     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_H10     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_M22     2  0.0000      0.997 0.00 1.00 0.00
#> HP1525301T2D_M17     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_F23     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_G19     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_L6      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_D21     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_C10     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_C1      2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_E5      2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_G4      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_G9      2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_I22     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_O8      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_H3      2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_J17     2  0.0000      0.997 0.00 1.00 0.00
#> HP1525301T2D_M14     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_A5      1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_F18     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_A14     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_A13     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_B10     1  0.0000      1.000 1.00 0.00 0.00
#> HP1526901T2D_N19     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_M3      2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_I18     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_N16     2  0.0000      0.997 0.00 1.00 0.00
#> HP1526901T2D_F7      2  0.0000      0.997 0.00 1.00 0.00
#> HP1525301T2D_J10     2  0.0000      0.997 0.00 1.00 0.00

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                  class entropy silhouette   p1   p2   p3   p4
#> HP1504101T2D_K2      4   0.398      0.734 0.00 0.24 0.00 0.76
#> HP1504101T2D_F17     2   0.413      0.406 0.00 0.74 0.00 0.26
#> HP1502401_H6         2   0.000      0.749 0.00 1.00 0.00 0.00
#> HP1504101T2D_O4      4   0.398      0.734 0.00 0.24 0.00 0.76
#> HP1502401_D12        2   0.000      0.749 0.00 1.00 0.00 0.00
#> HP1502401_M12        3   0.413      0.757 0.00 0.26 0.74 0.00
#> HP1504101T2D_C10     2   0.000      0.749 0.00 1.00 0.00 0.00
#> HP1504101T2D_N21     2   0.000      0.749 0.00 1.00 0.00 0.00
#> HP1504101T2D_K8      4   0.398      0.734 0.00 0.24 0.00 0.76
#> HP1504101T2D_F14     4   0.398      0.734 0.00 0.24 0.00 0.76
#> HP1504101T2D_H17     4   0.413      0.722 0.00 0.26 0.00 0.74
#> HP1502401_H12        3   0.398      0.776 0.00 0.24 0.76 0.00
#> HP1504101T2D_D15     4   0.398      0.734 0.00 0.24 0.00 0.76
#> HP1504101T2D_H1      4   0.398      0.734 0.00 0.24 0.00 0.76
#> HP1502401_C7         3   0.398      0.776 0.00 0.24 0.76 0.00
#> HP1504101T2D_G8      4   0.398      0.734 0.00 0.24 0.00 0.76
#> HP1502401_E9         2   0.000      0.749 0.00 1.00 0.00 0.00
#> HP1502401_B8         2   0.000      0.749 0.00 1.00 0.00 0.00
#> AZ_C11               2   0.000      0.749 0.00 1.00 0.00 0.00
#> AZ_B10               2   0.000      0.749 0.00 1.00 0.00 0.00
#> AZ_C10               3   0.398      0.776 0.00 0.24 0.76 0.00
#> AZ_D5                2   0.000      0.749 0.00 1.00 0.00 0.00
#> AZ_C4                3   0.398      0.776 0.00 0.24 0.76 0.00
#> HP1508501T2D_F3      3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1508501T2D_C8      2   0.000      0.749 0.00 1.00 0.00 0.00
#> HP1508501T2D_C4      3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1508501T2D_J18     2   0.428      0.504 0.00 0.78 0.02 0.20
#> HP1508501T2D_B16     3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1506401_F12        3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1506401_F24        3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1506401_J17        3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1506401_I23        3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1506401_O11        3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1506401_P12        3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1506401_E16        3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1506401_F11        3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1506401_A24        3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1506401_G11        3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1506401_D13        3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1506401_C8         3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1506401_F9         3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1506401_I12        3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1506401_G12        3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1506401_B11        3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_D6         3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_P2         3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_H4         3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_D3         3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_I12        3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_F10        3   0.473      0.793 0.00 0.16 0.78 0.06
#> HP1507101_H10        3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_N6         3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_J20        3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_O9         3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_I18        3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_H17        3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_O19        3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_B5         3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_F4         3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_F12        3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1507101_O8         3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1509101_C1         3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1509101_P12        3   0.317      0.846 0.00 0.16 0.84 0.00
#> HP1509101_P7         3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1509101_E22        3   0.000      0.966 0.00 0.00 1.00 0.00
#> HP1504901_J4         2   0.000      0.749 0.00 1.00 0.00 0.00
#> HP1504901_E10        1   0.265      0.872 0.88 0.12 0.00 0.00
#> HP1504901_M21        2   0.000      0.749 0.00 1.00 0.00 0.00
#> HP1525301T2D_D19     2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_K12     4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1526901T2D_A20     4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1526901T2D_A10     2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_B6      2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_P9      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_E11     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_H18     2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_C19     4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1525301T2D_N3      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1525301T2D_I6      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_G21     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_H24     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_J22     2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_A1      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_K11     4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1526901T2D_G17     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_L1      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_M19     2   0.491      0.624 0.00 0.58 0.00 0.42
#> HP1526901T2D_A16     2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_B4      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_K3      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_O15     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_J21     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_J5      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1525301T2D_F23     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_L4      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_L14     4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1526901T2D_I10     2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_G23     2   0.485      0.662 0.00 0.60 0.00 0.40
#> HP1526901T2D_P22     2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_H20     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_L7      4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1526901T2D_N12     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_F5      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_K24     4   0.121      0.877 0.00 0.04 0.00 0.96
#> HP1525301T2D_M7      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_O24     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_O14     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_E20     2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_C3      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_N13     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_D19     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_B18     2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_A4      2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_G1      4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1526901T2D_L5      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_A23     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_K22     2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_F17     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_N3      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_K23     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_O1      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_O17     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_K20     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_A2      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_H22     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_G2      2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_I20     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_N18     4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1526901T2D_O9      2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_H16     4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1526901T2D_K21     4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1525301T2D_L14     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_N20     4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1526901T2D_B9      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_L24     2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_H4      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_A22     4   0.121      0.878 0.04 0.00 0.00 0.96
#> HP1526901T2D_M24     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_L3      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_A15     4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1526901T2D_D10     4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1526901T2D_J20     2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_J1      2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_B1      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_A19     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_C15     2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_I19     2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1525301T2D_H10     2   0.471      0.448 0.36 0.64 0.00 0.00
#> HP1526901T2D_B7      2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_I13     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_O7      2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_I3      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_M2      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_H14     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_E21     2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_E2      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_I5      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_M13     4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1526901T2D_E3      4   0.201      0.823 0.00 0.08 0.00 0.92
#> HP1526901T2D_F12     4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1526901T2D_C17     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_C11     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_O10     4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1526901T2D_E19     2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_I11     2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_L12     4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1526901T2D_H10     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_M22     4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1525301T2D_M17     2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_F23     2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_G19     4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1526901T2D_L6      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_D21     2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_C10     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_C1      2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_E5      4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1526901T2D_G4      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_G9      4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1526901T2D_I22     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_O8      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_H3      4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1526901T2D_J17     4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1525301T2D_M14     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_A5      1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_F18     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_A14     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_A13     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_B10     1   0.000      0.998 1.00 0.00 0.00 0.00
#> HP1526901T2D_N19     4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1526901T2D_M3      4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1526901T2D_I18     2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_N16     2   0.398      0.874 0.00 0.76 0.00 0.24
#> HP1526901T2D_F7      4   0.000      0.920 0.00 0.00 0.00 1.00
#> HP1525301T2D_J10     2   0.398      0.874 0.00 0.76 0.00 0.24

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

consensus_heatmap(res, k = 2)

plot of chunk tab-node-0242-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-0242-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-0242-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-0242-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-0242-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-0242-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-0242-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-0242-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-0242-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-0242-get-signatures-no-scale-1

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

plot of chunk tab-node-0242-get-signatures-no-scale-2

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

plot of chunk tab-node-0242-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-0242-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-0242-dimension-reduction-1

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

plot of chunk tab-node-0242-dimension-reduction-2

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

plot of chunk tab-node-0242-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-0242-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans      192           7.04e-37         3.87e-03     1.03e-02 2
#> ATC:skmeans      194           8.63e-33         9.04e-30     1.31e-17 3
#> ATC:skmeans      192           4.90e-62         2.52e-29     8.73e-20 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.


Node02422

Parent node: Node0242. Child nodes: Node021111-leaf , Node021112-leaf , Node021121-leaf , Node021122-leaf , Node021123-leaf , Node021211-leaf , Node021212-leaf , Node021213-leaf , Node021221-leaf , Node021222-leaf , Node021223-leaf , Node022111-leaf , Node022112-leaf , Node022113-leaf , Node022114-leaf , Node022211-leaf , Node022212-leaf , Node022213-leaf , Node022221-leaf , Node022222-leaf , Node022223-leaf , Node022224-leaf , Node023121-leaf , Node023122-leaf , Node023123-leaf , Node024221-leaf , Node024222-leaf , Node024223-leaf .

The object with results only for a single top-value method and a single partitioning method can be extracted as:

res = res_rh["02422"]

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 11744 rows and 84 columns.
#>   Top rows (1116) 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)

plot of chunk node-02422-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-02422-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 1.000           0.990       0.995          0.495 0.504   0.504
#> 3 3 1.000           0.988       0.994          0.327 0.767   0.569
#> 4 4 0.935           0.945       0.961          0.134 0.908   0.733

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                  class entropy silhouette   p1   p2
#> HP1504101T2D_K2      2   0.000      0.990 0.00 1.00
#> HP1504101T2D_F17     2   0.760      0.723 0.22 0.78
#> HP1502401_H6         1   0.000      1.000 1.00 0.00
#> HP1504101T2D_O4      2   0.000      0.990 0.00 1.00
#> HP1502401_D12        1   0.000      1.000 1.00 0.00
#> HP1504101T2D_C10     1   0.000      1.000 1.00 0.00
#> HP1504101T2D_N21     1   0.000      1.000 1.00 0.00
#> HP1504101T2D_K8      2   0.000      0.990 0.00 1.00
#> HP1504101T2D_F14     2   0.000      0.990 0.00 1.00
#> HP1504101T2D_H17     2   0.000      0.990 0.00 1.00
#> HP1504101T2D_D15     2   0.000      0.990 0.00 1.00
#> HP1504101T2D_H1      2   0.000      0.990 0.00 1.00
#> HP1504101T2D_G8      2   0.000      0.990 0.00 1.00
#> HP1502401_E9         1   0.000      1.000 1.00 0.00
#> HP1502401_B8         1   0.000      1.000 1.00 0.00
#> AZ_C11               1   0.000      1.000 1.00 0.00
#> AZ_B10               1   0.000      1.000 1.00 0.00
#> AZ_D5                1   0.000      1.000 1.00 0.00
#> HP1508501T2D_C8      1   0.000      1.000 1.00 0.00
#> HP1508501T2D_J18     1   0.000      1.000 1.00 0.00
#> HP1504901_J4         1   0.000      1.000 1.00 0.00
#> HP1504901_M21        1   0.000      1.000 1.00 0.00
#> HP1525301T2D_D19     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_K12     2   0.000      0.990 0.00 1.00
#> HP1526901T2D_A20     2   0.000      0.990 0.00 1.00
#> HP1526901T2D_A10     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_B6      1   0.000      1.000 1.00 0.00
#> HP1526901T2D_H18     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_C19     2   0.000      0.990 0.00 1.00
#> HP1526901T2D_J22     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_K11     2   0.000      0.990 0.00 1.00
#> HP1526901T2D_M19     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_A16     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_L14     2   0.000      0.990 0.00 1.00
#> HP1526901T2D_I10     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_G23     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_P22     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_L7      2   0.000      0.990 0.00 1.00
#> HP1526901T2D_K24     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_E20     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_B18     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_A4      1   0.000      1.000 1.00 0.00
#> HP1526901T2D_G1      2   0.000      0.990 0.00 1.00
#> HP1526901T2D_K22     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_G2      1   0.000      1.000 1.00 0.00
#> HP1526901T2D_N18     2   0.000      0.990 0.00 1.00
#> HP1526901T2D_O9      1   0.000      1.000 1.00 0.00
#> HP1526901T2D_H16     2   0.000      0.990 0.00 1.00
#> HP1526901T2D_K21     2   0.000      0.990 0.00 1.00
#> HP1526901T2D_N20     2   0.000      0.990 0.00 1.00
#> HP1526901T2D_L24     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_A22     2   0.584      0.839 0.14 0.86
#> HP1526901T2D_A15     2   0.000      0.990 0.00 1.00
#> HP1526901T2D_D10     2   0.000      0.990 0.00 1.00
#> HP1526901T2D_J20     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_J1      1   0.000      1.000 1.00 0.00
#> HP1526901T2D_C15     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_I19     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_B7      1   0.000      1.000 1.00 0.00
#> HP1526901T2D_O7      1   0.000      1.000 1.00 0.00
#> HP1526901T2D_E21     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_M13     2   0.000      0.990 0.00 1.00
#> HP1526901T2D_E3      1   0.141      0.979 0.98 0.02
#> HP1526901T2D_F12     2   0.000      0.990 0.00 1.00
#> HP1526901T2D_O10     2   0.000      0.990 0.00 1.00
#> HP1526901T2D_E19     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_I11     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_L12     2   0.000      0.990 0.00 1.00
#> HP1526901T2D_M22     2   0.000      0.990 0.00 1.00
#> HP1525301T2D_M17     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_F23     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_G19     2   0.000      0.990 0.00 1.00
#> HP1526901T2D_D21     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_C1      1   0.000      1.000 1.00 0.00
#> HP1526901T2D_E5      2   0.000      0.990 0.00 1.00
#> HP1526901T2D_G9      2   0.000      0.990 0.00 1.00
#> HP1526901T2D_H3      2   0.000      0.990 0.00 1.00
#> HP1526901T2D_J17     2   0.000      0.990 0.00 1.00
#> HP1526901T2D_N19     2   0.000      0.990 0.00 1.00
#> HP1526901T2D_M3      2   0.000      0.990 0.00 1.00
#> HP1526901T2D_I18     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_N16     1   0.000      1.000 1.00 0.00
#> HP1526901T2D_F7      2   0.000      0.990 0.00 1.00
#> HP1525301T2D_J10     1   0.000      1.000 1.00 0.00

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                  class entropy silhouette   p1   p2   p3
#> HP1504101T2D_K2      3   0.369      0.834 0.00 0.14 0.86
#> HP1504101T2D_F17     3   0.000      0.992 0.00 0.00 1.00
#> HP1502401_H6         3   0.000      0.992 0.00 0.00 1.00
#> HP1504101T2D_O4      3   0.000      0.992 0.00 0.00 1.00
#> HP1502401_D12        3   0.000      0.992 0.00 0.00 1.00
#> HP1504101T2D_C10     3   0.000      0.992 0.00 0.00 1.00
#> HP1504101T2D_N21     3   0.000      0.992 0.00 0.00 1.00
#> HP1504101T2D_K8      2   0.369      0.840 0.00 0.86 0.14
#> HP1504101T2D_F14     3   0.000      0.992 0.00 0.00 1.00
#> HP1504101T2D_H17     3   0.000      0.992 0.00 0.00 1.00
#> HP1504101T2D_D15     3   0.000      0.992 0.00 0.00 1.00
#> HP1504101T2D_H1      3   0.000      0.992 0.00 0.00 1.00
#> HP1504101T2D_G8      2   0.254      0.912 0.00 0.92 0.08
#> HP1502401_E9         3   0.000      0.992 0.00 0.00 1.00
#> HP1502401_B8         3   0.000      0.992 0.00 0.00 1.00
#> AZ_C11               3   0.000      0.992 0.00 0.00 1.00
#> AZ_B10               3   0.000      0.992 0.00 0.00 1.00
#> AZ_D5                3   0.000      0.992 0.00 0.00 1.00
#> HP1508501T2D_C8      3   0.000      0.992 0.00 0.00 1.00
#> HP1508501T2D_J18     3   0.000      0.992 0.00 0.00 1.00
#> HP1504901_J4         3   0.000      0.992 0.00 0.00 1.00
#> HP1504901_M21        3   0.000      0.992 0.00 0.00 1.00
#> HP1525301T2D_D19     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_K12     2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_A20     2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_A10     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_B6      1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_H18     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_C19     2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_J22     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_K11     2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_M19     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_A16     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_L14     2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_I10     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_G23     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_P22     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_L7      2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_K24     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_E20     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_B18     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_A4      1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_G1      2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_K22     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_G2      1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_N18     2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_O9      1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_H16     2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_K21     2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_N20     2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_L24     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_A22     1   0.334      0.862 0.88 0.12 0.00
#> HP1526901T2D_A15     2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_D10     2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_J20     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_J1      1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_C15     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_I19     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_B7      1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_O7      1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_E21     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_M13     2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_E3      1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_F12     2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_O10     2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_E19     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_I11     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_L12     2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_M22     2   0.000      0.992 0.00 1.00 0.00
#> HP1525301T2D_M17     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_F23     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_G19     2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_D21     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_C1      1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_E5      2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_G9      2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_H3      2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_J17     2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_N19     2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_M3      2   0.000      0.992 0.00 1.00 0.00
#> HP1526901T2D_I18     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_N16     1   0.000      0.996 1.00 0.00 0.00
#> HP1526901T2D_F7      2   0.000      0.992 0.00 1.00 0.00
#> HP1525301T2D_J10     1   0.000      0.996 1.00 0.00 0.00

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                  class entropy silhouette   p1   p2   p3   p4
#> HP1504101T2D_K2      3   0.473      0.780 0.00 0.16 0.78 0.06
#> HP1504101T2D_F17     3   0.164      0.951 0.00 0.00 0.94 0.06
#> HP1502401_H6         3   0.000      0.965 0.00 0.00 1.00 0.00
#> HP1504101T2D_O4      3   0.164      0.951 0.00 0.00 0.94 0.06
#> HP1502401_D12        3   0.000      0.965 0.00 0.00 1.00 0.00
#> HP1504101T2D_C10     3   0.000      0.965 0.00 0.00 1.00 0.00
#> HP1504101T2D_N21     3   0.000      0.965 0.00 0.00 1.00 0.00
#> HP1504101T2D_K8      2   0.564      0.565 0.00 0.68 0.26 0.06
#> HP1504101T2D_F14     3   0.164      0.951 0.00 0.00 0.94 0.06
#> HP1504101T2D_H17     3   0.164      0.951 0.00 0.00 0.94 0.06
#> HP1504101T2D_D15     3   0.164      0.951 0.00 0.00 0.94 0.06
#> HP1504101T2D_H1      3   0.164      0.951 0.00 0.00 0.94 0.06
#> HP1504101T2D_G8      2   0.495      0.708 0.00 0.76 0.18 0.06
#> HP1502401_E9         3   0.000      0.965 0.00 0.00 1.00 0.00
#> HP1502401_B8         3   0.000      0.965 0.00 0.00 1.00 0.00
#> AZ_C11               3   0.000      0.965 0.00 0.00 1.00 0.00
#> AZ_B10               3   0.000      0.965 0.00 0.00 1.00 0.00
#> AZ_D5                3   0.000      0.965 0.00 0.00 1.00 0.00
#> HP1508501T2D_C8      3   0.164      0.924 0.00 0.00 0.94 0.06
#> HP1508501T2D_J18     3   0.000      0.965 0.00 0.00 1.00 0.00
#> HP1504901_J4         3   0.000      0.965 0.00 0.00 1.00 0.00
#> HP1504901_M21        3   0.234      0.877 0.10 0.00 0.90 0.00
#> HP1525301T2D_D19     1   0.000      0.974 1.00 0.00 0.00 0.00
#> HP1526901T2D_K12     2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_A20     2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_A10     1   0.000      0.974 1.00 0.00 0.00 0.00
#> HP1526901T2D_B6      1   0.000      0.974 1.00 0.00 0.00 0.00
#> HP1526901T2D_H18     4   0.164      0.956 0.06 0.00 0.00 0.94
#> HP1526901T2D_C19     2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_J22     4   0.164      0.956 0.06 0.00 0.00 0.94
#> HP1526901T2D_K11     2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_M19     4   0.164      0.956 0.06 0.00 0.00 0.94
#> HP1526901T2D_A16     4   0.361      0.859 0.20 0.00 0.00 0.80
#> HP1526901T2D_L14     2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_I10     4   0.201      0.952 0.08 0.00 0.00 0.92
#> HP1526901T2D_G23     4   0.164      0.956 0.06 0.00 0.00 0.94
#> HP1526901T2D_P22     1   0.000      0.974 1.00 0.00 0.00 0.00
#> HP1526901T2D_L7      2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_K24     4   0.164      0.956 0.06 0.00 0.00 0.94
#> HP1526901T2D_E20     1   0.000      0.974 1.00 0.00 0.00 0.00
#> HP1526901T2D_B18     1   0.164      0.910 0.94 0.00 0.00 0.06
#> HP1526901T2D_A4      4   0.340      0.882 0.18 0.00 0.00 0.82
#> HP1526901T2D_G1      2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_K22     4   0.164      0.956 0.06 0.00 0.00 0.94
#> HP1526901T2D_G2      1   0.000      0.974 1.00 0.00 0.00 0.00
#> HP1526901T2D_N18     2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_O9      1   0.000      0.974 1.00 0.00 0.00 0.00
#> HP1526901T2D_H16     2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_K21     2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_N20     2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_L24     4   0.234      0.944 0.10 0.00 0.00 0.90
#> HP1526901T2D_A22     4   0.191      0.935 0.04 0.02 0.00 0.94
#> HP1526901T2D_A15     2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_D10     2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_J20     1   0.000      0.974 1.00 0.00 0.00 0.00
#> HP1526901T2D_J1      4   0.361      0.859 0.20 0.00 0.00 0.80
#> HP1526901T2D_C15     1   0.000      0.974 1.00 0.00 0.00 0.00
#> HP1526901T2D_I19     1   0.000      0.974 1.00 0.00 0.00 0.00
#> HP1526901T2D_B7      1   0.000      0.974 1.00 0.00 0.00 0.00
#> HP1526901T2D_O7      1   0.000      0.974 1.00 0.00 0.00 0.00
#> HP1526901T2D_E21     1   0.000      0.974 1.00 0.00 0.00 0.00
#> HP1526901T2D_M13     2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_E3      4   0.164      0.956 0.06 0.00 0.00 0.94
#> HP1526901T2D_F12     2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_O10     2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_E19     4   0.292      0.918 0.14 0.00 0.00 0.86
#> HP1526901T2D_I11     1   0.000      0.974 1.00 0.00 0.00 0.00
#> HP1526901T2D_L12     2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_M22     2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1525301T2D_M17     1   0.000      0.974 1.00 0.00 0.00 0.00
#> HP1526901T2D_F23     1   0.471      0.314 0.64 0.00 0.00 0.36
#> HP1526901T2D_G19     2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_D21     1   0.000      0.974 1.00 0.00 0.00 0.00
#> HP1526901T2D_C1      1   0.000      0.974 1.00 0.00 0.00 0.00
#> HP1526901T2D_E5      2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_G9      2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_H3      2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_J17     2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_N19     2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_M3      2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1526901T2D_I18     4   0.234      0.944 0.10 0.00 0.00 0.90
#> HP1526901T2D_N16     4   0.164      0.956 0.06 0.00 0.00 0.94
#> HP1526901T2D_F7      2   0.000      0.979 0.00 1.00 0.00 0.00
#> HP1525301T2D_J10     1   0.000      0.974 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)

plot of chunk tab-node-02422-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-02422-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-02422-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-02422-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-02422-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-02422-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-02422-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-02422-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-02422-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-02422-get-signatures-no-scale-1

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

plot of chunk tab-node-02422-get-signatures-no-scale-2

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

plot of chunk tab-node-02422-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-02422-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-02422-dimension-reduction-1

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

plot of chunk tab-node-02422-dimension-reduction-2

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

plot of chunk tab-node-02422-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-02422-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans       84           2.04e-16         1.67e-02     0.000361 2
#> ATC:skmeans       84           1.77e-13         9.90e-08     0.000505 3
#> ATC:skmeans       83           1.07e-11         5.77e-07          NaN 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.


Node0243

Parent node: Node024. Child nodes: Node01221-leaf , Node01222-leaf , Node02111 , Node02112 , Node02121 , Node02122 , Node02211 , Node02212-leaf , Node02213-leaf , Node02221 , Node02222 , Node02223-leaf , Node02231-leaf , Node02232-leaf , Node02233-leaf , Node02234-leaf , Node02311-leaf , Node02312 , Node02313-leaf , Node02321-leaf , Node02322-leaf , Node02323-leaf , Node02324-leaf , Node02331-leaf , Node02332-leaf , Node02411-leaf , Node02412-leaf , Node02421-leaf , Node02422 , Node02423-leaf , Node02431-leaf , Node02432-leaf , Node02433-leaf .

The object with results only for a single top-value method and a single partitioning method can be extracted as:

res = res_rh["0243"]

A summary of res and all the functions that can be applied to it:

res
#> A 'ConsensusPartition' object with k = 2, 3, 4.
#>   On a matrix with 11875 rows and 158 columns.
#>   Top rows (1142) 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)

plot of chunk node-0243-collect-plots

The plots are:

All the plots in panels can be made by individual functions and they are plotted later in this section.

select_partition_number() produces several plots showing different statistics for choosing “optimized” k. There are following statistics:

The detailed explanations of these statistics can be found in the cola vignette.

Generally speaking, 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)

plot of chunk node-0243-select-partition-number

The numeric values for all these statistics can be obtained by get_stats().

get_stats(res)
#>   k 1-PAC mean_silhouette concordance area_increased  Rand Jaccard
#> 2 2 1.000           0.979       0.992          0.501 0.500   0.500
#> 3 3 1.000           0.980       0.985          0.212 0.886   0.773
#> 4 4 0.794           0.857       0.923          0.141 0.900   0.753

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.

show/hide code output

cbind(get_classes(res, k = 2), get_membership(res, k = 2))
#>                  class entropy silhouette   p1   p2
#> HP1502401_M3         1   0.000      0.992 1.00 0.00
#> HP1504901_I23        2   0.000      0.992 0.00 1.00
#> HP1504901_F18        2   0.000      0.992 0.00 1.00
#> HP1504901_D23        2   0.000      0.992 0.00 1.00
#> HP1504901_N22        1   0.469      0.884 0.90 0.10
#> HP1504901_J20        2   0.000      0.992 0.00 1.00
#> HP1504901_J23        2   0.000      0.992 0.00 1.00
#> HP1504901_G2         2   0.000      0.992 0.00 1.00
#> HP1504901_N16        2   0.000      0.992 0.00 1.00
#> HP1504901_F24        2   0.000      0.992 0.00 1.00
#> HP1504901_M24        2   0.000      0.992 0.00 1.00
#> HP1504901_B18        2   0.000      0.992 0.00 1.00
#> HP1504901_F9         2   0.000      0.992 0.00 1.00
#> HP1504901_N17        2   0.000      0.992 0.00 1.00
#> HP1504901_D2         2   0.000      0.992 0.00 1.00
#> HP1504901_F4         2   0.000      0.992 0.00 1.00
#> HP1504901_I8         2   0.995      0.139 0.46 0.54
#> HP1504901_B2         2   0.000      0.992 0.00 1.00
#> HP1525301T2D_K15     2   0.000      0.992 0.00 1.00
#> HP1525301T2D_K23     2   0.000      0.992 0.00 1.00
#> HP1525301T2D_I21     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_A3      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_I12     2   0.000      0.992 0.00 1.00
#> HP1525301T2D_P22     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_P20     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_D5      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_J14     2   0.000      0.992 0.00 1.00
#> HP1525301T2D_P6      2   0.000      0.992 0.00 1.00
#> HP1526901T2D_K6      2   0.000      0.992 0.00 1.00
#> HP1526901T2D_L16     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_F2      2   0.000      0.992 0.00 1.00
#> HP1525301T2D_B1      2   0.000      0.992 0.00 1.00
#> HP1525301T2D_F19     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_E18     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_N23     2   0.000      0.992 0.00 1.00
#> HP1525301T2D_G22     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_O22     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_D11     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_I6      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_E1      2   0.000      0.992 0.00 1.00
#> HP1526901T2D_N15     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_F3      1   0.000      0.992 1.00 0.00
#> HP1526901T2D_P21     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_J24     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_L2      1   0.000      0.992 1.00 0.00
#> HP1526901T2D_F21     2   0.000      0.992 0.00 1.00
#> HP1525301T2D_M16     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_G7      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_H23     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_F10     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_I4      2   0.000      0.992 0.00 1.00
#> HP1526901T2D_E8      1   0.000      0.992 1.00 0.00
#> HP1526901T2D_P14     2   0.000      0.992 0.00 1.00
#> HP1525301T2D_H6      2   0.000      0.992 0.00 1.00
#> HP1525301T2D_C10     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_L19     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_H7      2   0.000      0.992 0.00 1.00
#> HP1525301T2D_E23     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_N9      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_I7      2   0.000      0.992 0.00 1.00
#> HP1526901T2D_O21     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_G14     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_E7      2   0.000      0.992 0.00 1.00
#> HP1525301T2D_H19     2   0.000      0.992 0.00 1.00
#> HP1525301T2D_M13     1   0.990      0.205 0.56 0.44
#> HP1526901T2D_A9      2   0.000      0.992 0.00 1.00
#> HP1525301T2D_P24     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_A12     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_L11     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_B12     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_A17     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_P12     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_J2      2   0.000      0.992 0.00 1.00
#> HP1526901T2D_D18     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_B17     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_B20     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_H12     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_N6      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_L22     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_I21     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_I2      2   0.000      0.992 0.00 1.00
#> HP1525301T2D_H12     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_L24     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_F9      1   0.000      0.992 1.00 0.00
#> HP1526901T2D_H17     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_G23     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_O23     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_M8      2   0.000      0.992 0.00 1.00
#> HP1525301T2D_J4      2   0.000      0.992 0.00 1.00
#> HP1525301T2D_G4      2   0.000      0.992 0.00 1.00
#> HP1525301T2D_J13     2   0.000      0.992 0.00 1.00
#> HP1525301T2D_G19     2   0.000      0.992 0.00 1.00
#> HP1525301T2D_N13     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_K18     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_I7      1   0.000      0.992 1.00 0.00
#> HP1526901T2D_J19     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_G16     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_D8      2   0.000      0.992 0.00 1.00
#> HP1526901T2D_I14     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_E13     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_J4      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_L9      2   0.000      0.992 0.00 1.00
#> HP1526901T2D_G10     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_A11     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_K2      1   0.000      0.992 1.00 0.00
#> HP1526901T2D_N10     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_I8      1   0.000      0.992 1.00 0.00
#> HP1526901T2D_L13     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_B11     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_O6      1   0.000      0.992 1.00 0.00
#> HP1526901T2D_G18     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_B13     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_J13     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_C16     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_J14     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_C4      2   0.141      0.972 0.02 0.98
#> HP1526901T2D_H6      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_P9      2   0.000      0.992 0.00 1.00
#> HP1526901T2D_F19     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_D9      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_D12     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_P19     1   0.141      0.973 0.98 0.02
#> HP1525301T2D_A5      2   0.000      0.992 0.00 1.00
#> HP1525301T2D_M10     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_N2      1   0.000      0.992 1.00 0.00
#> HP1526901T2D_H19     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_C6      1   0.000      0.992 1.00 0.00
#> HP1526901T2D_E10     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_B7      2   0.000      0.992 0.00 1.00
#> HP1526901T2D_D1      1   0.000      0.992 1.00 0.00
#> HP1526901T2D_P1      1   0.000      0.992 1.00 0.00
#> HP1526901T2D_E6      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_B18     2   0.000      0.992 0.00 1.00
#> HP1525301T2D_K19     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_F20     2   0.529      0.861 0.12 0.88
#> HP1526901T2D_N14     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_I4      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_E16     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_D14     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_B14     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_C2      1   0.000      0.992 1.00 0.00
#> HP1526901T2D_K14     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_D16     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_M16     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_D9      2   0.000      0.992 0.00 1.00
#> HP1525301T2D_E22     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_K22     2   0.000      0.992 0.00 1.00
#> HP1525301T2D_H20     2   0.000      0.992 0.00 1.00
#> HP1525301T2D_N9      2   0.000      0.992 0.00 1.00
#> HP1526901T2D_K15     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_J1      2   0.000      0.992 0.00 1.00
#> HP1526901T2D_I15     1   0.000      0.992 1.00 0.00
#> HP1526901T2D_G8      1   0.000      0.992 1.00 0.00
#> HP1525301T2D_N24     2   0.000      0.992 0.00 1.00
#> HP1526901T2D_I16     1   0.000      0.992 1.00 0.00
#> HP1525301T2D_K3      2   0.469      0.886 0.10 0.90
#> HP1526901T2D_N8      2   0.000      0.992 0.00 1.00
#> HP1526901T2D_A8      2   0.000      0.992 0.00 1.00

show/hide code output

cbind(get_classes(res, k = 3), get_membership(res, k = 3))
#>                  class entropy silhouette   p1   p2   p3
#> HP1502401_M3         3  0.0892      0.947 0.02 0.00 0.98
#> HP1504901_I23        3  0.0892      0.979 0.00 0.02 0.98
#> HP1504901_F18        3  0.0892      0.979 0.00 0.02 0.98
#> HP1504901_D23        3  0.0892      0.979 0.00 0.02 0.98
#> HP1504901_N22        3  0.0892      0.979 0.00 0.02 0.98
#> HP1504901_J20        3  0.0892      0.979 0.00 0.02 0.98
#> HP1504901_J23        3  0.0892      0.979 0.00 0.02 0.98
#> HP1504901_G2         3  0.0892      0.979 0.00 0.02 0.98
#> HP1504901_N16        3  0.0892      0.979 0.00 0.02 0.98
#> HP1504901_F24        3  0.0892      0.979 0.00 0.02 0.98
#> HP1504901_M24        3  0.0892      0.979 0.00 0.02 0.98
#> HP1504901_B18        3  0.0892      0.979 0.00 0.02 0.98
#> HP1504901_F9         3  0.0892      0.979 0.00 0.02 0.98
#> HP1504901_N17        3  0.0892      0.979 0.00 0.02 0.98
#> HP1504901_D2         3  0.0892      0.979 0.00 0.02 0.98
#> HP1504901_F4         3  0.0892      0.979 0.00 0.02 0.98
#> HP1504901_I8         3  0.0892      0.979 0.00 0.02 0.98
#> HP1504901_B2         3  0.0892      0.979 0.00 0.02 0.98
#> HP1525301T2D_K15     2  0.0892      0.984 0.00 0.98 0.02
#> HP1525301T2D_K23     2  0.0892      0.974 0.00 0.98 0.02
#> HP1525301T2D_I21     2  0.0000      0.982 0.00 1.00 0.00
#> HP1526901T2D_A3      1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_I12     2  0.0892      0.974 0.00 0.98 0.02
#> HP1525301T2D_P22     2  0.0000      0.982 0.00 1.00 0.00
#> HP1526901T2D_P20     2  0.0892      0.984 0.00 0.98 0.02
#> HP1526901T2D_D5      1  0.4862      0.792 0.82 0.02 0.16
#> HP1525301T2D_J14     2  0.0892      0.974 0.00 0.98 0.02
#> HP1525301T2D_P6      2  0.0892      0.984 0.00 0.98 0.02
#> HP1526901T2D_K6      2  0.0892      0.984 0.00 0.98 0.02
#> HP1526901T2D_L16     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_F2      2  0.0892      0.974 0.00 0.98 0.02
#> HP1525301T2D_B1      2  0.0892      0.974 0.00 0.98 0.02
#> HP1525301T2D_F19     2  0.0892      0.984 0.00 0.98 0.02
#> HP1526901T2D_E18     1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_N23     2  0.0892      0.974 0.00 0.98 0.02
#> HP1525301T2D_G22     2  0.0000      0.982 0.00 1.00 0.00
#> HP1526901T2D_O22     1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_D11     2  0.0892      0.984 0.00 0.98 0.02
#> HP1526901T2D_I6      1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_E1      2  0.0892      0.984 0.00 0.98 0.02
#> HP1526901T2D_N15     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_F3      1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_P21     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_J24     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_L2      1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_F21     2  0.0892      0.984 0.00 0.98 0.02
#> HP1525301T2D_M16     2  0.0892      0.984 0.00 0.98 0.02
#> HP1526901T2D_G7      1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_H23     2  0.0892      0.974 0.00 0.98 0.02
#> HP1526901T2D_F10     1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_I4      2  0.0892      0.984 0.00 0.98 0.02
#> HP1526901T2D_E8      1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_P14     2  0.0892      0.984 0.00 0.98 0.02
#> HP1525301T2D_H6      2  0.0892      0.974 0.00 0.98 0.02
#> HP1525301T2D_C10     2  0.0000      0.982 0.00 1.00 0.00
#> HP1526901T2D_L19     1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_H7      2  0.0892      0.974 0.00 0.98 0.02
#> HP1525301T2D_E23     3  0.1529      0.941 0.00 0.04 0.96
#> HP1526901T2D_N9      1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_I7      2  0.0892      0.984 0.00 0.98 0.02
#> HP1526901T2D_O21     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_G14     1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_E7      2  0.0892      0.984 0.00 0.98 0.02
#> HP1525301T2D_H19     2  0.0892      0.984 0.00 0.98 0.02
#> HP1525301T2D_M13     3  0.8650      0.604 0.20 0.20 0.60
#> HP1526901T2D_A9      2  0.0892      0.984 0.00 0.98 0.02
#> HP1525301T2D_P24     2  0.0000      0.982 0.00 1.00 0.00
#> HP1526901T2D_A12     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_L11     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_B12     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_A17     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_P12     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_J2      2  0.0892      0.974 0.00 0.98 0.02
#> HP1526901T2D_D18     2  0.0892      0.984 0.00 0.98 0.02
#> HP1526901T2D_B17     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_B20     2  0.1529      0.969 0.00 0.96 0.04
#> HP1526901T2D_H12     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_N6      1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_L22     2  0.0892      0.984 0.00 0.98 0.02
#> HP1526901T2D_I21     1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_I2      2  0.0892      0.984 0.00 0.98 0.02
#> HP1525301T2D_H12     1  0.3832      0.852 0.88 0.10 0.02
#> HP1525301T2D_L24     2  0.0892      0.974 0.00 0.98 0.02
#> HP1526901T2D_F9      1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_H17     1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_G23     2  0.0892      0.984 0.00 0.98 0.02
#> HP1526901T2D_O23     1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_M8      2  0.0892      0.984 0.00 0.98 0.02
#> HP1525301T2D_J4      2  0.0892      0.984 0.00 0.98 0.02
#> HP1525301T2D_G4      2  0.0000      0.982 0.00 1.00 0.00
#> HP1525301T2D_J13     2  0.0000      0.982 0.00 1.00 0.00
#> HP1525301T2D_G19     2  0.0892      0.984 0.00 0.98 0.02
#> HP1525301T2D_N13     2  0.0892      0.974 0.00 0.98 0.02
#> HP1526901T2D_K18     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_I7      1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_J19     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_G16     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_D8      2  0.0892      0.984 0.00 0.98 0.02
#> HP1526901T2D_I14     1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_E13     2  0.0892      0.984 0.00 0.98 0.02
#> HP1526901T2D_J4      1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_L9      2  0.0892      0.974 0.00 0.98 0.02
#> HP1526901T2D_G10     1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_A11     2  0.0000      0.982 0.00 1.00 0.00
#> HP1526901T2D_K2      1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_N10     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_I8      1  0.1529      0.954 0.96 0.00 0.04
#> HP1526901T2D_L13     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_B11     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_O6      1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_G18     1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_B13     2  0.0892      0.984 0.00 0.98 0.02
#> HP1526901T2D_J13     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_C16     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_J14     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_C4      2  0.0000      0.982 0.00 1.00 0.00
#> HP1526901T2D_H6      1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_P9      2  0.0892      0.974 0.00 0.98 0.02
#> HP1526901T2D_F19     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_D9      1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_D12     2  0.0892      0.984 0.00 0.98 0.02
#> HP1526901T2D_P19     1  0.2414      0.932 0.94 0.02 0.04
#> HP1525301T2D_A5      2  0.0892      0.984 0.00 0.98 0.02
#> HP1525301T2D_M10     2  0.0000      0.982 0.00 1.00 0.00
#> HP1526901T2D_N2      1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_H19     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_C6      1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_E10     1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_B7      2  0.0892      0.984 0.00 0.98 0.02
#> HP1526901T2D_D1      1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_P1      1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_E6      1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_B18     2  0.0892      0.984 0.00 0.98 0.02
#> HP1525301T2D_K19     2  0.0000      0.982 0.00 1.00 0.00
#> HP1526901T2D_F20     2  0.0892      0.974 0.00 0.98 0.02
#> HP1526901T2D_N14     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_I4      1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_E16     2  0.0892      0.984 0.00 0.98 0.02
#> HP1526901T2D_D14     2  0.0892      0.984 0.00 0.98 0.02
#> HP1526901T2D_B14     2  0.1529      0.969 0.00 0.96 0.04
#> HP1526901T2D_C2      1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_K14     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_D16     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_M16     1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_D9      2  0.0892      0.984 0.00 0.98 0.02
#> HP1525301T2D_E22     1  0.1781      0.955 0.96 0.02 0.02
#> HP1525301T2D_K22     2  0.0892      0.974 0.00 0.98 0.02
#> HP1525301T2D_H20     2  0.0892      0.974 0.00 0.98 0.02
#> HP1525301T2D_N9      2  0.0000      0.982 0.00 1.00 0.00
#> HP1526901T2D_K15     1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_J1      2  0.0000      0.982 0.00 1.00 0.00
#> HP1526901T2D_I15     1  0.0000      0.993 1.00 0.00 0.00
#> HP1526901T2D_G8      1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_N24     2  0.0892      0.984 0.00 0.98 0.02
#> HP1526901T2D_I16     1  0.0000      0.993 1.00 0.00 0.00
#> HP1525301T2D_K3      2  0.0892      0.974 0.00 0.98 0.02
#> HP1526901T2D_N8      2  0.0892      0.984 0.00 0.98 0.02
#> HP1526901T2D_A8      2  0.0892      0.984 0.00 0.98 0.02

show/hide code output

cbind(get_classes(res, k = 4), get_membership(res, k = 4))
#>                  class entropy silhouette   p1   p2   p3   p4
#> HP1502401_M3         3  0.0000     0.9764 0.00 0.00 1.00 0.00
#> HP1504901_I23        3  0.0000     0.9764 0.00 0.00 1.00 0.00
#> HP1504901_F18        3  0.0000     0.9764 0.00 0.00 1.00 0.00
#> HP1504901_D23        3  0.0000     0.9764 0.00 0.00 1.00 0.00
#> HP1504901_N22        3  0.0000     0.9764 0.00 0.00 1.00 0.00
#> HP1504901_J20        3  0.0000     0.9764 0.00 0.00 1.00 0.00
#> HP1504901_J23        3  0.0000     0.9764 0.00 0.00 1.00 0.00
#> HP1504901_G2         3  0.0000     0.9764 0.00 0.00 1.00 0.00
#> HP1504901_N16        3  0.0000     0.9764 0.00 0.00 1.00 0.00
#> HP1504901_F24        3  0.0000     0.9764 0.00 0.00 1.00 0.00
#> HP1504901_M24        3  0.0000     0.9764 0.00 0.00 1.00 0.00
#> HP1504901_B18        3  0.0000     0.9764 0.00 0.00 1.00 0.00
#> HP1504901_F9         3  0.0000     0.9764 0.00 0.00 1.00 0.00
#> HP1504901_N17        3  0.0000     0.9764 0.00 0.00 1.00 0.00
#> HP1504901_D2         3  0.0000     0.9764 0.00 0.00 1.00 0.00
#> HP1504901_F4         3  0.0000     0.9764 0.00 0.00 1.00 0.00
#> HP1504901_I8         3  0.0000     0.9764 0.00 0.00 1.00 0.00
#> HP1504901_B2         3  0.0000     0.9764 0.00 0.00 1.00 0.00
#> HP1525301T2D_K15     2  0.2011     0.8660 0.00 0.92 0.00 0.08
#> HP1525301T2D_K23     2  0.2921     0.8472 0.00 0.86 0.00 0.14
#> HP1525301T2D_I21     2  0.0000     0.8929 0.00 1.00 0.00 0.00
#> HP1526901T2D_A3      1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1525301T2D_I12     2  0.2921     0.8472 0.00 0.86 0.00 0.14
#> HP1525301T2D_P22     2  0.0707     0.8928 0.00 0.98 0.00 0.02
#> HP1526901T2D_P20     4  0.2921     0.7610 0.00 0.14 0.00 0.86
#> HP1526901T2D_D5      1  0.4766     0.7192 0.80 0.02 0.04 0.14
#> HP1525301T2D_J14     2  0.0707     0.8921 0.00 0.98 0.00 0.02
#> HP1525301T2D_P6      2  0.0707     0.8888 0.00 0.98 0.00 0.02
#> HP1526901T2D_K6      4  0.2921     0.7610 0.00 0.14 0.00 0.86
#> HP1526901T2D_L16     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_F2      2  0.1211     0.8876 0.00 0.96 0.00 0.04
#> HP1525301T2D_B1      2  0.2921     0.8472 0.00 0.86 0.00 0.14
#> HP1525301T2D_F19     2  0.2647     0.8406 0.00 0.88 0.00 0.12
#> HP1526901T2D_E18     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1525301T2D_N23     2  0.2921     0.8472 0.00 0.86 0.00 0.14
#> HP1525301T2D_G22     2  0.0000     0.8929 0.00 1.00 0.00 0.00
#> HP1526901T2D_O22     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1525301T2D_D11     2  0.0000     0.8929 0.00 1.00 0.00 0.00
#> HP1526901T2D_I6      1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1525301T2D_E1      2  0.2647     0.8406 0.00 0.88 0.00 0.12
#> HP1526901T2D_N15     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_F3      1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_P21     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_J24     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_L2      1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_F21     4  0.2921     0.7610 0.00 0.14 0.00 0.86
#> HP1525301T2D_M16     2  0.2921     0.8225 0.00 0.86 0.00 0.14
#> HP1526901T2D_G7      1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1525301T2D_H23     2  0.2921     0.8472 0.00 0.86 0.00 0.14
#> HP1526901T2D_F10     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1525301T2D_I4      2  0.0000     0.8929 0.00 1.00 0.00 0.00
#> HP1526901T2D_E8      1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_P14     2  0.2011     0.8661 0.00 0.92 0.00 0.08
#> HP1525301T2D_H6      2  0.2921     0.8472 0.00 0.86 0.00 0.14
#> HP1525301T2D_C10     2  0.0707     0.8921 0.00 0.98 0.00 0.02
#> HP1526901T2D_L19     1  0.4977    -0.0626 0.54 0.00 0.00 0.46
#> HP1525301T2D_H7      2  0.2921     0.8472 0.00 0.86 0.00 0.14
#> HP1525301T2D_E23     3  0.6449     0.5152 0.00 0.22 0.64 0.14
#> HP1526901T2D_N9      1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1525301T2D_I7      2  0.1211     0.8837 0.00 0.96 0.00 0.04
#> HP1526901T2D_O21     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_G14     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1525301T2D_E7      2  0.2011     0.8661 0.00 0.92 0.00 0.08
#> HP1525301T2D_H19     2  0.4907     0.2803 0.00 0.58 0.00 0.42
#> HP1525301T2D_M13     2  0.9754    -0.1204 0.16 0.32 0.22 0.30
#> HP1526901T2D_A9      2  0.2647     0.8406 0.00 0.88 0.00 0.12
#> HP1525301T2D_P24     2  0.0707     0.8921 0.00 0.98 0.00 0.02
#> HP1526901T2D_A12     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_L11     1  0.3198     0.8316 0.88 0.00 0.04 0.08
#> HP1526901T2D_B12     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_A17     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_P12     1  0.0707     0.9361 0.98 0.00 0.00 0.02
#> HP1526901T2D_J2      2  0.2921     0.8472 0.00 0.86 0.00 0.14
#> HP1526901T2D_D18     2  0.0000     0.8929 0.00 1.00 0.00 0.00
#> HP1526901T2D_B17     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_B20     4  0.2921     0.7610 0.00 0.14 0.00 0.86
#> HP1526901T2D_H12     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_N6      1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1525301T2D_L22     2  0.2647     0.8406 0.00 0.88 0.00 0.12
#> HP1526901T2D_I21     4  0.2921     0.7532 0.14 0.00 0.00 0.86
#> HP1525301T2D_I2      2  0.2011     0.8667 0.00 0.92 0.00 0.08
#> HP1525301T2D_H12     1  0.6723     0.3277 0.60 0.26 0.00 0.14
#> HP1525301T2D_L24     2  0.2921     0.8472 0.00 0.86 0.00 0.14
#> HP1526901T2D_F9      1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_H17     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1525301T2D_G23     2  0.1211     0.8830 0.00 0.96 0.00 0.04
#> HP1526901T2D_O23     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1525301T2D_M8      2  0.2647     0.8406 0.00 0.88 0.00 0.12
#> HP1525301T2D_J4      2  0.2647     0.8406 0.00 0.88 0.00 0.12
#> HP1525301T2D_G4      2  0.0000     0.8929 0.00 1.00 0.00 0.00
#> HP1525301T2D_J13     2  0.0000     0.8929 0.00 1.00 0.00 0.00
#> HP1525301T2D_G19     2  0.3400     0.7809 0.00 0.82 0.00 0.18
#> HP1525301T2D_N13     2  0.2921     0.8472 0.00 0.86 0.00 0.14
#> HP1526901T2D_K18     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_I7      1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_J19     4  0.4948     0.3496 0.44 0.00 0.00 0.56
#> HP1526901T2D_G16     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_D8      4  0.2921     0.7610 0.00 0.14 0.00 0.86
#> HP1526901T2D_I14     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1525301T2D_E13     2  0.0000     0.8929 0.00 1.00 0.00 0.00
#> HP1526901T2D_J4      4  0.3525     0.7712 0.10 0.04 0.00 0.86
#> HP1525301T2D_L9      2  0.2921     0.8472 0.00 0.86 0.00 0.14
#> HP1526901T2D_G10     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1525301T2D_A11     2  0.0707     0.8921 0.00 0.98 0.00 0.02
#> HP1526901T2D_K2      1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_N10     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_I8      4  0.3525     0.7704 0.10 0.04 0.00 0.86
#> HP1526901T2D_L13     4  0.4907     0.4076 0.42 0.00 0.00 0.58
#> HP1526901T2D_B11     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_O6      1  0.4624     0.3848 0.66 0.00 0.00 0.34
#> HP1526901T2D_G18     4  0.4472     0.7179 0.22 0.02 0.00 0.76
#> HP1525301T2D_B13     2  0.0000     0.8929 0.00 1.00 0.00 0.00
#> HP1526901T2D_J13     1  0.0707     0.9373 0.98 0.00 0.00 0.02
#> HP1526901T2D_C16     4  0.4713     0.5385 0.36 0.00 0.00 0.64
#> HP1526901T2D_J14     4  0.4134     0.6747 0.26 0.00 0.00 0.74
#> HP1526901T2D_C4      2  0.1637     0.8843 0.00 0.94 0.00 0.06
#> HP1526901T2D_H6      1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1525301T2D_P9      2  0.2921     0.8472 0.00 0.86 0.00 0.14
#> HP1526901T2D_F19     1  0.2345     0.8487 0.90 0.00 0.00 0.10
#> HP1526901T2D_D9      1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1525301T2D_D12     2  0.2011     0.8661 0.00 0.92 0.00 0.08
#> HP1526901T2D_P19     4  0.3611     0.7724 0.06 0.08 0.00 0.86
#> HP1525301T2D_A5      2  0.0000     0.8929 0.00 1.00 0.00 0.00
#> HP1525301T2D_M10     2  0.1637     0.8879 0.00 0.94 0.00 0.06
#> HP1526901T2D_N2      1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_H19     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_C6      4  0.3400     0.7349 0.18 0.00 0.00 0.82
#> HP1526901T2D_E10     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1525301T2D_B7      2  0.2647     0.8406 0.00 0.88 0.00 0.12
#> HP1526901T2D_D1      1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_P1      1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_E6      1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1525301T2D_B18     2  0.0000     0.8929 0.00 1.00 0.00 0.00
#> HP1525301T2D_K19     2  0.0707     0.8921 0.00 0.98 0.00 0.02
#> HP1526901T2D_F20     2  0.3610     0.8074 0.00 0.80 0.00 0.20
#> HP1526901T2D_N14     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_I4      1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1525301T2D_E16     2  0.2647     0.8406 0.00 0.88 0.00 0.12
#> HP1526901T2D_D14     4  0.3801     0.6917 0.00 0.22 0.00 0.78
#> HP1526901T2D_B14     4  0.4522     0.5251 0.00 0.32 0.00 0.68
#> HP1526901T2D_C2      1  0.3801     0.6607 0.78 0.00 0.00 0.22
#> HP1526901T2D_K14     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_D16     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_M16     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1525301T2D_D9      2  0.2647     0.8406 0.00 0.88 0.00 0.12
#> HP1525301T2D_E22     1  0.5151     0.6385 0.76 0.10 0.00 0.14
#> HP1525301T2D_K22     2  0.2921     0.8472 0.00 0.86 0.00 0.14
#> HP1525301T2D_H20     2  0.2647     0.8563 0.00 0.88 0.00 0.12
#> HP1525301T2D_N9      2  0.0000     0.8929 0.00 1.00 0.00 0.00
#> HP1526901T2D_K15     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1525301T2D_J1      2  0.0707     0.8921 0.00 0.98 0.00 0.02
#> HP1526901T2D_I15     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1526901T2D_G8      1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1525301T2D_N24     2  0.2011     0.8740 0.00 0.92 0.00 0.08
#> HP1526901T2D_I16     1  0.0000     0.9564 1.00 0.00 0.00 0.00
#> HP1525301T2D_K3      2  0.2921     0.8472 0.00 0.86 0.00 0.14
#> HP1526901T2D_N8      4  0.2921     0.7610 0.00 0.14 0.00 0.86
#> HP1526901T2D_A8      2  0.4134     0.6681 0.00 0.74 0.00 0.26

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

consensus_heatmap(res, k = 2)

plot of chunk tab-node-0243-consensus-heatmap-1

consensus_heatmap(res, k = 3)

plot of chunk tab-node-0243-consensus-heatmap-2

consensus_heatmap(res, k = 4)

plot of chunk tab-node-0243-consensus-heatmap-3

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

membership_heatmap(res, k = 2)

plot of chunk tab-node-0243-membership-heatmap-1

membership_heatmap(res, k = 3)

plot of chunk tab-node-0243-membership-heatmap-2

membership_heatmap(res, k = 4)

plot of chunk tab-node-0243-membership-heatmap-3

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:

get_signatures(res, k = 2)

plot of chunk tab-node-0243-get-signatures-1

get_signatures(res, k = 3)

plot of chunk tab-node-0243-get-signatures-2

get_signatures(res, k = 4)

plot of chunk tab-node-0243-get-signatures-3

Signature heatmaps where rows are not scaled:

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

plot of chunk tab-node-0243-get-signatures-no-scale-1

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

plot of chunk tab-node-0243-get-signatures-no-scale-2

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

plot of chunk tab-node-0243-get-signatures-no-scale-3

Compare the overlap of signatures from different k:

compare_signatures(res)

plot of chunk node-0243-signature_compare

get_signature() returns a data frame invisibly. To get the list of signatures, the function call should be assigned to a variable explicitly. In following code, if plot argument is set to FALSE, no heatmap is plotted while only the differential analysis is performed.

# code only for demonstration
tb = get_signature(res, k = ..., plot = FALSE)

An example of the output of tb is:

#>   which_row         fdr    mean_1    mean_2 scaled_mean_1 scaled_mean_2 km
#> 1        38 0.042760348  8.373488  9.131774    -0.5533452     0.5164555  1
#> 2        40 0.018707592  7.106213  8.469186    -0.6173731     0.5762149  1
#> 3        55 0.019134737 10.221463 11.207825    -0.6159697     0.5749050  1
#> 4        59 0.006059896  5.921854  7.869574    -0.6899429     0.6439467  1
#> 5        60 0.018055526  8.928898 10.211722    -0.6204761     0.5791110  1
#> 6        98 0.009384629 15.714769 14.887706     0.6635654    -0.6193277  2
...

The columns in tb are:

  1. which_row: row indices corresponding to the input matrix.
  2. fdr: FDR for the differential test.
  3. mean_x: The mean value in group x.
  4. scaled_mean_x: The mean value in group x after rows are scaled.
  5. km: Row groups if k-means clustering is applied to rows (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")

plot of chunk tab-node-0243-dimension-reduction-1

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

plot of chunk tab-node-0243-dimension-reduction-2

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

plot of chunk tab-node-0243-dimension-reduction-3

Following heatmap shows how subgroups are split when increasing k:

collect_classes(res)

plot of chunk node-0243-collect-classes

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 cell.type(p-value) disease(p-value) age(p-value) k
#> ATC:skmeans      156             0.3073         5.86e-03     5.04e-06 2
#> ATC:skmeans      158             0.0704         3.65e-31     1.45e-21 3
#> ATC:skmeans      151             0.1992         1.42e-30          NaN 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.

Session info

sessionInfo()
#> R version 4.1.0 (2021-05-18)
#> Platform: x86_64-pc-linux-gnu (64-bit)
#> Running under: CentOS Linux 7 (Core)
#> 
#> Matrix products: default
#> BLAS/LAPACK: /usr/lib64/libopenblas-r0.3.3.so
#> 
#> locale:
#>  [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C               LC_TIME=en_US.UTF-8       
#>  [4] LC_COLLATE=en_US.UTF-8     LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
#>  [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                  LC_ADDRESS=C              
#> [10] LC_TELEPHONE=C             LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       
#> 
#> attached base packages:
#>  [1] grid      parallel  stats4    stats     graphics  grDevices utils     datasets  methods  
#> [10] base     
#> 
#> other attached packages:
#>  [1] genefilter_1.74.0           ComplexHeatmap_2.8.0        markdown_1.1               
#>  [4] knitr_1.33                  scRNAseq_2.6.1              SingleCellExperiment_1.14.1
#>  [7] SummarizedExperiment_1.22.0 Biobase_2.52.0              GenomicRanges_1.44.0       
#> [10] GenomeInfoDb_1.28.1         IRanges_2.26.0              S4Vectors_0.30.0           
#> [13] BiocGenerics_0.38.0         MatrixGenerics_1.4.0        matrixStats_0.59.0         
#> [16] cola_1.9.4                 
#> 
#> loaded via a namespace (and not attached):
#>   [1] circlize_0.4.13               AnnotationHub_3.0.1           BiocFileCache_2.0.0          
#>   [4] lazyeval_0.2.2                polylabelr_0.2.0              splines_4.1.0                
#>   [7] Polychrome_1.3.1              BiocParallel_1.26.1           ggplot2_3.3.5                
#>  [10] digest_0.6.27                 foreach_1.5.1                 ensembldb_2.16.3             
#>  [13] htmltools_0.5.1.1             viridis_0.6.1                 fansi_0.5.0                  
#>  [16] magrittr_2.0.1                memoise_2.0.0                 cluster_2.1.2                
#>  [19] doParallel_1.0.16             Biostrings_2.60.1             annotate_1.70.0              
#>  [22] askpass_1.1                   prettyunits_1.1.1             colorspace_2.0-2             
#>  [25] blob_1.2.1                    rappdirs_0.3.3                xfun_0.24                    
#>  [28] dplyr_1.0.7                   crayon_1.4.1                  RCurl_1.98-1.3               
#>  [31] microbenchmark_1.4-7          jsonlite_1.7.2                impute_1.66.0                
#>  [34] brew_1.0-6                    survival_3.2-11               iterators_1.0.13             
#>  [37] glue_1.4.2                    polyclip_1.10-0               gtable_0.3.0                 
#>  [40] zlibbioc_1.38.0               XVector_0.32.0                GetoptLong_1.0.5             
#>  [43] DelayedArray_0.18.0           shape_1.4.6                   scales_1.1.1                 
#>  [46] data.tree_1.0.0               DBI_1.1.1                     Rcpp_1.0.7                   
#>  [49] viridisLite_0.4.0             xtable_1.8-4                  progress_1.2.2               
#>  [52] clue_0.3-59                   reticulate_1.20               bit_4.0.4                    
#>  [55] mclust_5.4.7                  umap_0.2.7.0                  httr_1.4.2                   
#>  [58] RColorBrewer_1.1-2            ellipsis_0.3.2                pkgconfig_2.0.3              
#>  [61] XML_3.99-0.6                  dbplyr_2.1.1                  utf8_1.2.1                   
#>  [64] tidyselect_1.1.1              rlang_0.4.11                  later_1.2.0                  
#>  [67] AnnotationDbi_1.54.1          munsell_0.5.0                 BiocVersion_3.13.1           
#>  [70] tools_4.1.0                   cachem_1.0.5                  generics_0.1.0               
#>  [73] RSQLite_2.2.7                 ExperimentHub_2.0.0           evaluate_0.14                
#>  [76] stringr_1.4.0                 fastmap_1.1.0                 yaml_2.2.1                   
#>  [79] bit64_4.0.5                   purrr_0.3.4                   dendextend_1.15.1            
#>  [82] KEGGREST_1.32.0               AnnotationFilter_1.16.0       mime_0.11                    
#>  [85] slam_0.1-48                   xml2_1.3.2                    biomaRt_2.48.2               
#>  [88] compiler_4.1.0                rstudioapi_0.13               filelock_1.0.2               
#>  [91] curl_4.3.2                    png_0.1-7                     interactiveDisplayBase_1.30.0
#>  [94] tibble_3.1.2                  stringi_1.7.3                 highr_0.9                    
#>  [97] GenomicFeatures_1.44.0        RSpectra_0.16-0               lattice_0.20-44              
#> [100] ProtGenerics_1.24.0           Matrix_1.3-4                  vctrs_0.3.8                  
#> [103] pillar_1.6.1                  lifecycle_1.0.0               BiocManager_1.30.16          
#> [106] eulerr_6.1.0                  GlobalOptions_0.1.2           bitops_1.0-7                 
#> [109] irlba_2.3.3                   httpuv_1.6.1                  rtracklayer_1.52.0           
#> [112] R6_2.5.0                      BiocIO_1.2.0                  promises_1.2.0.1             
#> [115] gridExtra_2.3                 codetools_0.2-18              assertthat_0.2.1             
#> [118] openssl_1.4.4                 rjson_0.2.20                  GenomicAlignments_1.28.0     
#> [121] Rsamtools_2.8.0               GenomeInfoDbData_1.2.6        hms_1.1.0                    
#> [124] skmeans_0.2-13                Cairo_1.5-12.2                scatterplot3d_0.3-41         
#> [127] shiny_1.6.0                   restfulr_0.0.13