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Compute null weighted overlap matrix

Usage

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

Arguments

null

The null model (list of simulated binary matrices)

W

The weight matrix (features x samples)

n.permut

Accepted for API compatibility; currently unused internally.

n.cores

Accepted for API compatibility; currently unused internally.

Value

Weighted 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$alteration.class,
                  n.cores = 1, min.freq = 10, n.permut = 10,
                  verbose = FALSE)
w.r.am.pairwise.alteration.overlap(result$obj$null, W = result$obj$W$W,
                                   n.permut = result$obj$nSim)
#> [[1]]
#>             [,1]       [,2]       [,3]       [,4]       [,5]      [,6]
#>  [1,] 10.1543331  0.7692308  1.6181272  0.0000000  0.0000000 0.0000000
#>  [2,]  0.7692308 13.6054109  1.3859291  1.7692308  2.2487762 0.6941176
#>  [3,]  1.6181272  1.3859291 24.4768506  0.4000000  0.3571429 0.9191176
#>  [4,]  0.0000000  1.7692308  0.4000000 11.4284511  0.0000000 2.3205466
#>  [5,]  0.0000000  2.2487762  0.3571429  0.0000000 10.5791892 0.6250000
#>  [6,]  0.0000000  0.6941176  0.9191176  2.3205466  0.6250000 7.8281257
#>  [7,]  1.3475806  3.1265859  2.7068496  0.7692308  2.0347744 1.6500000
#>  [8,]  1.6406015  0.3225806  1.1342690  0.0000000  1.3571429 0.0000000
#>  [9,]  5.3466408  5.4444797  9.2293809  3.7265280  3.9688653 5.4338950
#> [10,]  0.9475806  2.9178939  1.0166983  2.6955466  0.8545455 0.2941176
#> [11,]  1.7763158  0.3225806  2.8009023  2.0500000  1.0795455 0.6250000
#> [12,]  1.0918114  0.9263158  1.4021261  0.9263158  0.0000000 1.2000000
#> [13,]  0.0000000  0.0000000  0.4000000  0.9263158  0.0000000 0.5263158
#> [14,]  0.3225806  0.0000000  0.3225806  0.0000000  0.0000000 0.0000000
#> [15,]  0.9821429  0.6941176  1.6321217  0.0000000  1.2834586 0.2941176
#> [16,]  0.5263158  2.6442675  1.7736631  1.7942308  1.2237762 1.3191176
#> [17,]  0.4000000  0.0000000  0.7692308  0.0000000  0.0000000 0.0000000
#> [18,]  0.6250000  1.7680141  1.8404745  0.0000000  1.3942308 0.2941176
#> [19,]  0.7692308  0.0000000  1.7500920  0.0000000  0.0000000 0.7692308
#> [20,]  0.7225806  1.9630041  0.9475806  0.8488964  0.9090909 1.0250000
#> [21,]  3.8502701  2.1038921  3.4359291  1.8526316  1.1513158 1.7191176
#> [22,]  8.6158716  8.2784878 10.3806967  5.7386738  4.9540972 4.2825792
#> [23,]  0.6250000  0.7225806  0.7771261  0.0000000  0.4000000 0.0000000
#>             [,7]       [,8]       [,9]      [,10]      [,11]      [,12]
#>  [1,]  1.3475806  1.6406015   5.346641  0.9475806  1.7763158  1.0918114
#>  [2,]  3.1265859  0.3225806   5.444480  2.9178939  0.3225806  0.9263158
#>  [3,]  2.7068496  1.1342690   9.229381  1.0166983  2.8009023  1.4021261
#>  [4,]  0.7692308  0.0000000   3.726528  2.6955466  2.0500000  0.9263158
#>  [5,]  2.0347744  1.3571429   3.968865  0.8545455  1.0795455  0.0000000
#>  [6,]  1.6500000  0.0000000   5.433895  0.2941176  0.6250000  1.2000000
#>  [7,] 38.6036068  4.3518185  16.712412  2.5463569  0.8488964  1.4797235
#>  [8,]  4.3518185 21.5111545   7.552146  1.0795455  2.2431272  1.7047235
#>  [9,] 16.7124125  7.5521464 103.016482  4.2329662  9.3799995  5.8608548
#> [10,]  2.5463569  1.0795455   4.232966 16.3483509  1.3263158  1.7168114
#> [11,]  0.8488964  2.2431272   9.380000  1.3263158 21.2069226  1.5809191
#> [12,]  1.4797235  1.7047235   5.860855  1.7168114  1.5809191 10.9570087
#> [13,]  0.0000000  0.0000000   1.551316  0.0000000  0.4000000  0.7692308
#> [14,]  1.4021261  1.2237762   4.377276  0.7771261  0.3571429  0.6797235
#> [15,]  2.4893199  1.1688312   5.177726  0.6941176  1.1513158  0.0000000
#> [16,]  3.9572927  1.9630041  10.525279  1.9178939  1.5513158  0.7571429
#> [17,]  1.9263158  2.0250000   4.241093  0.0000000  0.0000000  0.0000000
#> [18,]  4.9476727  1.7771261   6.663710  1.9191176  1.0918114  0.5263158
#> [19,]  0.0000000  0.7692308   3.447552  0.6250000  0.0000000  0.0000000
#> [20,]  2.9881821  0.7571429   7.265492  2.5272181  0.4545455  1.6060393
#> [21,]  7.3055911  3.4040630  14.856953  4.4635606  4.5424089  3.4002701
#> [22,] 21.9740521 14.1963772  61.985519 10.6464278 14.3389156  5.7166240
#> [23,]  0.3225806  0.6451613   2.124707  0.4000000  1.7168114  0.3225806
#>            [,13]     [,14]      [,15]      [,16]     [,17]      [,18]
#>  [1,]  0.0000000 0.3225806  0.9821429  0.5263158 0.4000000  0.6250000
#>  [2,]  0.0000000 0.0000000  0.6941176  2.6442675 0.0000000  1.7680141
#>  [3,]  0.4000000 0.3225806  1.6321217  1.7736631 0.7692308  1.8404745
#>  [4,]  0.9263158 0.0000000  0.0000000  1.7942308 0.0000000  0.0000000
#>  [5,]  0.0000000 0.0000000  1.2834586  1.2237762 0.0000000  1.3942308
#>  [6,]  0.5263158 0.0000000  0.2941176  1.3191176 0.0000000  0.2941176
#>  [7,]  0.0000000 1.4021261  2.4893199  3.9572927 1.9263158  4.9476727
#>  [8,]  0.0000000 1.2237762  1.1688312  1.9630041 2.0250000  1.7771261
#>  [9,]  1.5513158 4.3772759  5.1777261 10.5252786 4.2410931  6.6637105
#> [10,]  0.0000000 0.7771261  0.6941176  1.9178939 0.0000000  1.9191176
#> [11,]  0.4000000 0.3571429  1.1513158  1.5513158 0.0000000  1.0918114
#> [12,]  0.7692308 0.6797235  0.0000000  0.7571429 0.0000000  0.5263158
#> [13,] 11.0224696 0.6250000  0.0000000  0.7692308 0.0000000  0.0000000
#> [14,]  0.6250000 8.3099683  0.7692308  1.2237762 0.0000000  0.6250000
#> [15,]  0.0000000 0.7692308 11.3143658  1.5178939 0.5263158  1.2749789
#> [16,]  0.7692308 1.2237762  1.5178939 17.9291247 0.6250000  0.7486631
#> [17,]  0.0000000 0.0000000  0.5263158  0.6250000 7.7674089  1.0526316
#> [18,]  0.0000000 0.6250000  1.2749789  0.7486631 1.0526316 14.3727186
#> [19,]  0.0000000 0.4545455  0.5263158  0.4545455 0.0000000  0.0000000
#> [20,]  0.6250000 0.9475806  0.0000000  1.7938312 1.1692308  1.2955466
#> [21,]  1.0250000 3.4860422  1.4454334  4.3539499 1.2500000  0.2941176
#> [22,]  3.4192308 6.1465067  6.6124427 10.8137401 4.7026316 12.9784878
#> [23,]  1.7692308 0.0000000  0.4000000  0.0000000 0.0000000  0.3225806
#>            [,19]      [,20]      [,21]      [,22]     [,23]
#>  [1,]  0.7692308  0.7225806  3.8502701   8.615872 0.6250000
#>  [2,]  0.0000000  1.9630041  2.1038921   8.278488 0.7225806
#>  [3,]  1.7500920  0.9475806  3.4359291  10.380697 0.7771261
#>  [4,]  0.0000000  0.8488964  1.8526316   5.738674 0.0000000
#>  [5,]  0.0000000  0.9090909  1.1513158   4.954097 0.4000000
#>  [6,]  0.7692308  1.0250000  1.7191176   4.282579 0.0000000
#>  [7,]  0.0000000  2.9881821  7.3055911  21.974052 0.3225806
#>  [8,]  0.7692308  0.7571429  3.4040630  14.196377 0.6451613
#>  [9,]  3.4475524  7.2654923 14.8569528  61.985519 2.1247067
#> [10,]  0.6250000  2.5272181  4.4635606  10.646428 0.4000000
#> [11,]  0.0000000  0.4545455  4.5424089  14.338916 1.7168114
#> [12,]  0.0000000  1.6060393  3.4002701   5.716624 0.3225806
#> [13,]  0.0000000  0.6250000  1.0250000   3.419231 1.7692308
#> [14,]  0.4545455  0.9475806  3.4860422   6.146507 0.0000000
#> [15,]  0.5263158  0.0000000  1.4454334   6.612443 0.4000000
#> [16,]  0.4545455  1.7938312  4.3539499  10.813740 0.0000000
#> [17,]  0.0000000  1.1692308  1.2500000   4.702632 0.0000000
#> [18,]  0.0000000  1.2955466  0.2941176  12.978488 0.3225806
#> [19,] 10.6757913  0.0000000  0.7692308   6.137330 0.4545455
#> [20,]  0.0000000 13.5995004  3.9644979   8.731493 0.0000000
#> [21,]  0.7692308  3.9644979 40.5032078  26.111507 0.6250000
#> [22,]  6.1373298  8.7314934 26.1115074 161.179345 2.7497067
#> [23,]  0.4545455  0.0000000  0.6250000   2.749707 8.0573991
#> 
#> [[2]]
#>             [,1]       [,2]       [,3]       [,4]       [,5]      [,6]
#>  [1,] 13.4783309  1.3942308  0.6250000  0.7692308  1.0000000 0.0000000
#>  [2,]  1.3942308 16.4559723  2.0250000  0.7692308  0.6250000 0.7692308
#>  [3,]  0.6250000  2.0250000 25.8623626  1.3821429  0.6250000 0.7692308
#>  [4,]  0.7692308  0.7692308  1.3821429 11.5309861  0.6250000 0.7692308
#>  [5,]  1.0000000  0.6250000  0.6250000  0.6250000 12.8162430 0.4545455
#>  [6,]  0.0000000  0.7692308  0.7692308  0.7692308  0.4545455 8.5862840
#>  [7,]  2.0192308  3.4271261  6.1835165  3.3026894  1.3942308 2.7513736
#>  [8,]  3.4013158  1.0250000  2.0071429  1.5084586  0.3571429 0.8834586
#>  [9,]  3.7693228  5.2155876  9.8912088  2.7642857  3.8835507 3.8843610
#> [10,]  0.5263158  0.0000000  1.7942308  0.0000000  0.8116883 0.7771261
#> [11,]  0.5263158  0.9475806  1.0250000  0.5263158  1.8956044 0.5263158
#> [12,]  0.9808612  0.7225806  1.8250000  0.4000000  0.0000000 0.3225806
#> [13,]  1.2500000  0.0000000  1.1263736  0.0000000  0.3571429 0.0000000
#> [14,]  0.0000000  1.3942308  0.7692308  0.0000000  1.0000000 1.7513736
#> [15,]  1.8487762  0.3225806  2.3821429  1.1692308  0.8834586 0.3225806
#> [16,]  0.0000000  0.6250000  1.6071429  2.0192308  0.0000000 0.7692308
#> [17,]  0.0000000  0.0000000  0.6250000  0.0000000  0.7692308 0.3225806
#> [18,]  0.0000000  0.9475806  1.2500000  0.7692308  0.5263158 0.0000000
#> [19,]  0.0000000  0.7692308  0.0000000  0.0000000  0.5263158 0.3571429
#> [20,]  0.6250000  0.6250000  1.3821429  0.7692308  2.2776894 1.4489543
#> [21,]  1.6058612  2.7418114  4.8013736  1.5084586  2.5880041 0.8116883
#> [22,]  6.0648693  5.5905876 16.1989011  4.4469780  4.5085507 5.6535917
#> [23,]  1.4545455  1.0000000  0.3571429  0.9821429  0.6250000 0.3225806
#>             [,7]       [,8]       [,9]      [,10]      [,11]      [,12]
#>  [1,]  2.0192308  3.4013158   3.769323  0.5263158  0.5263158  0.9808612
#>  [2,]  3.4271261  1.0250000   5.215588  0.0000000  0.9475806  0.7225806
#>  [3,]  6.1835165  2.0071429   9.891209  1.7942308  1.0250000  1.8250000
#>  [4,]  3.3026894  1.5084586   2.764286  0.0000000  0.5263158  0.4000000
#>  [5,]  1.3942308  0.3571429   3.883551  0.8116883  1.8956044  0.0000000
#>  [6,]  2.7513736  0.8834586   3.884361  0.7771261  0.5263158  0.3225806
#>  [7,] 38.7700706  4.6074129  13.178977  3.2956044  3.3657078  2.2918114
#>  [8,]  4.6074129 21.6044343   8.337734  1.5084586  3.5086709  1.9513158
#>  [9,] 13.1789775  8.3377339 101.220429  8.4338207 10.4036080  7.2099175
#> [10,]  3.2956044  1.5084586   8.433821 16.3857438  2.5334586  1.2488964
#> [11,]  3.3657078  3.5086709  10.403608  2.5334586 19.6581627  2.2666983
#> [12,]  2.2918114  1.9513158   7.209918  1.2488964  2.2666983 11.9983790
#> [13,]  1.7513736  0.9821429   2.720147  1.5263736  0.3571429  0.0000000
#> [14,]  1.3392857  0.3571429   2.733516  0.3571429  0.0000000  0.0000000
#> [15,]  3.0002701  0.9821429   5.042940  1.3047235  1.3047235  1.4997067
#> [16,]  4.1277473  1.2500000   6.587501  0.7571429  2.0704334  0.9191176
#> [17,]  0.7692308  1.3942308   1.946357  0.7225806  0.0000000  0.3225806
#> [18,]  1.2060393  1.1513158   6.437621  0.8834586  0.6166983  0.6166983
#> [19,]  1.2116883  1.8956044   4.157235  0.0000000  0.4000000  0.0000000
#> [20,]  3.2598323  0.7142857   5.767906  0.6797235  0.3571429  0.3225806
#> [21,]  4.9645558  6.4240602  18.970098  1.9380619  5.0457035  4.8904745
#> [22,] 19.0251313 10.3569647  62.172168 10.4651972 11.3530007 10.4599175
#> [23,]  0.3571429  0.3571429   3.778500  0.3225806  0.0000000  0.7771261
#>           [,13]     [,14]      [,15]      [,16]     [,17]      [,18]     [,19]
#>  [1,] 1.2500000 0.0000000  1.8487762  0.0000000 0.0000000  0.0000000 0.0000000
#>  [2,] 0.0000000 1.3942308  0.3225806  0.6250000 0.0000000  0.9475806 0.7692308
#>  [3,] 1.1263736 0.7692308  2.3821429  1.6071429 0.6250000  1.2500000 0.0000000
#>  [4,] 0.0000000 0.0000000  1.1692308  2.0192308 0.0000000  0.7692308 0.0000000
#>  [5,] 0.3571429 1.0000000  0.8834586  0.0000000 0.7692308  0.5263158 0.5263158
#>  [6,] 0.0000000 1.7513736  0.3225806  0.7692308 0.3225806  0.0000000 0.3571429
#>  [7,] 1.7513736 1.3392857  3.0002701  4.1277473 0.7692308  1.2060393 1.2116883
#>  [8,] 0.9821429 0.3571429  0.9821429  1.2500000 1.3942308  1.1513158 1.8956044
#>  [9,] 2.7201470 2.7335165  5.0429398  6.5875006 1.9463569  6.4376208 4.1572349
#> [10,] 1.5263736 0.3571429  1.3047235  0.7571429 0.7225806  0.8834586 0.0000000
#> [11,] 0.3571429 0.0000000  1.3047235  2.0704334 0.0000000  0.6166983 0.4000000
#> [12,] 0.0000000 0.0000000  1.4997067  0.9191176 0.3225806  0.6166983 0.0000000
#> [13,] 9.1336085 0.0000000  0.7142857  0.7571429 0.4000000  0.0000000 0.6250000
#> [14,] 0.0000000 9.2912088  0.0000000  0.3571429 0.0000000  0.9821429 0.3571429
#> [15,] 0.7142857 0.0000000 10.4634864  0.3571429 0.3225806  0.8488964 0.6250000
#> [16,] 0.7571429 0.3571429  0.3571429 20.0201929 2.1045455  2.2584034 0.0000000
#> [17,] 0.4000000 0.0000000  0.3225806  2.1045455 7.5905876  1.8750000 0.0000000
#> [18,] 0.0000000 0.9821429  0.8488964  2.2584034 1.8750000 13.1466289 0.5263158
#> [19,] 0.6250000 0.3571429  0.6250000  0.0000000 0.0000000  0.5263158 8.4841579
#> [20,] 1.3392857 0.3571429  1.5631821  1.3571429 1.0918114  1.8218623 1.5084586
#> [21,] 0.3571429 1.4835165  3.9632163  1.7308060 1.7045455  3.7322998 0.9821429
#> [22,] 5.3643777 2.7335165  8.1608548  9.7771859 3.5110422  7.9305358 3.3880041
#> [23,] 0.0000000 0.7692308  1.4021261  0.0000000 0.9475806  0.6250000 0.0000000
#>            [,20]      [,21]      [,22]     [,23]
#>  [1,]  0.6250000  1.6058612   6.064869 1.4545455
#>  [2,]  0.6250000  2.7418114   5.590588 1.0000000
#>  [3,]  1.3821429  4.8013736  16.198901 0.3571429
#>  [4,]  0.7692308  1.5084586   4.446978 0.9821429
#>  [5,]  2.2776894  2.5880041   4.508551 0.6250000
#>  [6,]  1.4489543  0.8116883   5.653592 0.3225806
#>  [7,]  3.2598323  4.9645558  19.025131 0.3571429
#>  [8,]  0.7142857  6.4240602  10.356965 0.3571429
#>  [9,]  5.7679057 18.9700975  62.172168 3.7784997
#> [10,]  0.6797235  1.9380619  10.465197 0.3225806
#> [11,]  0.3571429  5.0457035  11.353001 0.0000000
#> [12,]  0.3225806  4.8904745  10.459918 0.7771261
#> [13,]  1.3392857  0.3571429   5.364378 0.0000000
#> [14,]  0.3571429  1.4835165   2.733516 0.7692308
#> [15,]  1.5631821  3.9632163   8.160855 1.4021261
#> [16,]  1.3571429  1.7308060   9.777186 0.0000000
#> [17,]  1.0918114  1.7045455   3.511042 0.9475806
#> [18,]  1.8218623  3.7322998   7.930536 0.6250000
#> [19,]  1.5084586  0.9821429   3.388004 0.0000000
#> [20,] 15.5346061  1.7392857   8.450598 0.3225806
#> [21,]  1.7392857 38.0323445  21.246321 2.0616883
#> [22,]  8.4505980 21.2463213 160.126116 6.7784997
#> [23,]  0.3225806  2.0616883   6.778500 8.4034997
#> 
#> [[3]]
#>             [,1]       [,2]       [,3]       [,4]      [,5]      [,6]
#>  [1,] 11.3407027  1.6526894  1.7692308  0.0000000 0.3571429 0.7692308
#>  [2,]  1.6526894 15.5978317  3.9405876  0.7692308 0.3571429 0.0000000
#>  [3,]  1.7692308  3.9405876 24.1437173  0.6250000 1.0795455 0.0000000
#>  [4,]  0.0000000  0.7692308  0.6250000 11.6199301 0.6250000 0.0000000
#>  [5,]  0.3571429  0.3571429  1.0795455  0.6250000 9.6440730 0.7142857
#>  [6,]  0.7692308  0.0000000  0.0000000  0.0000000 0.7142857 8.0259254
#>  [7,]  3.4347744  1.8643199  4.8375328  2.1045455 3.1318353 1.5142857
#>  [8,]  0.6250000  2.1634615  0.9808612  0.7692308 1.1688312 0.7142857
#>  [9,]  4.4874639  6.2061313  6.7135553  4.8122378 5.0792957 4.9611481
#> [10,]  0.5263158  0.4545455  1.2316716  0.4000000 1.1688312 1.4835165
#> [11,]  1.1263736  1.9034997  3.5736032  0.6250000 0.3571429 0.5263158
#> [12,]  0.5263158  0.9475806  1.7964771  0.0000000 0.9808612 0.0000000
#> [13,]  0.9821429  0.3225806  0.3225806  0.0000000 0.6250000 0.0000000
#> [14,]  0.0000000  0.0000000  0.6250000  0.0000000 0.5263158 0.0000000
#> [15,]  0.8000000  0.7692308  0.3225806  0.7692308 0.4545455 0.0000000
#> [16,]  2.2834586  0.9821429  2.6442308  1.3942308 0.7142857 1.2834586
#> [17,]  0.0000000  0.6250000  1.2500000  0.0000000 0.0000000 0.5263158
#> [18,]  0.6250000  0.7692308  1.6058612  0.0000000 0.7692308 0.4000000
#> [19,]  0.0000000  0.0000000  0.5263158  0.0000000 1.0795455 0.4000000
#> [20,]  0.5263158  0.0000000  2.8558612  0.6250000 2.3295455 0.4000000
#> [21,]  1.7513736  0.9475806  2.6722874  1.6500000 2.4737762 1.5513158
#> [22,]  8.4201562  7.3887316 13.3622487  5.9180070 6.9998423 6.0259254
#> [23,]  1.4526316  1.0526316  0.6250000  0.6250000 0.0000000 0.4000000
#>             [,7]       [,8]       [,9]      [,10]      [,11]      [,12]
#>  [1,]  3.4347744  0.6250000   4.487464  0.5263158  1.1263736  0.5263158
#>  [2,]  1.8643199  2.1634615   6.206131  0.4545455  1.9034997  0.9475806
#>  [3,]  4.8375328  0.9808612   6.713555  1.2316716  3.5736032  1.7964771
#>  [4,]  2.1045455  0.7692308   4.812238  0.4000000  0.6250000  0.0000000
#>  [5,]  3.1318353  1.1688312   5.079296  1.1688312  0.3571429  0.9808612
#>  [6,]  1.5142857  0.7142857   4.961148  1.4835165  0.5263158  0.0000000
#>  [7,] 34.6584330  3.6581511  15.142239  3.8452390  2.9869005  2.5321770
#>  [8,]  3.6581511 22.4704348   9.927419  1.4835165  1.4454334  2.2308612
#>  [9,] 15.1422386  9.9274186 104.367696  8.8646820  7.9120094  7.4465691
#> [10,]  3.8452390  1.4835165   8.864682 15.7179208  0.7771261  3.2431272
#> [11,]  2.9869005  1.4454334   7.912009  0.7771261 20.9813414  1.2701613
#> [12,]  2.5321770  2.2308612   7.446569  3.2431272  1.2701613 11.7684314
#> [13,]  1.2500000  1.5263158   3.323954  0.0000000  0.9475806  0.9475806
#> [14,]  0.8834586  0.2941176   3.311725  0.0000000  0.9191176  0.5263158
#> [15,]  3.3272181  2.2046375   5.957987  0.5263158  0.3225806  2.1500920
#> [16,]  4.5170671  1.9630041   7.021613  1.5084586  1.6526894  0.6250000
#> [17,]  0.6250000  0.0000000   5.045547  0.0000000  1.3942308  0.0000000
#> [18,]  2.6039474  1.6058612   8.430365  2.2955466  1.8218623  2.9205466
#> [19,]  0.4000000  0.7692308   5.313554  0.0000000  0.0000000  0.0000000
#> [20,]  2.4058612  1.0526316   8.414320  0.4545455  0.4000000  1.6776316
#> [21,]  6.9560735  5.2160931  14.741220  4.1503042  3.2882885  2.1964771
#> [22,] 23.1537863 11.0979651  57.430357  9.2249138 11.1927879  8.9799699
#> [23,]  2.1763158  0.0000000   5.648178  1.1513158  0.0000000  1.8750000
#>           [,13]     [,14]      [,15]      [,16]     [,17]      [,18]      [,19]
#>  [1,] 0.9821429 0.0000000  0.8000000  2.2834586 0.0000000  0.6250000  0.0000000
#>  [2,] 0.3225806 0.0000000  0.7692308  0.9821429 0.6250000  0.7692308  0.0000000
#>  [3,] 0.3225806 0.6250000  0.3225806  2.6442308 1.2500000  1.6058612  0.5263158
#>  [4,] 0.0000000 0.0000000  0.7692308  1.3942308 0.0000000  0.0000000  0.0000000
#>  [5,] 0.6250000 0.5263158  0.4545455  0.7142857 0.0000000  0.7692308  1.0795455
#>  [6,] 0.0000000 0.0000000  0.0000000  1.2834586 0.5263158  0.4000000  0.4000000
#>  [7,] 1.2500000 0.8834586  3.3272181  4.5170671 0.6250000  2.6039474  0.4000000
#>  [8,] 1.5263158 0.2941176  2.2046375  1.9630041 0.0000000  1.6058612  0.7692308
#>  [9,] 3.3239543 3.3117250  5.9579873  7.0216126 5.0455466  8.4303650  5.3135536
#> [10,] 0.0000000 0.0000000  0.5263158  1.5084586 0.0000000  2.2955466  0.0000000
#> [11,] 0.9475806 0.9191176  0.3225806  1.6526894 1.3942308  1.8218623  0.0000000
#> [12,] 0.9475806 0.5263158  2.1500920  0.6250000 0.0000000  2.9205466  0.0000000
#> [13,] 9.4079624 0.0000000  0.5263158  0.0000000 0.0000000  0.6250000  0.0000000
#> [14,] 0.0000000 7.3835874  0.0000000  0.8116883 0.0000000  0.0000000  0.0000000
#> [15,] 0.5263158 0.0000000 13.7919954  0.8545455 0.0000000  1.5263158  1.0000000
#> [16,] 0.0000000 0.8116883  0.8545455 18.0453980 1.3942308  0.8000000  1.1692308
#> [17,] 0.0000000 0.0000000  0.0000000  1.3942308 7.8147773  0.0000000  0.0000000
#> [18,] 0.6250000 0.0000000  1.5263158  0.8000000 0.0000000 15.0406889  0.4000000
#> [19,] 0.0000000 0.0000000  1.0000000  1.1692308 0.0000000  0.4000000 10.3904766
#> [20,] 0.0000000 0.3571429  1.0000000  2.1763158 0.6250000  0.4000000  1.4000000
#> [21,] 1.8310393 2.2059191  1.7752122  2.8558612 1.3942308  1.6776316  2.3076923
#> [22,] 4.6195008 4.4630408  5.4843031 10.3242442 3.1705466  8.8124500  4.3135536
#> [23,] 0.6250000 0.0000000  0.4000000  0.8000000 0.0000000  1.0250000  0.4000000
#>            [,20]      [,21]      [,22]    [,23]
#>  [1,]  0.5263158  1.7513736   8.420156 1.452632
#>  [2,]  0.0000000  0.9475806   7.388732 1.052632
#>  [3,]  2.8558612  2.6722874  13.362249 0.625000
#>  [4,]  0.6250000  1.6500000   5.918007 0.625000
#>  [5,]  2.3295455  2.4737762   6.999842 0.000000
#>  [6,]  0.4000000  1.5513158   6.025925 0.400000
#>  [7,]  2.4058612  6.9560735  23.153786 2.176316
#>  [8,]  1.0526316  5.2160931  11.097965 0.000000
#>  [9,]  8.4143199 14.7412198  57.430357 5.648178
#> [10,]  0.4545455  4.1503042   9.224914 1.151316
#> [11,]  0.4000000  3.2882885  11.192788 0.000000
#> [12,]  1.6776316  2.1964771   8.979970 1.875000
#> [13,]  0.0000000  1.8310393   4.619501 0.625000
#> [14,]  0.3571429  2.2059191   4.463041 0.000000
#> [15,]  1.0000000  1.7752122   5.484303 0.400000
#> [16,]  2.1763158  2.8558612  10.324244 0.800000
#> [17,]  0.6250000  1.3942308   3.170547 0.000000
#> [18,]  0.4000000  1.6776316   8.812450 1.025000
#> [19,]  1.4000000  2.3076923   4.313554 0.400000
#> [20,] 16.5848664  3.0866883   8.084866 0.400000
#> [21,]  3.0866883 39.5701671  23.620774 0.000000
#> [22,]  8.0848664 23.6207744 160.948576 4.451316
#> [23,]  0.4000000  0.0000000   4.451316 6.898178
#> 
#> [[4]]
#>             [,1]       [,2]       [,3]       [,4]       [,5]      [,6]
#>  [1,] 12.8353264  0.9821429  1.6334034  0.0000000  0.0000000 0.9191176
#>  [2,]  0.9821429 13.5381632  0.3571429  0.5263158  1.9205466 1.5513158
#>  [3,]  1.6334034  0.3571429 21.2051861  0.7771261  1.5725806 1.4454334
#>  [4,]  0.0000000  0.5263158  0.7771261 12.4197570  0.8488964 0.5263158
#>  [5,]  0.0000000  1.9205466  1.5725806  0.8488964 10.1888236 1.8097744
#>  [6,]  0.9191176  1.5513158  1.4454334  0.5263158  1.8097744 6.6283860
#>  [7,]  0.9821429  2.5455466  3.9811313  1.7369727  1.7168114 2.3026316
#>  [8,]  0.6250000  1.5513158  2.1590909  1.0918114  1.6071429 1.9084586
#>  [9,]  3.6526341  8.3554708 11.3782630  4.4870647  6.4003621 5.2341552
#> [10,]  0.2941176  0.3571429  2.3547024  0.3225806  0.6797235 1.4204913
#> [11,]  0.6512605  2.5072349  2.4105295  0.9677419  1.6181272 1.5896642
#> [12,]  0.0000000  2.0526894  0.0000000  1.0000000  0.7692308 0.7692308
#> [13,]  0.6250000  0.0000000  0.0000000  0.0000000  0.0000000 0.0000000
#> [14,]  0.0000000  1.6955466  1.5888144  0.3225806  0.3225806 0.4000000
#> [15,]  1.5441176  1.5084586  1.3859291  0.8488964  1.2488964 2.8980650
#> [16,]  0.2941176  0.9808612  1.6883484  1.9205466  1.2955466 0.8204334
#> [17,]  0.0000000  0.6250000  0.5263158  0.7692308  0.3571429 0.8834586
#> [18,]  0.2941176  0.5263158  1.5603514  0.5263158  0.5263158 1.3467492
#> [19,]  0.6250000  0.6250000  1.6058612  0.0000000  1.2500000 1.0526316
#> [20,]  0.0000000  2.9326923  3.0854067  0.0000000  0.6250000 1.0526316
#> [21,]  0.9191176  1.0250000  5.0066504  2.3155876  1.9725806 3.9230650
#> [22,]  7.4410957  7.8291551 14.1929484  6.6505263  7.4003621 6.6283860
#> [23,]  0.6250000  0.7692308  0.6797235  0.3225806  1.0918114 0.0000000
#>             [,7]       [,8]       [,9]      [,10]      [,11]      [,12]
#>  [1,]  0.9821429  0.6250000   3.652634  0.2941176  0.6512605  0.0000000
#>  [2,]  2.5455466  1.5513158   8.355471  0.3571429  2.5072349  2.0526894
#>  [3,]  3.9811313  2.1590909  11.378263  2.3547024  2.4105295  0.0000000
#>  [4,]  1.7369727  1.0918114   4.487065  0.3225806  0.9677419  1.0000000
#>  [5,]  1.7168114  1.6071429   6.400362  0.6797235  1.6181272  0.7692308
#>  [6,]  2.3026316  1.9084586   5.234155  1.4204913  1.5896642  0.7692308
#>  [7,] 38.4266888  3.0252122  12.513227  3.3093031  2.1915182  2.3076923
#>  [8,]  3.0252122 22.0256039   8.528134  1.3392857  2.2610422  0.3571429
#>  [9,] 12.5132273  8.5281343 102.967899  9.8396845  9.4276451  5.4290630
#> [10,]  3.3093031  1.3392857   9.839685 14.1544618  2.1976174  1.4835165
#> [11,]  2.1915182  2.2610422   9.427645  2.1976174 21.6103374  1.6955466
#> [12,]  2.3076923  0.3571429   5.429063  1.4835165  1.6955466 14.8136784
#> [13,]  2.1168114  1.2955466   2.741811  1.2500000  0.7692308  0.0000000
#> [14,]  2.1713569  0.8545455   4.435677  1.1342690  2.1869005  1.2955466
#> [15,]  2.9668114  0.6250000   7.406736  0.9738411  1.2416983  1.1263736
#> [16,]  1.9725806  0.6250000   6.509199  0.9191176  1.2749789  1.0000000
#> [17,]  1.6058612  1.1263736   1.963004  0.8116883  0.0000000  0.0000000
#> [18,]  2.7942308  1.4795455   6.426445  2.0454913  0.6512605  0.0000000
#> [19,]  1.2488964  1.9630041   3.211901  0.3571429  0.0000000  0.3571429
#> [20,]  4.1559533  2.3808612   7.513188  2.8737762  0.4545455  0.7692308
#> [21,]  9.5317728  4.2808612  20.131902  5.2873369  2.7212437  1.7692308
#> [22,] 22.7849884 13.2562812  54.939467 10.5967695 11.1513293  7.9796703
#> [23,]  1.5463569  0.0000000   4.849046  1.7592690  1.4489543  0.0000000
#>           [,13]     [,14]      [,15]      [,16]     [,17]      [,18]     [,19]
#>  [1,] 0.6250000 0.0000000  1.5441176  0.2941176 0.0000000  0.2941176 0.6250000
#>  [2,] 0.0000000 1.6955466  1.5084586  0.9808612 0.6250000  0.5263158 0.6250000
#>  [3,] 0.0000000 1.5888144  1.3859291  1.6883484 0.5263158  1.5603514 1.6058612
#>  [4,] 0.0000000 0.3225806  0.8488964  1.9205466 0.7692308  0.5263158 0.0000000
#>  [5,] 0.0000000 0.3225806  1.2488964  1.2955466 0.3571429  0.5263158 1.2500000
#>  [6,] 0.0000000 0.4000000  2.8980650  0.8204334 0.8834586  1.3467492 1.0526316
#>  [7,] 2.1168114 2.1713569  2.9668114  1.9725806 1.6058612  2.7942308 1.2488964
#>  [8,] 1.2955466 0.8545455  0.6250000  0.6250000 1.1263736  1.4795455 1.9630041
#>  [9,] 2.7418114 4.4356768  7.4067359  6.5091992 1.9630041  6.4264445 3.2119005
#> [10,] 1.2500000 1.1342690  0.9738411  0.9191176 0.8116883  2.0454913 0.3571429
#> [11,] 0.7692308 2.1869005  1.2416983  1.2749789 0.0000000  0.6512605 0.0000000
#> [12,] 0.0000000 1.2955466  1.1263736  1.0000000 0.0000000  0.0000000 0.3571429
#> [13,] 8.8450503 0.0000000  0.0000000  0.7225806 0.0000000  0.6250000 1.2488964
#> [14,] 0.0000000 7.7433691  1.7168114  0.5263158 0.7692308  1.8116883 0.4545455
#> [15,] 0.0000000 1.7168114 10.9644282  0.8204334 0.0000000  1.3467492 0.5263158
#> [16,] 0.7225806 0.5263158  0.8204334 20.2495838 0.0000000  0.8204334 1.3475806
#> [17,] 0.0000000 0.7692308  0.0000000  0.0000000 7.6649272  0.6250000 0.5263158
#> [18,] 0.6250000 1.8116883  1.3467492  0.8204334 0.6250000 15.8206753 0.4545455
#> [19,] 1.2488964 0.4545455  0.5263158  1.3475806 0.5263158  0.4545455 8.6132163
#> [20,] 0.0000000 1.2237762  0.0000000  1.2500000 0.5263158  1.1692308 0.5263158
#> [21,] 0.0000000 3.0259023  3.4180141  0.9191176 1.2955466  3.2942097 0.9808612
#> [22,] 4.7610422 4.0535917  7.6496509  8.8578834 5.8956964  4.8879830 4.4619005
#> [23,] 0.0000000 0.6797235  0.3225806  0.5263158 0.4545455  0.3571429 0.0000000
#>            [,20]      [,21]      [,22]     [,23]
#>  [1,]  0.0000000  0.9191176   7.441096 0.6250000
#>  [2,]  2.9326923  1.0250000   7.829155 0.7692308
#>  [3,]  3.0854067  5.0066504  14.192948 0.6797235
#>  [4,]  0.0000000  2.3155876   6.650526 0.3225806
#>  [5,]  0.6250000  1.9725806   7.400362 1.0918114
#>  [6,]  1.0526316  3.9230650   6.628386 0.0000000
#>  [7,]  4.1559533  9.5317728  22.784988 1.5463569
#>  [8,]  2.3808612  4.2808612  13.256281 0.0000000
#>  [9,]  7.5131881 20.1319015  54.939467 4.8490463
#> [10,]  2.8737762  5.2873369  10.596770 1.7592690
#> [11,]  0.4545455  2.7212437  11.151329 1.4489543
#> [12,]  0.7692308  1.7692308   7.979670 0.0000000
#> [13,]  0.0000000  0.0000000   4.761042 0.0000000
#> [14,]  1.2237762  3.0259023   4.053592 0.6797235
#> [15,]  0.0000000  3.4180141   7.649651 0.3225806
#> [16,]  1.2500000  0.9191176   8.857883 0.5263158
#> [17,]  0.5263158  1.2955466   5.895696 0.4545455
#> [18,]  1.1692308  3.2942097   4.887983 0.3571429
#> [19,]  0.5263158  0.9808612   4.461901 0.0000000
#> [20,] 15.2343420  4.3380961   9.157327 0.0000000
#> [21,]  4.3380961 41.0691485  22.263987 1.4918114
#> [22,]  9.1573269 22.2639865 160.655560 4.5534997
#> [23,]  0.0000000  1.4918114   4.553500 7.2432771
#> 
#> [[5]]
#>             [,1]       [,2]       [,3]       [,4]       [,5]      [,6]
#>  [1,] 11.8294113  0.6451613  0.7771261  1.0023041  0.6250000 0.7771261
#>  [2,]  0.6451613 14.6275695  1.2488964  1.8143921  2.1634615 0.3225806
#>  [3,]  0.7771261  1.2488964 22.4402195  1.9725806  1.5384615 1.0795455
#>  [4,]  1.0023041  1.8143921  1.9725806 10.8735500  0.7692308 0.9475806
#>  [5,]  0.6250000  2.1634615  1.5384615  0.7692308 12.2597074 0.0000000
#>  [6,]  0.7771261  0.3225806  1.0795455  0.9475806  0.0000000 9.0393639
#>  [7,]  3.1272759  2.5657078  2.7821559  0.6797235  2.0192308 0.7771261
#>  [8,]  0.3571429  1.2955466  1.2237762  0.3571429  0.5263158 0.0000000
#>  [9,]  4.6011724  5.7743307  7.8779725  4.7773962  5.7885536 2.7701331
#> [10,]  0.3225806  1.4143921  0.3225806  1.0918114  1.2955466 0.0000000
#> [11,]  0.3225806  0.3225806  3.9898764  1.0918114  1.5384615 0.4545455
#> [12,]  0.0000000  0.9475806  0.3571429  0.0000000  1.5263158 0.4545455
#> [13,]  0.9475806  0.3225806  0.5263158  0.3225806  1.0795455 0.7771261
#> [14,]  0.6250000  0.6250000  1.3191176  0.0000000  1.2500000 0.0000000
#> [15,]  0.3571429  0.7692308  0.8834586  1.1263736  0.7692308 0.4545455
#> [16,]  1.5809191  0.9475806  3.6679859  0.3571429  1.0795455 0.4545455
#> [17,]  0.5263158  0.0000000  0.5263158  0.0000000  0.6250000 0.0000000
#> [18,]  0.7692308  1.4000000  2.3205466  1.4795455  0.0000000 0.6250000
#> [19,]  1.0918114  0.3225806  0.6797235  0.3225806  0.0000000 0.6250000
#> [20,]  0.8116883  0.3225806  1.9071770  0.3571429  0.0000000 1.6783217
#> [21,]  1.1342690  2.6252122  3.9898764  1.4489543  1.3942308 0.6250000
#> [22,]  7.5217189  4.7621849 15.8369806  7.2703111  4.9974696 6.4143639
#> [23,]  0.0000000  0.0000000  0.5263158  0.0000000  0.0000000 0.0000000
#>             [,7]       [,8]       [,9]      [,10]      [,11]      [,12]
#>  [1,]  3.1272759  0.3571429   4.601172  0.3225806  0.3225806  0.0000000
#>  [2,]  2.5657078  1.2955466   5.774331  1.4143921  0.3225806  0.9475806
#>  [3,]  2.7821559  1.2237762   7.877973  0.3225806  3.9898764  0.3571429
#>  [4,]  0.6797235  0.3571429   4.777396  1.0918114  1.0918114  0.0000000
#>  [5,]  2.0192308  0.5263158   5.788554  1.2955466  1.5384615  1.5263158
#>  [6,]  0.7771261  0.0000000   2.770133  0.0000000  0.4545455  0.4545455
#>  [7,] 38.1881577  4.3322927  19.940688  2.8750000  3.7847192  1.2060393
#>  [8,]  4.3322927 24.1517745   6.680529  1.5513158  0.7692308  0.8834586
#>  [9,] 19.9406881  6.6805287 102.811936  6.8754823 11.1588574  5.0704170
#> [10,]  2.8750000  1.5513158   6.875482 15.8344904  2.4560393  0.8834586
#> [11,]  3.7847192  0.7692308  11.158857  2.4560393 20.4928655  1.2116883
#> [12,]  1.2060393  0.8834586   5.070417  0.8834586  1.2116883 13.3973401
#> [13,]  0.3225806  1.0795455   2.382987  0.0000000  0.4545455  0.4545455
#> [14,]  1.2941176  0.0000000   4.048663  0.0000000  1.0941176  0.4000000
#> [15,]  1.2406015  0.7571429   5.951066  3.0442308  2.5617803  1.5809191
#> [16,]  4.1606215  1.5259740   7.067856  0.5263158  1.9717492  1.4489543
#> [17,]  1.6526894  1.4545455   4.117467  0.7692308  0.3571429  0.0000000
#> [18,]  2.3821429  0.3571429   5.139378  1.2500000  1.7763158  0.3571429
#> [19,]  2.7884615  0.6250000   5.594559  1.3047235  2.3047235  0.7142857
#> [20,]  3.2336085  0.9821429   5.694193  1.9297235  3.7906935  1.2116883
#> [21,]  7.4803577  3.0526894  14.511547  3.3823551  4.7766226  0.7571429
#> [22,] 20.5272265 11.8318445  56.146359  8.5991665 10.6517724  7.0896478
#> [23,]  2.1513158  1.3571429   2.561090  2.2500000  0.0000000  0.0000000
#>           [,13]     [,14]      [,15]      [,16]     [,17]      [,18]     [,19]
#>  [1,] 0.9475806 0.6250000  0.3571429  1.5809191 0.5263158  0.7692308 1.0918114
#>  [2,] 0.3225806 0.6250000  0.7692308  0.9475806 0.0000000  1.4000000 0.3225806
#>  [3,] 0.5263158 1.3191176  0.8834586  3.6679859 0.5263158  2.3205466 0.6797235
#>  [4,] 0.3225806 0.0000000  1.1263736  0.3571429 0.0000000  1.4795455 0.3225806
#>  [5,] 1.0795455 1.2500000  0.7692308  1.0795455 0.6250000  0.0000000 0.0000000
#>  [6,] 0.7771261 0.0000000  0.4545455  0.4545455 0.0000000  0.6250000 0.6250000
#>  [7,] 0.3225806 1.2941176  1.2406015  4.1606215 1.6526894  2.3821429 2.7884615
#>  [8,] 1.0795455 0.0000000  0.7571429  1.5259740 1.4545455  0.3571429 0.6250000
#>  [9,] 2.3829873 4.0486631  5.9510660  7.0678563 4.1174667  5.1393777 5.5945587
#> [10,] 0.0000000 0.0000000  3.0442308  0.5263158 0.7692308  1.2500000 1.3047235
#> [11,] 0.4545455 1.0941176  2.5617803  1.9717492 0.3571429  1.7763158 2.3047235
#> [12,] 0.4545455 0.4000000  1.5809191  1.4489543 0.0000000  0.3571429 0.7142857
#> [13,] 8.4600024 1.3942308  0.4545455  1.0795455 0.4545455  0.7692308 0.0000000
#> [14,] 1.3942308 8.0678939  0.0000000  0.2941176 0.0000000  2.3942308 0.0000000
#> [15,] 0.4545455 0.0000000 11.2779891  0.3571429 0.4000000  0.0000000 0.9821429
#> [16,] 1.0795455 0.2941176  0.3571429 17.8537875 0.0000000  1.8956044 0.0000000
#> [17,] 0.4545455 0.0000000  0.4000000  0.0000000 6.9662430  0.0000000 0.7692308
#> [18,] 0.7692308 2.3942308  0.0000000  1.8956044 0.0000000 13.9131632 0.6250000
#> [19,] 0.0000000 0.0000000  0.9821429  0.0000000 0.7692308  0.6250000 9.0080202
#> [20,] 0.4545455 0.8000000  1.7938312  1.3380041 0.0000000  0.5263158 0.3571429
#> [21,] 1.2955466 1.9441176  3.2643777  2.8731229 0.4000000  0.8834586 1.3047235
#> [22,] 5.3874500 5.1928939  8.4439810  8.3825417 4.3482360  8.3554708 5.8445587
#> [23,] 0.5263158 0.0000000  0.6250000  0.8834586 1.0000000  0.6250000 0.0000000
#>            [,20]      [,21]      [,22]     [,23]
#>  [1,]  0.8116883  1.1342690   7.521719 0.0000000
#>  [2,]  0.3225806  2.6252122   4.762185 0.0000000
#>  [3,]  1.9071770  3.9898764  15.836981 0.5263158
#>  [4,]  0.3571429  1.4489543   7.270311 0.0000000
#>  [5,]  0.0000000  1.3942308   4.997470 0.0000000
#>  [6,]  1.6783217  0.6250000   6.414364 0.0000000
#>  [7,]  3.2336085  7.4803577  20.527227 2.1513158
#>  [8,]  0.9821429  3.0526894  11.831844 1.3571429
#>  [9,]  5.6941932 14.5115469  56.146359 2.5610902
#> [10,]  1.9297235  3.3823551   8.599166 2.2500000
#> [11,]  3.7906935  4.7766226  10.651772 0.0000000
#> [12,]  1.2116883  0.7571429   7.089648 0.0000000
#> [13,]  0.4545455  1.2955466   5.387450 0.5263158
#> [14,]  0.8000000  1.9441176   5.192894 0.0000000
#> [15,]  1.7938312  3.2643777   8.443981 0.6250000
#> [16,]  1.3380041  2.8731229   8.382542 0.8834586
#> [17,]  0.0000000  0.4000000   4.348236 1.0000000
#> [18,]  0.5263158  0.8834586   8.355471 0.6250000
#> [19,]  0.3571429  1.3047235   5.844559 0.0000000
#> [20,] 15.1724321  2.9977444   9.008971 0.0000000
#> [21,]  2.9977444 39.7104335  16.840494 0.5263158
#> [22,]  9.0089706 16.8404942 161.292108 6.2847744
#> [23,]  0.0000000  0.5263158   6.284774 8.4360902
#> 
#> [[6]]
#>             [,1]       [,2]       [,3]       [,4]       [,5]      [,6]
#>  [1,] 12.8054228  1.1692308  0.7571429  1.4795455  0.7692308 0.7692308
#>  [2,]  1.1692308 14.3574496  1.0000000  0.3571429  1.6797235 0.4545455
#>  [3,]  0.7571429  1.0000000 23.7533854  1.6955466  2.2855847 0.3571429
#>  [4,]  1.4795455  0.3571429  1.6955466 11.5842500  0.8834586 1.0795455
#>  [5,]  0.7692308  1.6797235  2.2855847  0.8834586 10.5537698 0.3571429
#>  [6,]  0.7692308  0.4545455  0.3571429  1.0795455  0.3571429 8.3311031
#>  [7,]  1.4797235  2.4906015  3.6585507  2.5072349  0.3571429 0.4545455
#>  [8,]  0.0000000  1.2500000  2.2955466  0.7692308  0.0000000 0.0000000
#>  [9,]  4.8727305  6.0882189 11.1622002  4.5989261  4.0082232 4.0234108
#> [10,]  0.3225806  0.0000000  1.5263158  1.2955466  0.9263158 0.0000000
#> [11,]  0.0000000  0.3571429  1.8956044  0.0000000  0.9821429 0.8834586
#> [12,]  0.0000000  1.2762605  1.3571429  0.0000000  0.0000000 0.5263158
#> [13,]  1.0000000  0.9191176  1.9205466  1.6250000  0.0000000 0.6250000
#> [14,]  0.0000000  0.7771261  0.0000000  0.6250000  0.3225806 1.0795455
#> [15,]  2.0000000  1.1263736  0.0000000  0.7692308  0.0000000 0.0000000
#> [16,]  1.3571429  1.0000000  2.1342690  0.4545455  0.3225806 0.9090909
#> [17,]  0.7692308  0.0000000  0.5263158  0.0000000  0.0000000 0.7692308
#> [18,]  0.4000000  1.8021261  1.4489543  0.0000000  1.2701613 0.4545455
#> [19,]  0.6250000  0.6166983  0.0000000  1.0795455  0.3225806 0.4545455
#> [20,]  0.7692308  2.6704913  0.9808612  1.0000000  1.0795455 1.4545455
#> [21,]  0.7225806  2.2584034  5.9093031  1.0000000  0.9475806 0.0000000
#> [22,]  7.4977305  8.0882189 12.5130008  6.5073269  4.3903082 4.4970950
#> [23,]  0.7571429  0.3571429  1.1142857  0.4000000  1.2500000 1.0000000
#>             [,7]       [,8]       [,9]      [,10]      [,11]      [,12]
#>  [1,]  1.4797235  0.0000000   4.872730  0.3225806  0.0000000  0.0000000
#>  [2,]  2.4906015  1.2500000   6.088219  0.0000000  0.3571429  1.2762605
#>  [3,]  3.6585507  2.2955466  11.162200  1.5263158  1.8956044  1.3571429
#>  [4,]  2.5072349  0.7692308   4.598926  1.2955466  0.0000000  0.0000000
#>  [5,]  0.3571429  0.0000000   4.008223  0.9263158  0.9821429  0.0000000
#>  [6,]  0.4545455  0.0000000   4.023411  0.0000000  0.8834586  0.5263158
#>  [7,] 33.6159944  3.3810735  16.969647  4.4022181  3.0810393  0.8834586
#>  [8,]  3.3810735 24.1368427   9.437450  1.9930070  1.3225806  0.7692308
#>  [9,] 16.9696473  9.4374500 103.648475  6.7214489  7.9986217  8.2565815
#> [10,]  4.4022181  1.9930070   6.721449 17.5939185  0.6250000  1.6955466
#> [11,]  3.0810393  1.3225806   7.998622  0.6250000 22.1210913  0.0000000
#> [12,]  0.8834586  0.7692308   8.256581  1.6955466  0.0000000 13.4200430
#> [13,]  0.5263158  1.3942308   2.169118  0.0000000  0.0000000  0.2941176
#> [14,]  2.9026894  0.7692308   5.172730  1.3942308  1.6526894  0.0000000
#> [15,]  2.0271261  1.1771261   3.766412  1.7045455  1.6618664  0.0000000
#> [16,]  3.3751499  3.5692308   7.619733  0.0000000  0.3571429  0.0000000
#> [17,]  0.6250000  0.6250000   2.176316  0.4000000  0.6250000  0.4000000
#> [18,]  1.7821429  1.7942308   7.328828  0.0000000  1.3392857  0.3571429
#> [19,]  1.5340909  0.4545455   4.425789  0.8545455  0.0000000  1.3191176
#> [20,]  2.4647773  1.1513158   7.195675  0.0000000  0.3571429  0.9191176
#> [21,]  8.3159497  2.7418114  15.749565  2.7225806  2.4310971  3.2025763
#> [22,] 22.7986867 10.7329965  52.216289  9.6612262  8.4793909  6.6315815
#> [23,]  1.6406015  0.4000000   2.397744  0.5263158  1.3942308  1.2406015
#>            [,13]     [,14]      [,15]      [,16]     [,17]      [,18]     [,19]
#>  [1,]  1.0000000 0.0000000  2.0000000  1.3571429 0.7692308  0.4000000 0.6250000
#>  [2,]  0.9191176 0.7771261  1.1263736  1.0000000 0.0000000  1.8021261 0.6166983
#>  [3,]  1.9205466 0.0000000  0.0000000  2.1342690 0.5263158  1.4489543 0.0000000
#>  [4,]  1.6250000 0.6250000  0.7692308  0.4545455 0.0000000  0.0000000 1.0795455
#>  [5,]  0.0000000 0.3225806  0.0000000  0.3225806 0.0000000  1.2701613 0.3225806
#>  [6,]  0.6250000 1.0795455  0.0000000  0.9090909 0.7692308  0.4545455 0.4545455
#>  [7,]  0.5263158 2.9026894  2.0271261  3.3751499 0.6250000  1.7821429 1.5340909
#>  [8,]  1.3942308 0.7692308  1.1771261  3.5692308 0.6250000  1.7942308 0.4545455
#>  [9,]  2.1691176 5.1727305  3.7664118  7.6197335 2.1763158  7.3288276 4.4257892
#> [10,]  0.0000000 1.3942308  1.7045455  0.0000000 0.4000000  0.0000000 0.8545455
#> [11,]  0.0000000 1.6526894  1.6618664  0.3571429 0.6250000  1.3392857 0.0000000
#> [12,]  0.2941176 0.0000000  0.0000000  0.0000000 0.4000000  0.3571429 1.3191176
#> [13,] 10.3973565 0.6250000  0.0000000  0.0000000 0.0000000  0.7692308 1.0633484
#> [14,]  0.6250000 8.0067386  1.2500000  1.5384615 0.6250000  1.1342690 0.9475806
#> [15,]  0.0000000 1.2500000 13.0933349  1.7571429 0.0000000  0.3571429 1.0795455
#> [16,]  0.0000000 1.5384615  1.7571429 21.0043489 0.0000000  2.2489543 1.0795455
#> [17,]  0.0000000 0.6250000  0.0000000  0.0000000 8.3397773  0.0000000 0.4000000
#> [18,]  0.7692308 1.1342690  0.3571429  2.2489543 0.0000000 12.8865199 0.9475806
#> [19,]  1.0633484 0.9475806  1.0795455  1.0795455 0.4000000  0.9475806 7.9834815
#> [20,]  1.9191176 0.0000000  0.3571429  0.4545455 0.0000000  1.0250000 0.2941176
#> [21,]  3.0704334 0.0000000  1.4368664  2.8489543 1.0250000  2.0739543 2.0883484
#> [22,]  4.3781257 5.8432771  9.2183349 13.6966566 2.8013158  6.5595969 5.1950200
#> [23,]  0.0000000 0.0000000  0.4000000  0.7571429 0.0000000  0.9821429 0.0000000
#>            [,20]      [,21]      [,22]     [,23]
#>  [1,]  0.7692308  0.7225806   7.497730 0.7571429
#>  [2,]  2.6704913  2.2584034   8.088219 0.3571429
#>  [3,]  0.9808612  5.9093031  12.513001 1.1142857
#>  [4,]  1.0000000  1.0000000   6.507327 0.4000000
#>  [5,]  1.0795455  0.9475806   4.390308 1.2500000
#>  [6,]  1.4545455  0.0000000   4.497095 1.0000000
#>  [7,]  2.4647773  8.3159497  22.798687 1.6406015
#>  [8,]  1.1513158  2.7418114  10.732997 0.4000000
#>  [9,]  7.1956753 15.7495653  52.216289 2.3977444
#> [10,]  0.0000000  2.7225806   9.661226 0.5263158
#> [11,]  0.3571429  2.4310971   8.479391 1.3942308
#> [12,]  0.9191176  3.2025763   6.631581 1.2406015
#> [13,]  1.9191176  3.0704334   4.378126 0.0000000
#> [14,]  0.0000000  0.0000000   5.843277 0.0000000
#> [15,]  0.3571429  1.4368664   9.218335 0.4000000
#> [16,]  0.4545455  2.8489543  13.696657 0.7571429
#> [17,]  0.0000000  1.0250000   2.801316 0.0000000
#> [18,]  1.0250000  2.0739543   6.559597 0.9821429
#> [19,]  0.2941176  2.0883484   5.195020 0.0000000
#> [20,] 16.0489142  5.9731229   9.589906 1.6250000
#> [21,]  5.9731229 40.4105885  20.531034 1.3821429
#> [22,]  9.5899061 20.5310338 161.025591 5.9432909
#> [23,]  1.6250000  1.3821429   5.943291 6.7125217
#> 
#> [[7]]
#>             [,1]       [,2]       [,3]       [,4]       [,5]      [,6]
#>  [1,] 10.8582621  1.0918114  1.5809191  0.0000000  0.3571429 0.0000000
#>  [2,]  1.0918114 11.7987069  0.8116883  2.4219202  0.8488964 1.1225806
#>  [3,]  1.5809191  0.8116883 20.9981282  1.2955466  1.3821429 1.2237762
#>  [4,]  0.0000000  2.4219202  1.2955466 11.6913632  0.8488964 0.3225806
#>  [5,]  0.3571429  0.8488964  1.3821429  0.8488964 10.8620786 0.6451613
#>  [6,]  0.0000000  1.1225806  1.2237762  0.3225806  0.6451613 7.4644841
#>  [7,]  3.1534997  1.9725806  2.7322349  1.0526316  1.1571429 1.0250000
#>  [8,]  2.4860422  2.3547024  3.3310111  2.1444430  1.2060393 0.7225806
#>  [9,]  4.9928775  7.7146988 11.2839673  5.3765859  3.1844470 3.6760225
#> [10,]  1.7513736  1.8404745  1.7808612  3.1705466  0.0000000 0.6250000
#> [11,]  2.4219202  1.4023041  2.0616883  0.3571429  1.0368664 0.7225806
#> [12,]  1.1263736  0.7225806  1.6237762  0.0000000  1.0797235 0.3225806
#> [13,]  1.4021261  1.0451613  1.7942308  1.0918114  1.4023041 1.6701613
#> [14,]  0.0000000  0.2941176  1.6500000  0.3225806  0.3225806 0.3225806
#> [15,]  0.7692308  1.0451613  0.8545455  0.0000000  0.3225806 0.7225806
#> [16,]  1.5463569  1.3047235  4.4796375  0.8834586  1.5513158 0.0000000
#> [17,]  0.7771261  0.6451613  0.8545455  0.0000000  0.0000000 0.6250000
#> [18,]  2.1072349  0.7225806  0.9263158  1.0000000  0.0000000 1.0250000
#> [19,]  0.4545455  0.7225806  1.3636364  0.6250000  0.0000000 2.7295455
#> [20,]  1.7500920  0.3571429  2.0354645  0.0000000  0.0000000 0.0000000
#> [21,]  2.7151880  4.1183420  4.3150100  4.1265859  1.9286199 1.4997067
#> [22,]  7.3992540  8.9646988 13.9019743  6.1458166  6.3357628 3.8202533
#> [23,]  0.0000000  0.0000000  1.0250000  0.6250000  0.0000000 0.0000000
#>            [,7]       [,8]       [,9]      [,10]      [,11]      [,12]
#>  [1,]  3.153500  2.4860422   4.992877  1.7513736  2.4219202  1.1263736
#>  [2,]  1.972581  2.3547024   7.714699  1.8404745  1.4023041  0.7225806
#>  [3,]  2.732235  3.3310111  11.283967  1.7808612  2.0616883  1.6237762
#>  [4,]  1.052632  2.1444430   5.376586  3.1705466  0.3571429  0.0000000
#>  [5,]  1.157143  1.2060393   3.184447  0.0000000  1.0368664  1.0797235
#>  [6,]  1.025000  0.7225806   3.676023  0.6250000  0.7225806  0.3225806
#>  [7,] 39.196203  5.1707588  13.299948  2.5455466  5.8687825  1.2237762
#>  [8,]  5.170759 20.9500037   9.637757  3.9647562  1.2116883  0.3571429
#>  [9,] 13.299948  9.6377568 104.472868  7.2477094  7.7225431  7.6460243
#> [10,]  2.545547  3.9647562   7.247709 15.3509483  0.7771261  0.3571429
#> [11,]  5.868783  1.2116883   7.722543  0.7771261 21.4963285  0.6797235
#> [12,]  1.223776  0.3571429   7.646024  0.3571429  0.6797235 12.9537166
#> [13,]  2.027126  2.7965349   4.598661  0.0000000  1.0797235  1.0797235
#> [14,]  0.000000  0.6166983   5.035929  0.6941176  0.6250000  0.7692308
#> [15,]  1.250000  1.6237762   5.874857  0.9475806  1.4997067  0.3225806
#> [16,]  3.926528  2.0726727   8.503226  2.1500920  2.9438653  1.6526894
#> [17,]  2.098896  1.4738964   3.534481  0.7225806  0.3225806  0.0000000
#> [18,]  1.380861  0.5263158   7.803051  0.8488964  1.3752122  0.7692308
#> [19,]  1.025000  0.4545455   4.093360  1.5725806  0.7771261  0.3571429
#> [20,]  3.216093  2.9482360   7.740786  0.0000000  1.2955466  0.3571429
#> [21,]  6.840082  3.7311962  17.601913  2.0762605  2.5881821  1.3940092
#> [22,] 22.448733 11.2627568  60.365074  7.7740252  9.0180897  7.6460243
#> [23,]  1.151316  0.0000000   4.945547  0.4000000  1.1513158  0.0000000
#>           [,13]     [,14]      [,15]      [,16]     [,17]      [,18]     [,19]
#>  [1,] 1.4021261 0.0000000  0.7692308  1.5463569 0.7771261  2.1072349 0.4545455
#>  [2,] 1.0451613 0.2941176  1.0451613  1.3047235 0.6451613  0.7225806 0.7225806
#>  [3,] 1.7942308 1.6500000  0.8545455  4.4796375 0.8545455  0.9263158 1.3636364
#>  [4,] 1.0918114 0.3225806  0.0000000  0.8834586 0.0000000  1.0000000 0.6250000
#>  [5,] 1.4023041 0.3225806  0.3225806  1.5513158 0.0000000  0.0000000 0.0000000
#>  [6,] 1.6701613 0.3225806  0.7225806  0.0000000 0.6250000  1.0250000 2.7295455
#>  [7,] 2.0271261 0.0000000  1.2500000  3.9265280 2.0988964  1.3808612 1.0250000
#>  [8,] 2.7965349 0.6166983  1.6237762  2.0726727 1.4738964  0.5263158 0.4545455
#>  [9,] 4.5986610 5.0359291  5.8748566  8.5032263 3.5344812  7.8030515 4.0933599
#> [10,] 0.0000000 0.6941176  0.9475806  2.1500920 0.7225806  0.8488964 1.5725806
#> [11,] 1.0797235 0.6250000  1.4997067  2.9438653 0.3225806  1.3752122 0.7771261
#> [12,] 1.0797235 0.7692308  0.3225806  1.6526894 0.0000000  0.7692308 0.3571429
#> [13,] 7.6178918 0.9475806  0.7225806  0.3225806 0.3225806  1.0795455 0.0000000
#> [14,] 0.9475806 9.1993906  0.0000000  0.0000000 0.4000000  0.0000000 0.0000000
#> [15,] 0.7225806 0.0000000 11.9133181  1.5340909 0.6797235  1.8489543 0.7771261
#> [16,] 0.3225806 0.0000000  1.5340909 17.0340968 1.3034419  1.2955466 1.2662338
#> [17,] 0.3225806 0.4000000  0.6797235  1.3034419 5.6857970  0.6797235 1.4021261
#> [18,] 1.0795455 0.0000000  1.8489543  1.2955466 0.6797235 14.0191446 0.7225806
#> [19,] 0.0000000 0.0000000  0.7771261  1.2662338 1.4021261  0.7225806 8.3433599
#> [20,] 0.0000000 0.0000000  2.1634615  1.4366883 0.9808612  1.2955466 0.8116883
#> [21,] 2.1794302 3.0359291  2.1047235  3.4427276 2.0605847  2.6214627 1.6662338
#> [22,] 6.9928918 3.9493906  8.8940874 12.4764045 4.4357970  8.7043673 4.0933599
#> [23,] 0.0000000 1.6500000  0.6250000  0.0000000 0.4000000  0.0000000 0.0000000
#>            [,20]     [,21]      [,22]    [,23]
#>  [1,]  1.7500920  2.715188   7.399254 0.000000
#>  [2,]  0.3571429  4.118342   8.964699 0.000000
#>  [3,]  2.0354645  4.315010  13.901974 1.025000
#>  [4,]  0.0000000  4.126586   6.145817 0.625000
#>  [5,]  0.0000000  1.928620   6.335763 0.000000
#>  [6,]  0.0000000  1.499707   3.820253 0.000000
#>  [7,]  3.2160931  6.840082  22.448733 1.151316
#>  [8,]  2.9482360  3.731196  11.262757 0.000000
#>  [9,]  7.7407855 17.601913  60.365074 4.945547
#> [10,]  0.0000000  2.076261   7.774025 0.400000
#> [11,]  1.2955466  2.588182   9.018090 1.151316
#> [12,]  0.3571429  1.394009   7.646024 0.000000
#> [13,]  0.0000000  2.179430   6.992892 0.000000
#> [14,]  0.0000000  3.035929   3.949391 1.650000
#> [15,]  2.1634615  2.104724   8.894087 0.625000
#> [16,]  1.4366883  3.442728  12.476404 0.000000
#> [17,]  0.9808612  2.060585   4.435797 0.400000
#> [18,]  1.2955466  2.621463   8.704367 0.000000
#> [19,]  0.8116883  1.666234   4.093360 0.000000
#> [20,] 17.2311701  2.320147   9.870846 0.000000
#> [21,]  2.3201470 34.801398  20.515467 2.275000
#> [22,]  9.8708463 20.515467 160.967899 2.176316
#> [23,]  0.0000000  2.275000   2.176316 8.820547
#> 
# }