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Compute null overlap matrix

Usage

r.am.pairwise.alteration.overlap(null, n.permut, n.cores = 1)

Arguments

null

The null model (list of simulated binary matrices)

n.permut

Accepted for API compatibility; currently unused internally.

n.cores

Accepted for API compatibility; currently unused internally.

Value

Overlap matrix summed across all permutations.

Examples

# \donttest{
data(luad_run_data, package = "SelectSim")
result <- selectX(M = luad_run_data$M,
                  sample.class = luad_run_data$sample.class,
                  alteration.class = luad_run_data$alteration.class,
                  n.cores = 1, min.freq = 10, n.permut = 10,
                  verbose = FALSE)
r.am.pairwise.alteration.overlap(result$obj$null, n.permut = result$obj$nSim)
#> [[1]]
#>       [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13]
#>  [1,]   18    1    3    0    0    0    3    4   11     2     3     2     0
#>  [2,]    1   22    3    2    4    2    6    1   11     5     1     2     0
#>  [3,]    3    3   35    1    1    2    6    3   17     3     6     3     1
#>  [4,]    0    2    1   17    0    4    1    0    8     4     4     2     2
#>  [5,]    0    4    1    0   17    1    4    2    8     2     2     0     0
#>  [6,]    0    2    2    4    1   13    3    0   10     1     1     3     1
#>  [7,]    3    6    6    1    4    3   57   10   30     4     2     4     0
#>  [8,]    4    1    3    0    2    0   10   33   16     2     4     4     0
#>  [9,]   11   11   17    8    8   10   30   16  154    10    17    13     3
#> [10,]    2    5    3    4    2    1    4    2   10    25     3     3     0
#> [11,]    3    1    6    4    2    1    2    4   17     3    32     3     1
#> [12,]    2    2    3    2    0    3    4    4   13     3     3    20     1
#> [13,]    0    0    1    2    0    1    0    0    3     0     1     1    14
#> [14,]    1    0    1    0    0    0    3    2    8     2     1     2     1
#> [15,]    2    2    4    0    3    1    5    3   10     2     2     0     0
#> [16,]    1    5    4    3    2    3    7    4   19     4     3     2     1
#> [17,]    1    0    1    0    0    0    3    3    7     0     0     0     0
#> [18,]    1    4    4    0    2    1    8    3   12     3     2     1     0
#> [19,]    1    0    3    0    0    1    0    1    5     1     0     0     0
#> [20,]    2    4    2    2    2    2    7    2   15     5     1     4     1
#> [21,]    7    5    7    4    2    4   12    6   27     8     8     7     2
#> [22,]   16   15   19   10    9    8   37   24  103    18    23    13     5
#> [23,]    1    2    2    0    1    0    1    2    5     1     3     1     2
#>       [,14] [,15] [,16] [,17] [,18] [,19] [,20] [,21] [,22] [,23]
#>  [1,]     1     2     1     1     1     1     2     7    16     1
#>  [2,]     0     2     5     0     4     0     4     5    15     2
#>  [3,]     1     4     4     1     4     3     2     7    19     2
#>  [4,]     0     0     3     0     0     0     2     4    10     0
#>  [5,]     0     3     2     0     2     0     2     2     9     1
#>  [6,]     0     1     3     0     1     1     2     4     8     0
#>  [7,]     3     5     7     3     8     0     7    12    37     1
#>  [8,]     2     3     4     3     3     1     2     6    24     2
#>  [9,]     8    10    19     7    12     5    15    27   103     5
#> [10,]     2     2     4     0     3     1     5     8    18     1
#> [11,]     1     2     3     0     2     0     1     8    23     3
#> [12,]     2     0     2     0     1     0     4     7    13     1
#> [13,]     1     0     1     0     0     0     1     2     5     2
#> [14,]    13     1     2     0     1     1     2     5    10     0
#> [15,]     1    19     3     1     3     1     0     3    13     1
#> [16,]     2     3    29     1     2     1     4     9    19     0
#> [17,]     0     1     1    11     2     0     2     2     7     0
#> [18,]     1     3     2     2    22     0     2     1    20     1
#> [19,]     1     1     1     0     0    14     0     1     9     1
#> [20,]     2     0     4     2     2     0    24     8    17     0
#> [21,]     5     3     9     2     1     1     8    59    42     1
#> [22,]    10    13    19     7    20     9    17    42   221     6
#> [23,]     0     1     0     0     1     1     0     1     6    12
#> 
#> [[2]]
#>       [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13]
#>  [1,]   18    2    1    1    1    0    3    5    6     1     1     2     2
#>  [2,]    2   22    3    1    1    1    6    2    9     0     2     2     0
#>  [3,]    1    3   35    3    1    1   11    4   16     3     2     4     2
#>  [4,]    1    1    3   17    1    1    6    3    6     0     1     1     0
#>  [5,]    1    1    1    1   17    1    2    1    7     2     3     0     1
#>  [6,]    0    1    1    1    1   13    4    2    7     2     1     1     0
#>  [7,]    3    6   11    6    2    4   57    9   24     5     7     5     3
#>  [8,]    5    2    4    3    1    2    9   33   16     3     7     4     2
#>  [9,]    6    9   16    6    7    7   24   16  154    15    19    14     6
#> [10,]    1    0    3    0    2    2    5    3   15    25     5     3     3
#> [11,]    1    2    2    1    3    1    7    7   19     5    32     5     1
#> [12,]    2    2    4    1    0    1    5    4   14     3     5    20     0
#> [13,]    2    0    2    0    1    0    3    2    6     3     1     0    14
#> [14,]    0    2    1    0    1    3    3    1    5     1     0     0     0
#> [15,]    3    1    4    2    2    1    6    2   11     3     3     4     2
#> [16,]    0    1    3    3    0    1    7    2   13     2     4     2     2
#> [17,]    0    0    1    0    1    1    1    2    4     2     0     1     1
#> [18,]    0    2    2    1    1    0    3    2   13     2     2     2     0
#> [19,]    0    1    0    0    1    1    3    3    8     0     1     0     1
#> [20,]    1    1    3    1    4    3    6    2   12     2     1     1     3
#> [21,]    3    5    8    3    5    2   10   12   34     4     9     9     1
#> [22,]    9    9   23    8    8    9   31   19  104    18    21    18    10
#> [23,]    2    1    1    2    1    1    1    1    7     1     0     2     0
#>       [,14] [,15] [,16] [,17] [,18] [,19] [,20] [,21] [,22] [,23]
#>  [1,]     0     3     0     0     0     0     1     3     9     2
#>  [2,]     2     1     1     0     2     1     1     5     9     1
#>  [3,]     1     4     3     1     2     0     3     8    23     1
#>  [4,]     0     2     3     0     1     0     1     3     8     2
#>  [5,]     1     2     0     1     1     1     4     5     8     1
#>  [6,]     3     1     1     1     0     1     3     2     9     1
#>  [7,]     3     6     7     1     3     3     6    10    31     1
#>  [8,]     1     2     2     2     2     3     2    12    19     1
#>  [9,]     5    11    13     4    13     8    12    34   104     7
#> [10,]     1     3     2     2     2     0     2     4    18     1
#> [11,]     0     3     4     0     2     1     1     9    21     0
#> [12,]     0     4     2     1     2     0     1     9    18     2
#> [13,]     0     2     2     1     0     1     3     1    10     0
#> [14,]    13     0     1     0     2     1     1     3     5     1
#> [15,]     0    19     1     1     2     1     4     8    15     3
#> [16,]     1     1    29     4     5     0     2     4    17     0
#> [17,]     0     1     4    11     3     0     2     3     6     2
#> [18,]     2     2     5     3    22     1     3     8    15     1
#> [19,]     1     1     0     0     1    14     3     2     7     0
#> [20,]     1     4     2     2     3     3    24     4    15     1
#> [21,]     3     8     4     3     8     2     4    59    37     4
#> [22,]     5    15    17     6    15     7    15    37   221    10
#> [23,]     1     3     0     2     1     0     1     4    10    12
#> 
#> [[3]]
#>       [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13]
#>  [1,]   18    3    2    0    1    1    6    1    9     1     2     1     2
#>  [2,]    3   22    6    1    1    0    4    3   10     1     4     2     1
#>  [3,]    2    6   35    1    2    0    8    2   13     3     7     4     1
#>  [4,]    0    1    1   17    1    0    4    1    8     1     1     0     0
#>  [5,]    1    1    2    1   17    2    7    3   10     3     1     2     1
#>  [6,]    1    0    0    0    2   13    4    2    9     3     1     0     0
#>  [7,]    6    4    8    4    7    4   57    8   32     8     7     5     2
#>  [8,]    1    3    2    1    3    2    8   33   17     3     3     4     2
#>  [9,]    9   10   13    8   10    9   32   17  154    16    15    13     6
#> [10,]    1    1    3    1    3    3    8    3   16    25     2     5     0
#> [11,]    2    4    7    1    1    1    7    3   15     2    32     3     2
#> [12,]    1    2    4    0    2    0    5    4   13     5     3    20     2
#> [13,]    2    1    1    0    1    0    2    2    6     0     2     2    14
#> [14,]    0    0    1    0    1    0    2    1    7     0     2     1     0
#> [15,]    2    1    1    1    1    0    7    4   10     1     1     4     1
#> [16,]    4    2    4    2    2    3    9    4   14     3     3     1     0
#> [17,]    0    1    2    0    0    1    1    0    8     0     2     0     0
#> [18,]    1    1    3    0    1    1    5    3   13     3     3     4     1
#> [19,]    0    0    1    0    2    1    1    1    8     0     0     0     0
#> [20,]    1    0    5    1    4    1    5    2   14     1     1     3     0
#> [21,]    3    2    6    3    4    3   12    7   26     8     7     5     4
#> [22,]   14   11   22   10   13   11   42   20   95    16    19    16     8
#> [23,]    3    2    1    1    0    1    4    0   10     2     0     3     1
#>       [,14] [,15] [,16] [,17] [,18] [,19] [,20] [,21] [,22] [,23]
#>  [1,]     0     2     4     0     1     0     1     3    14     3
#>  [2,]     0     1     2     1     1     0     0     2    11     2
#>  [3,]     1     1     4     2     3     1     5     6    22     1
#>  [4,]     0     1     2     0     0     0     1     3    10     1
#>  [5,]     1     1     2     0     1     2     4     4    13     0
#>  [6,]     0     0     3     1     1     1     1     3    11     1
#>  [7,]     2     7     9     1     5     1     5    12    42     4
#>  [8,]     1     4     4     0     3     1     2     7    20     0
#>  [9,]     7    10    14     8    13     8    14    26    95    10
#> [10,]     0     1     3     0     3     0     1     8    16     2
#> [11,]     2     1     3     2     3     0     1     7    19     0
#> [12,]     1     4     1     0     4     0     3     5    16     3
#> [13,]     0     1     0     0     1     0     0     4     8     1
#> [14,]    13     0     2     0     0     0     1     4     9     0
#> [15,]     0    19     2     0     2     1     1     4    10     1
#> [16,]     2     2    29     2     2     2     4     5    19     2
#> [17,]     0     0     2    11     0     0     1     2     5     0
#> [18,]     0     2     2     0    22     1     1     3    14     2
#> [19,]     0     1     2     0     1    14     2     3     7     1
#> [20,]     1     1     4     1     1     2    24     6    14     1
#> [21,]     4     4     5     2     3     3     6    59    39     0
#> [22,]     9    10    19     5    14     7    14    39   221     8
#> [23,]     0     1     2     0     2     1     1     0     8    12
#> 
#> [[4]]
#>       [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13]
#>  [1,]   18    2    4    0    0    2    2    1    7     1     2     0     1
#>  [2,]    2   22    1    1    3    3    4    3   15     1     5     4     0
#>  [3,]    4    1   35    2    3    3    8    4   22     6     6     0     0
#>  [4,]    0    1    2   17    2    1    4    2    8     1     3     1     0
#>  [5,]    0    3    3    2   17    4    3    3   12     2     3     1     0
#>  [6,]    2    3    3    1    4   13    4    4   11     3     3     1     0
#>  [7,]    2    4    8    4    3    4   57    6   25     7     5     3     4
#>  [8,]    1    3    4    2    3    4    6   33   16     3     4     1     2
#>  [9,]    7   15   22    8   12   11   25   16  154    19    18     9     5
#> [10,]    1    1    6    1    2    3    7    3   19    25     5     3     2
#> [11,]    2    5    6    3    3    3    5    4   18     5    32     3     1
#> [12,]    0    4    0    1    1    1    3    1    9     3     3    20     0
#> [13,]    1    0    0    0    0    0    4    2    5     2     1     0    14
#> [14,]    0    3    4    1    1    1    4    2    9     3     5     2     0
#> [15,]    3    3    3    2    3    6    5    1   14     3     3     2     0
#> [16,]    1    2    3    3    2    2    4    1   12     2     3     1     2
#> [17,]    0    1    1    1    1    2    3    2    4     2     0     0     0
#> [18,]    1    1    4    1    1    3    4    3   12     4     2     0     1
#> [19,]    1    1    3    0    2    2    3    4    7     1     0     1     3
#> [20,]    0    4    6    0    1    2    8    4   14     5     1     1     0
#> [21,]    2    2   10    4    4    8   15    8   34     9     6     2     0
#> [22,]   12   14   26   11   13   13   38   22   94    20    20    12     8
#> [23,]    1    1    2    1    2    0    3    0    9     4     3     0     0
#>       [,14] [,15] [,16] [,17] [,18] [,19] [,20] [,21] [,22] [,23]
#>  [1,]     0     3     1     0     1     1     0     2    12     1
#>  [2,]     3     3     2     1     1     1     4     2    14     1
#>  [3,]     4     3     3     1     4     3     6    10    26     2
#>  [4,]     1     2     3     1     1     0     0     4    11     1
#>  [5,]     1     3     2     1     1     2     1     4    13     2
#>  [6,]     1     6     2     2     3     2     2     8    13     0
#>  [7,]     4     5     4     3     4     3     8    15    38     3
#>  [8,]     2     1     1     2     3     4     4     8    22     0
#>  [9,]     9    14    12     4    12     7    14    34    94     9
#> [10,]     3     3     2     2     4     1     5     9    20     4
#> [11,]     5     3     3     0     2     0     1     6    20     3
#> [12,]     2     2     1     0     0     1     1     2    12     0
#> [13,]     0     0     2     0     1     3     0     0     8     0
#> [14,]    13     3     1     1     3     1     2     6     8     2
#> [15,]     3    19     2     0     3     1     0     7    14     1
#> [16,]     1     2    29     0     2     3     2     2    15     1
#> [17,]     1     0     0    11     1     1     1     2     9     1
#> [18,]     3     3     2     1    22     1     2     6    10     1
#> [19,]     1     1     3     1     1    14     1     2     9     0
#> [20,]     2     0     2     1     2     1    24     8    15     0
#> [21,]     6     7     2     2     6     2     8    59    36     3
#> [22,]     8    14    15     9    10     9    15    36   221     8
#> [23,]     2     1     1     1     1     0     0     3     8    12
#> 
#> [[5]]
#>       [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13]
#>  [1,]   18    2    2    3    1    2    6    1    9     1     1     0     2
#>  [2,]    2   22    3    4    3    1    5    2   11     3     1     2     1
#>  [3,]    2    3   35    4    2    2    6    2   16     1     8     1     1
#>  [4,]    3    4    4   17    1    2    2    1    9     2     2     0     1
#>  [5,]    1    3    2    1   17    0    3    1    9     2     2     2     2
#>  [6,]    2    1    2    2    0   13    2    0    5     0     1     1     2
#>  [7,]    6    5    6    2    3    2   57    7   36     4     7     3     1
#>  [8,]    1    2    2    1    1    0    7   33   12     3     1     2     2
#>  [9,]    9   11   16    9    9    5   36   12  154    13    20    10     5
#> [10,]    1    3    1    2    2    0    4    3   13    25     5     2     0
#> [11,]    1    1    8    2    2    1    7    1   20     5    32     3     1
#> [12,]    0    2    1    0    2    1    3    2   10     2     3    20     1
#> [13,]    2    1    1    1    2    2    1    2    5     0     1     1    14
#> [14,]    1    1    3    0    2    0    2    0    8     0     3     1     2
#> [15,]    1    1    2    2    1    1    3    2   12     5     5     3     1
#> [16,]    3    2    7    1    2    1    9    4   15     1     4     3     2
#> [17,]    1    0    1    0    1    0    3    2    7     1     1     0     1
#> [18,]    1    2    4    3    0    1    4    1   10     2     3     1     1
#> [19,]    2    1    2    1    0    1    4    1    9     3     4     2     0
#> [20,]    2    1    4    1    0    3    6    2   12     4     8     3     1
#> [21,]    3    5    8    3    2    1   14    5   28     7    10     2     2
#> [22,]   13   10   27   12    7   10   35   18   95    15    20    13     9
#> [23,]    0    0    1    0    0    0    3    2    5     3     0     0     1
#>       [,14] [,15] [,16] [,17] [,18] [,19] [,20] [,21] [,22] [,23]
#>  [1,]     1     1     3     1     1     2     2     3    13     0
#>  [2,]     1     1     2     0     2     1     1     5    10     0
#>  [3,]     3     2     7     1     4     2     4     8    27     1
#>  [4,]     0     2     1     0     3     1     1     3    12     0
#>  [5,]     2     1     2     1     0     0     0     2     7     0
#>  [6,]     0     1     1     0     1     1     3     1    10     0
#>  [7,]     2     3     9     3     4     4     6    14    35     3
#>  [8,]     0     2     4     2     1     1     2     5    18     2
#>  [9,]     8    12    15     7    10     9    12    28    95     5
#> [10,]     0     5     1     1     2     3     4     7    15     3
#> [11,]     3     5     4     1     3     4     8    10    20     0
#> [12,]     1     3     3     0     1     2     3     2    13     0
#> [13,]     2     1     2     1     1     0     1     2     9     1
#> [14,]    13     0     1     0     3     0     2     4     9     0
#> [15,]     0    19     1     1     0     2     4     7    15     1
#> [16,]     1     1    29     0     3     0     3     6    16     2
#> [17,]     0     1     0    11     0     1     0     1     7     1
#> [18,]     3     0     3     0    22     1     1     2    15     1
#> [19,]     0     2     0     1     1    14     1     3    10     0
#> [20,]     2     4     3     0     1     1    24     6    17     0
#> [21,]     4     7     6     1     2     3     6    59    31     1
#> [22,]     9    15    16     7    15    10    17    31   221     9
#> [23,]     0     1     2     1     1     0     0     1     9    12
#> 
#> [[6]]
#>       [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13]
#>  [1,]   18    2    2    3    1    1    4    0    9     1     0     0     1
#>  [2,]    2   22    1    1    3    1    5    2   12     0     1     3     2
#>  [3,]    2    1   35    3    5    1    7    3   19     2     3     2     3
#>  [4,]    3    1    3   17    2    2    5    1    8     2     0     0     2
#>  [5,]    1    3    5    2   17    1    1    0    9     2     2     0     0
#>  [6,]    1    1    1    2    1   13    1    0    8     0     2     1     1
#>  [7,]    4    5    7    5    1    1   57    7   32     8     6     2     1
#>  [8,]    0    2    3    1    0    0    7   33   15     3     2     1     2
#>  [9,]    9   12   19    8    9    8   32   15  154    11    14    14     4
#> [10,]    1    0    2    2    2    0    8    3   11    25     1     3     0
#> [11,]    0    1    3    0    2    2    6    2   14     1    32     0     0
#> [12,]    0    3    2    0    0    1    2    1   14     3     0    20     1
#> [13,]    1    2    3    2    0    1    1    2    4     0     0     1    14
#> [14,]    0    2    0    1    1    2    5    1    9     2     3     0     1
#> [15,]    2    2    0    1    0    0    4    3    8     3     4     0     0
#> [16,]    2    1    4    1    1    2    6    5   14     0     1     0     0
#> [17,]    1    0    1    0    0    1    1    1    4     1     1     1     0
#> [18,]    1    4    3    0    3    1    4    3   15     0     3     1     1
#> [19,]    1    2    0    2    1    1    3    1    9     2     0     3     2
#> [20,]    1    5    2    1    2    2    4    2   13     0     1     2     3
#> [21,]    2    5    9    1    2    0   15    5   28     4     5     6     5
#> [22,]   12   14   22   11   10    8   42   17   90    16    15    12     7
#> [23,]    2    1    3    1    2    1    4    1    6     1     2     3     0
#>       [,14] [,15] [,16] [,17] [,18] [,19] [,20] [,21] [,22] [,23]
#>  [1,]     0     2     2     1     1     1     1     2    12     2
#>  [2,]     2     2     1     0     4     2     5     5    14     1
#>  [3,]     0     0     4     1     3     0     2     9    22     3
#>  [4,]     1     1     1     0     0     2     1     1    11     1
#>  [5,]     1     0     1     0     3     1     2     2    10     2
#>  [6,]     2     0     2     1     1     1     2     0     8     1
#>  [7,]     5     4     6     1     4     3     4    15    42     4
#>  [8,]     1     3     5     1     3     1     2     5    17     1
#>  [9,]     9     8    14     4    15     9    13    28    90     6
#> [10,]     2     3     0     1     0     2     0     4    16     1
#> [11,]     3     4     1     1     3     0     1     5    15     2
#> [12,]     0     0     0     1     1     3     2     6    12     3
#> [13,]     1     0     0     0     1     2     3     5     7     0
#> [14,]    13     2     2     1     3     2     0     0    10     0
#> [15,]     2    19     3     0     1     2     1     4    14     1
#> [16,]     2     3    29     0     5     2     1     5    21     2
#> [17,]     1     0     0    11     0     1     0     2     5     0
#> [18,]     3     1     5     0    22     2     2     4    14     2
#> [19,]     2     2     2     1     2    14     1     4    10     0
#> [20,]     0     1     1     0     2     1    24    10    16     2
#> [21,]     0     4     5     2     4     4    10    59    35     3
#> [22,]    10    14    21     5    14    10    16    35   221    11
#> [23,]     0     1     2     0     2     0     2     3    11    12
#> 
#> [[7]]
#>       [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13]
#>  [1,]   18    2    3    0    1    0    6    4   10     3     4     2     3
#>  [2,]    2   22    2    4    2    3    4    6   16     4     4     2     3
#>  [3,]    3    2   35    2    3    2    5    6   22     4     4     3     3
#>  [4,]    0    4    2   17    2    1    2    4    9     5     1     0     2
#>  [5,]    1    2    3    2   17    2    3    3    8     0     3     3     4
#>  [6,]    0    3    2    1    2   13    2    2    8     1     2     1     4
#>  [7,]    6    4    5    2    3    2   57    9   24     4     9     2     4
#>  [8,]    4    6    6    4    3    2    9   33   18     7     3     1     6
#>  [9,]   10   16   22    9    8    8   24   18  154    14    15    14    10
#> [10,]    3    4    4    5    0    1    4    7   14    25     2     1     0
#> [11,]    4    4    4    1    3    2    9    3   15     2    32     2     3
#> [12,]    2    2    3    0    3    1    2    1   14     1     2    20     3
#> [13,]    3    3    3    2    4    4    4    6   10     0     3     3    14
#> [14,]    0    1    3    1    1    1    0    2    8     2     1     1     2
#> [15,]    1    3    2    0    1    2    2    3   11     2     4     1     2
#> [16,]    3    3    8    2    3    0    7    4   17     4     6     3     1
#> [17,]    2    2    2    0    0    1    4    3    8     2     1     0     1
#> [18,]    4    2    2    1    0    2    3    1   14     2     3     1     2
#> [19,]    1    2    3    1    0    5    2    1    9     3     2     1     0
#> [20,]    3    1    4    0    0    0    5    5   12     0     2     1     0
#> [21,]    6    9    9    7    5    4   12    9   35     5     6     4     6
#> [22,]   13   18   26   10   12    8   36   20   98    15    17    14    13
#> [23,]    0    0    2    1    0    0    2    0    7     1     2     0     0
#>       [,14] [,15] [,16] [,17] [,18] [,19] [,20] [,21] [,22] [,23]
#>  [1,]     0     1     3     2     4     1     3     6    13     0
#>  [2,]     1     3     3     2     2     2     1     9    18     0
#>  [3,]     3     2     8     2     2     3     4     9    26     2
#>  [4,]     1     0     2     0     1     1     0     7    10     1
#>  [5,]     1     1     3     0     0     0     0     5    12     0
#>  [6,]     1     2     0     1     2     5     0     4     8     0
#>  [7,]     0     2     7     4     3     2     5    12    36     2
#>  [8,]     2     3     4     3     1     1     5     9    20     0
#>  [9,]     8    11    17     8    14     9    12    35    98     7
#> [10,]     2     2     4     2     2     3     0     5    15     1
#> [11,]     1     4     6     1     3     2     2     6    17     2
#> [12,]     1     1     3     0     1     1     1     4    14     0
#> [13,]     2     2     1     1     2     0     0     6    13     0
#> [14,]    13     0     0     1     0     0     0     6     7     3
#> [15,]     0    19     3     2     4     2     3     5    15     1
#> [16,]     0     3    29     3     2     3     3     8    23     0
#> [17,]     1     2     3    11     2     3     2     5     9     1
#> [18,]     0     4     2     2    22     2     2     6    15     0
#> [19,]     0     2     3     3     2    14     2     4     9     0
#> [20,]     0     3     3     2     2     2    24     5    15     0
#> [21,]     6     5     8     5     6     4     5    59    40     4
#> [22,]     7    15    23     9    15     9    15    40   221     4
#> [23,]     3     1     0     1     0     0     0     4     4    12
#> 
# }