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Implementation of Winkler's EM algorithm for Fellegi-Sunter matching method

Source: R/em_winkler.R
em_winkler.Rd

em_winkler_big implements the same method when the data are too big to compute the agreement matrix. Agreement is then recomputed on the fly each time it is needed. The EM steps are completely done in C++. This decreases the RAM usage (still important though), at the cost of increasing computational time.

Usage

em_winkler(
  data1,
  data2,
  tol = 0.001,
  maxit = 500,
  do_plot = TRUE,
  oneone = FALSE,
  verbose = FALSE
)

em_winkler_big(
  data1,
  data2,
  tol = 0.001,
  maxit = 500,
  do_plot = TRUE,
  oneone = FALSE,
  verbose = FALSE
)

Arguments

data1

either a binary (1 or 0 values only) matrix or binary data frame of dimension n1 x K whose rownames are the observation identifiers.

data2

either a binary (1 or 0 values only) matrix or a binary data frame of dimension n2 x K whose rownames are the observation identifiers.

tol

tolerance for the EM algorithm convergence.

maxit

maximum number of iterations for the EM algorithm.

do_plot

a logical flag indicating whether a plot should be drawn for the EM convergence. Default is TRUE.

oneone

a logical flag indicating whether 1-1 matching should be enforced. If TRUE, then returned matchingScores are only kept for the maximum score per column while lower scores are replace by threshold-1. Default is FALSE in which case original matchingScores are returned.

verbose

a logical flag indicating whether intermediate values from the EM algorithm should be printed. Useful for debugging. Default is FALSE.

Value

a list containing:

  • matchingScore a matrix of size n1 x n2 with the matching score for each n1*n2 pair.

  • threshold_ms threshold value for the matching scores above which pairs are considered true matches.

  • estim_nbmatch an estimation of the number of true matches (N pairs considered multiplied by p the estimated proportion of true matches from the EM algorithm)

  • convergence_status a logical flag indicating whether the EM algorithm converged

References

Winkler WE. Using the EM Algorithm for Weight Computation in the Fellegi-Sunter Model of Record Linkage. Proc Sect Surv Res Methods, Am Stat Assoc 1988: 667-71.

Grannis SJ, Overhage JM, Hui S, et al. Analysis of a probabilistic record linkage technique without human review. AMIA 2003 Symp Proc 2003: 259-63.

Examples

mat1 <- matrix(round(rnorm(n=1000, sd=1.2)), ncol=10, nrow=100)
mat2 <- rbind(mat1[1:10, ],
             matrix(round(rnorm(n=900, sd=1.2)), ncol=10, nrow=90)
             )
rownames(mat1) <- paste0("A", 1:nrow(mat1))
rownames(mat1) <- paste0("B", 1:nrow(mat1))
mat1 <- 1*(mat1>1)
mat2 <- 1*(mat2>1)
em_winkler(mat1, mat2)
#> Computing agreement... DONE !
#> it: 1 
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#> it: 16 
#> it: 17 
#> it: 18 
#> it: 19 
#> it: 20 
#> it: 21 
#> it: 22 
#> it: 23 
#> it: 24 
#> it: 25 
#> it: 26 
#> it: 27 
#> it: 28 
#> it: 29 
#> it: 30 
#> it: 31 
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#> it: 45 
#> EM finished.
#> 
#> $matchingScore
#>            [,1]       [,2]      [,3]      [,4]      [,5]      [,6]        [,7]
#> B1   18.6247702  3.0526476 12.846647 16.671462 16.671462 15.784702 13.90398482
#> B2    3.0526476 18.6247702  2.954661  6.779476  6.779476  5.892716  4.01199943
#> B3   12.8466465  2.9546611 18.624770 14.799955 14.799955 15.686715 12.03247817
#> B4   16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B5   16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B6   15.7847016  5.8927162 15.686715 19.511530 19.511530 18.624770 16.74405341
#> B7   13.9039848  4.0119994 12.032478 15.857293 15.857293 16.744053 18.62477017
#> B8   17.7511285  7.8591431 15.879622 19.704437 19.704437 20.591197 16.93696018
#> B9   21.9541538  3.6561178 11.676597 15.501412 15.501412 16.388172 12.73393487
#> B10  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B11  13.9039848  4.0119994 12.032478 15.857293 15.857293 16.744053 18.62477017
#> B12  15.7847016  5.8927162 15.686715 19.511530 19.511530 18.624770 16.74405341
#> B13   4.3176178 11.4836898  1.689691 -2.135124 -2.135124 -1.248364 -4.90260112
#> B14  16.7989000  9.6328280 17.653307 21.478122 21.478122 22.364882 18.71064510
#> B15  13.9263134  4.0343280 19.704437 15.879622 15.879622 16.766382 13.11214502
#> B16  18.1837897  8.2918044 16.312283 20.137098 20.137098 21.023858 17.36962141
#> B17  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B18  12.8466465  2.9546611 18.624770 14.799955 14.799955 15.686715 12.03247817
#> B19  21.0238583  5.4517358 13.472215 17.297030 17.297030 18.183790 14.52955282
#> B20  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B21  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B22  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B23  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B24  13.9039848  4.0119994 12.032478 15.857293 15.857293 16.744053 18.62477017
#> B25  12.1596987  4.9936268 13.014106 16.838921 16.838921 17.725681 14.07144383
#> B26  17.7511285  7.8591431 15.879622 19.704437 19.704437 20.591197 16.93696018
#> B27  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B28  15.7847016  5.8927162 15.686715 19.511530 19.511530 18.624770 16.74405341
#> B29  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B30   3.9394077 19.5115303  2.067901  5.892716  5.892716  6.779476  3.12523935
#> B31  13.9039848  4.0119994 12.032478 15.857293 15.857293 16.744053 18.62477017
#> B32  13.5226554  3.6306701 11.651149 15.475964 15.475964 16.362724 12.70848711
#> B33  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B34  20.8744870  2.5764510 10.596930 14.421745 14.421745 15.308505 11.65426802
#> B35  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B36  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B37  13.9039848  4.0119994 12.032478 15.857293 15.857293 16.744053 18.62477017
#> B38  17.0821899  7.1902045 15.210683 19.035498 19.035498 19.922258 16.26802153
#> B39   9.2220998 16.3881718 -1.055457  2.769358  2.769358  3.656118  0.00188089
#> B40  20.8744870  2.5764510 10.596930 14.421745 14.421745 15.308505 11.65426802
#> B41  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B42  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B43  13.9039848  4.0119994 12.032478 15.857293 15.857293 16.744053 18.62477017
#> B44  15.7847016  5.8927162 15.686715 19.511530 19.511530 18.624770 16.74405341
#> B45   3.9394077 19.5115303  2.067901  5.892716  5.892716  6.779476  3.12523935
#> B46   5.4298027 21.0019253  3.558296  7.383111  7.383111  8.269871  4.61563440
#> B47  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B48  13.9039848  4.0119994 12.032478 15.857293 15.857293 16.744053 18.62477017
#> B49  17.0821899  7.1902045 15.210683 19.035498 19.035498 19.922258 16.26802153
#> B50  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B51   3.0526476 18.6247702  2.954661  6.779476  6.779476  5.892716  4.01199943
#> B52  17.0821899  7.1902045 15.210683 19.035498 19.035498 19.922258 16.26802153
#> B53  17.7511285  7.8591431 15.879622 19.704437 19.704437 20.591197 16.93696018
#> B54  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B55  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B56   3.9394077 19.5115303  2.067901  5.892716  5.892716  6.779476  3.12523935
#> B57  20.5911971  5.0190745 13.039553 16.864368 16.864368 17.751129 14.09689159
#> B58  12.8466465  2.9546611 18.624770 14.799955 14.799955 15.686715 12.03247817
#> B59  18.1837897  8.2918044 16.312283 20.137098 20.137098 21.023858 17.36962141
#> B60  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B61  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B62  11.9598864  2.0679010 19.511530 15.686715 15.686715 14.799955 12.91923826
#> B63  13.9039848  4.0119994 12.032478 15.857293 15.857293 16.744053 18.62477017
#> B64   0.5253207 16.0974433  6.303444  2.478629  2.478629  3.365389 -0.28884761
#> B65  17.7511285  7.8591431 15.879622 19.704437 19.704437 20.591197 16.93696018
#> B66  12.5410281  5.3749562 13.395435 17.220250 17.220250 18.107010 19.98772689
#> B67  15.7192331  8.5531612 16.573640 20.398455 20.398455 21.285215 17.63097825
#> B68  20.8744870  2.5764510 10.596930 14.421745 14.421745 15.308505 11.65426802
#> B69  21.2852152  2.9871792 11.007658 14.832473 14.832473 15.719233 12.06499622
#> B70  13.5226554  3.6306701 11.651149 15.475964 15.475964 16.362724 12.70848711
#> B71  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B72  20.8744870  2.5764510 10.596930 14.421745 14.421745 15.308505 11.65426802
#> B73  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B74  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B75  15.7847016  5.8927162 15.686715 19.511530 19.511530 18.624770 16.74405341
#> B76  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B77  13.5226554  3.6306701 11.651149 15.475964 15.475964 16.362724 12.70848711
#> B78  11.9598864  2.0679010 19.511530 15.686715 15.686715 14.799955 12.91923826
#> B79  13.2573747  3.3653893 19.035498 15.210683 15.210683 16.097443 12.44320637
#> B80  15.7847016  5.8927162 15.686715 19.511530 19.511530 18.624770 16.74405341
#> B81  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B82  15.4163129  5.5243275 13.544806 17.369621 17.369621 18.256381 20.13709825
#> B83  17.7511285  7.8591431 15.879622 19.704437 19.704437 20.591197 16.93696018
#> B84  12.5410281  5.3749562 13.395435 17.220250 17.220250 18.107010 19.98772689
#> B85   3.9394077 19.5115303  2.067901  5.892716  5.892716  6.779476  3.12523935
#> B86  10.0791697  0.1871843 15.857293 12.032478 12.032478 12.919238 14.79995501
#> B87  17.0821899  7.1902045 15.210683 19.035498 19.035498 19.922258 16.26802153
#> B88  19.5115303  3.9394077 11.959886 15.784702 15.784702 16.671462 13.01722474
#> B89  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B90  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B91  13.5226554  3.6306701 11.651149 15.475964 15.475964 16.362724 12.70848711
#> B92   0.1145925 15.6867151  5.892716  2.067901  2.067901  2.954661 -0.69957581
#> B93  20.8744870  2.5764510 10.596930 14.421745 14.421745 15.308505 11.65426802
#> B94  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B95  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B96  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B97  18.1837897  8.2918044 16.312283 20.137098 20.137098 21.023858 17.36962141
#> B98  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B99  16.6714617  6.7794763 14.799955 18.624770 18.624770 19.511530 15.85729333
#> B100 16.3627240  0.7906015  8.811080 12.635895 12.635895 13.522655  9.86841852
#>           [,8]       [,9]     [,10]       [,11]       [,12]     [,13]
#> B1   17.751129 21.9541538 16.671462  3.93940768 17.72568075 16.671462
#> B2    7.859143  3.6561178  6.779476 19.51153025 -0.57235526  6.779476
#> B3   15.879622 11.6765966 14.799955  2.06790103  7.44812348 14.799955
#> B4   19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B5   19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B6   20.591197 16.3881718 19.511530  6.77947627 12.15969872 19.511530
#> B7   16.936960 12.7339349 15.857293  3.12523935  8.50546180 15.857293
#> B8   18.624770 14.4217449 19.704437  6.97238304 12.35260549 19.704437
#> B9   14.421745 18.6247702 15.501412  2.76935773 16.55563080 15.501412
#> B10  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B11  16.936960 12.7339349 15.857293  3.12523935  8.50546180 15.857293
#> B12  20.591197 16.3881718 19.511530  6.77947627 12.15969872 19.511530
#> B13  -1.055457  3.1475679 -2.135124 10.59692970 -1.08090519 -2.135124
#> B14  20.398455 16.1954298 21.478122  8.74606795 14.12629041 21.478122
#> B15  14.799955 10.5969297 15.879622  3.14756788  8.52779033 15.879622
#> B16  21.216765 17.0137398 20.137098  7.40504427 12.78526672 20.137098
#> B17  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B18  15.879622 11.6765966 14.799955  2.06790103  7.44812348 14.799955
#> B19  18.376697 22.5797218 17.297030  4.56497568 18.35124875 17.297030
#> B20  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B21  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B22  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B23  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B24  16.936960 12.7339349 15.857293  3.12523935  8.50546180 15.857293
#> B25  17.918588 13.7155622 16.838921  4.10686669 15.78470158 16.838921
#> B26  18.624770 14.4217449 19.704437  6.97238304 12.35260549 19.704437
#> B27  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B28  20.591197 16.3881718 19.511530  6.77947627 12.15969872 19.511530
#> B29  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B30   6.972383  2.7693577  5.892716 18.62477017 -1.45911534  5.892716
#> B31  16.936960 12.7339349 15.857293  3.12523935  8.50546180 15.857293
#> B32  16.555631 12.3526055 15.475964  2.74390997 14.42174486 15.475964
#> B33  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B34  15.501412 19.7044370 14.421745  1.68969088 15.47596395 14.421745
#> B35  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B36  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B37  16.936960 12.7339349 15.857293  3.12523935  8.50546180 15.857293
#> B38  20.115165 15.9121399 19.035498  6.30344439 11.68366684 19.035498
#> B39   1.689691  5.8927162  2.769358 15.50141171  3.82357682  2.769358
#> B40  15.501412 19.7044370 14.421745  1.68969088 15.47596395 14.421745
#> B41  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B42  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B43  16.936960 12.7339349 15.857293  3.12523935  8.50546180 15.857293
#> B44  20.591197 16.3881718 19.511530  6.77947627 12.15969872 19.511530
#> B45   6.972383  2.7693577  5.892716 18.62477017 -1.45911534  5.892716
#> B46   6.303444  2.1004191  7.383111 20.11516522  0.03127971  7.383111
#> B47  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B48  16.936960 12.7339349 15.857293  3.12523935  8.50546180 15.857293
#> B49  20.115165 15.9121399 19.035498  6.30344439 11.68366684 19.035498
#> B50  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B51   7.859143  3.6561178  6.779476 19.51153025 -0.57235526  6.779476
#> B52  20.115165 15.9121399 19.035498  6.30344439 11.68366684 19.035498
#> B53  18.624770 14.4217449 19.704437  6.97238304 12.35260549 19.704437
#> B54  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B55  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B56   6.972383  2.7693577  5.892716 18.62477017 -1.45911534  5.892716
#> B57  15.784702 19.9877269 16.864368  4.13231445 17.91858752 16.864368
#> B58  15.879622 11.6765966 14.799955  2.06790103  7.44812348 14.799955
#> B59  21.216765 17.0137398 20.137098  7.40504427 12.78526672 20.137098
#> B60  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B61  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B62  16.766382 12.5633566 15.686715  2.95466111  8.33488357 15.686715
#> B63  16.936960 12.7339349 15.857293  3.12523935  8.50546180 15.857293
#> B64   3.558296 -0.6447292  2.478629 15.21068321 -4.87320230  2.478629
#> B65  18.624770 14.4217449 19.704437  6.97238304 12.35260549 19.704437
#> B66  18.299917 14.0968916 17.220250  4.48819607  9.86841852 17.220250
#> B67  21.478122 17.2750966 20.398455  7.66640111 13.04662356 20.398455
#> B68  15.501412 19.7044370 14.421745  1.68969088 15.47596395 14.421745
#> B69  15.912140 20.1151652 14.832473  2.10041908 15.88669215 14.832473
#> B70  16.555631 12.3526055 15.475964  2.74390997 14.42174486 15.475964
#> B71  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B72  15.501412 19.7044370 14.421745  1.68969088 15.47596395 14.421745
#> B73  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B74  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B75  20.591197 16.3881718 19.511530  6.77947627 12.15969872 19.511530
#> B76  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B77  16.555631 12.3526055 15.475964  2.74390997 14.42174486 15.475964
#> B78  16.766382 12.5633566 15.686715  2.95466111  8.33488357 15.686715
#> B79  16.290350 12.0873248 15.210683  2.47862923  7.85885168 15.210683
#> B80  20.591197 16.3881718 19.511530  6.77947627 12.15969872 19.511530
#> B81  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B82  18.449288 14.2462630 17.369621  4.63756743 10.01778989 17.369621
#> B83  18.624770 14.4217449 19.704437  6.97238304 12.35260549 19.704437
#> B84  18.299917 14.0968916 17.220250  4.48819607  9.86841852 17.220250
#> B85   6.972383  2.7693577  5.892716 18.62477017 -1.45911534  5.892716
#> B86  13.112145  8.9091197 12.032478 -0.69957581  4.68064665 12.032478
#> B87  20.115165 15.9121399 19.035498  6.30344439 11.68366684 19.035498
#> B88  16.864368 21.0673937 15.784702  3.05264760 16.83892067 15.784702
#> B89  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B90  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B91  16.555631 12.3526055 15.475964  2.74390997 14.42174486 15.475964
#> B92   3.147568 -1.0554574  2.067901 14.79995501 -5.28393050  2.067901
#> B93  15.501412 19.7044370 14.421745  1.68969088 15.47596395 14.421745
#> B94  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B95  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B96  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B97  21.216765 17.0137398 20.137098  7.40504427 12.78526672 20.137098
#> B98  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B99  19.704437 15.5014117 18.624770  5.89271619 11.27293864 18.624770
#> B100 13.715562 17.9185875 12.635895 -0.09615862 19.98772689 12.635895
#>           [,14]     [,15]     [,16]      [,17]     [,18]     [,19]     [,20]
#> B1   12.5410281 12.846647 16.671462 12.5704269 16.671462 16.671462 16.671462
#> B2    5.3749562  2.954661  6.779476  5.4043550  6.779476  6.779476  6.779476
#> B3   13.3954349 18.624770 14.799955 13.4248337 14.799955 14.799955 14.799955
#> B4   17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B5   17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B6   18.1070101 15.686715 19.511530 18.1364089 19.511530 19.511530 19.511530
#> B7   19.9877269 12.032478 15.857293 14.4821720 15.857293 15.857293 15.857293
#> B8   18.2999169 15.879622 19.704437 18.3293157 19.704437 19.704437 19.704437
#> B9   14.0968916 11.676597 15.501412 14.1262904 15.501412 15.501412 15.501412
#> B10  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B11  19.9877269 12.032478 15.857293 14.4821720 15.857293 15.857293 15.857293
#> B12  18.1070101 15.686715 19.511530 18.1364089 19.511530 19.511530 19.511530
#> B13  -3.5396444  1.689691 -2.135124 -3.5102456 -2.135124 -2.135124 -2.135124
#> B14  17.3476884 17.653307 21.478122 16.5556308 21.478122 21.478122 21.478122
#> B15  14.4751017 19.704437 15.879622 14.5045006 15.879622 15.879622 15.879622
#> B16  18.7325781 16.312283 20.137098 18.7619769 20.137098 20.137098 20.137098
#> B17  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B18  13.3954349 18.624770 14.799955 13.4248337 14.799955 14.799955 14.799955
#> B19  13.1665961 13.472215 17.297030 13.1959949 17.297030 17.297030 17.297030
#> B20  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B21  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B22  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B23  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B24  19.9877269 12.032478 15.857293 14.4821720 15.857293 15.857293 15.857293
#> B25  12.7084871 13.014106 16.838921 19.0354984 16.838921 16.838921 16.838921
#> B26  18.2999169 15.879622 19.704437 18.3293157 19.704437 19.704437 19.704437
#> B27  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B28  18.1070101 15.686715 19.511530 18.1364089 19.511530 19.511530 19.511530
#> B29  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B30   4.4881961  2.067901  5.892716  4.5175949  5.892716  5.892716  5.892716
#> B31  19.9877269 12.032478 15.857293 14.4821720 15.857293 15.857293 15.857293
#> B32  14.0714438 11.651149 15.475964 20.3984551 15.475964 15.475964 15.475964
#> B33  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B34  13.0172247 10.596930 14.421745 13.0466236 14.421745 14.421745 14.421745
#> B35  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B36  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B37  19.9877269 12.032478 15.857293 14.4821720 15.857293 15.857293 15.857293
#> B38  17.6309782 15.210683 19.035498 16.8389207 19.035498 19.035498 19.035498
#> B39   1.3648376 -1.055457  2.769358  1.3942364  2.769358  2.769358  2.769358
#> B40  13.0172247 10.596930 14.421745 13.0466236 14.421745 14.421745 14.421745
#> B41  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B42  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B43  19.9877269 12.032478 15.857293 14.4821720 15.857293 15.857293 15.857293
#> B44  18.1070101 15.686715 19.511530 18.1364089 19.511530 19.511530 19.511530
#> B45   4.4881961  2.067901  5.892716  4.5175949  5.892716  5.892716  5.892716
#> B46   5.9785911  3.558296  7.383111  5.1865335  7.383111  7.383111  7.383111
#> B47  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B48  19.9877269 12.032478 15.857293 14.4821720 15.857293 15.857293 15.857293
#> B49  17.6309782 15.210683 19.035498 16.8389207 19.035498 19.035498 19.035498
#> B50  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B51   5.3749562  2.954661  6.779476  5.4043550  6.779476  6.779476  6.779476
#> B52  17.6309782 15.210683 19.035498 16.8389207 19.035498 19.035498 19.035498
#> B53  18.2999169 15.879622 19.704437 18.3293157 19.704437 19.704437 19.704437
#> B54  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B55  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B56   4.4881961  2.067901  5.892716  4.5175949  5.892716  5.892716  5.892716
#> B57  12.7339349 13.039553 16.864368 12.7633337 16.864368 16.864368 16.864368
#> B58  13.3954349 18.624770 14.799955 13.4248337 14.799955 14.799955 14.799955
#> B59  18.7325781 16.312283 20.137098 18.7619769 20.137098 20.137098 20.137098
#> B60  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B61  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B62  14.2821950 19.511530 15.686715 14.3115938 15.686715 15.686715 15.686715
#> B63  19.9877269 12.032478 15.857293 14.4821720 15.857293 15.857293 15.857293
#> B64   1.0741091  6.303444  2.478629  0.2820515  2.478629  2.478629  2.478629
#> B65  18.2999169 15.879622 19.704437 18.3293157 19.704437 19.704437 19.704437
#> B66  18.6247702 13.395435 17.220250 13.1192153 17.220250 17.220250 17.220250
#> B67  16.2680215 16.573640 20.398455 15.4759640 20.398455 20.398455 20.398455
#> B68  13.0172247 10.596930 14.421745 13.0466236 14.421745 14.421745 14.421745
#> B69  13.4279529 11.007658 14.832473 12.6358954 14.832473 14.832473 14.832473
#> B70  14.0714438 11.651149 15.475964 20.3984551 15.475964 15.475964 15.475964
#> B71  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B72  13.0172247 10.596930 14.421745 13.0466236 14.421745 14.421745 14.421745
#> B73  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B74  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B75  18.1070101 15.686715 19.511530 18.1364089 19.511530 19.511530 19.511530
#> B76  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B77  14.0714438 11.651149 15.475964 20.3984551 15.475964 15.475964 15.475964
#> B78  14.2821950 19.511530 15.686715 14.3115938 15.686715 15.686715 15.686715
#> B79  13.8061631 19.035498 15.210683 13.0141055 15.210683 15.210683 15.210683
#> B80  18.1070101 15.686715 19.511530 18.1364089 19.511530 19.511530 19.511530
#> B81  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B82  21.5000550 13.544806 17.369621 15.9945001 17.369621 17.369621 17.369621
#> B83  18.2999169 15.879622 19.704437 18.3293157 19.704437 19.704437 19.704437
#> B84  18.6247702 13.395435 17.220250 13.1192153 17.220250 17.220250 17.220250
#> B85   4.4881961  2.067901  5.892716  4.5175949  5.892716  5.892716  5.892716
#> B86  16.1629117 15.857293 12.032478 10.6573569 12.032478 12.032478 12.032478
#> B87  17.6309782 15.210683 19.035498 16.8389207 19.035498 19.035498 19.035498
#> B88  11.6542680 11.959886 15.784702 11.6836668 15.784702 15.784702 15.784702
#> B89  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B90  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B91  14.0714438 11.651149 15.475964 20.3984551 15.475964 15.475964 15.475964
#> B92   0.6633809  5.892716  2.067901  0.6927797  2.067901  2.067901  2.067901
#> B93  13.0172247 10.596930 14.421745 13.0466236 14.421745 14.421745 14.421745
#> B94  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B95  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B96  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B97  18.7325781 16.312283 20.137098 18.7619769 20.137098 20.137098 20.137098
#> B98  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B99  17.2202500 14.799955 18.624770 17.2496489 18.624770 18.624770 18.624770
#> B100  8.5054618  8.811080 12.635895 14.8324731 12.635895 12.635895 12.635895
#>            [,21]     [,22]      [,23]     [,24]     [,25]     [,26]      [,27]
#> B1    3.93940768 16.671462 17.2970297 17.751129 20.874487 16.671462 12.5410281
#> B2   19.51153025  6.779476  7.4050443  7.859143  2.576451  6.779476  5.3749562
#> B3    2.06790103 14.799955 17.1990432 15.879622 10.596930 14.799955 13.3954349
#> B4    5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B5    5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B6    6.77947627 19.511530 20.1370983 20.591197 15.308505 19.511530 18.1070101
#> B7    3.12523935 15.857293 18.2563815 16.936960 11.654268 15.857293 19.9877269
#> B8    6.97238304 19.704437 22.1035252 18.624770 15.501412 19.704437 18.2999169
#> B9    2.76935773 15.501412 17.9004999 14.421745 19.704437 15.501412 14.0968916
#> B10   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B11   3.12523935 15.857293 18.2563815 16.936960 11.654268 15.857293 19.9877269
#> B12   6.77947627 19.511530 20.1370983 20.591197 15.308505 19.511530 18.1070101
#> B13  10.59692970 -2.135124  0.2639639 -1.055457  2.067901 -2.135124 -3.5396444
#> B14   8.74606795 21.478122 23.8772101 20.398455 17.275097 21.478122 17.3476884
#> B15   3.14756788 15.879622 18.2787100 14.799955 11.676597 15.879622 14.4751017
#> B16   7.40504427 20.137098 19.5115303 21.216765 15.934073 20.137098 18.7325781
#> B17   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B18   2.06790103 14.799955 17.1990432 15.879622 10.596930 14.799955 13.3954349
#> B19   4.56497568 17.297030 16.6714617 18.376697 21.500055 17.297030 13.1665961
#> B20   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B21   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B22   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B23   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B24   3.12523935 15.857293 18.2563815 16.936960 11.654268 15.857293 19.9877269
#> B25   4.10686669 16.838921 19.2380088 17.918588 12.635895 16.838921 12.7084871
#> B26   6.97238304 19.704437 22.1035252 18.624770 15.501412 19.704437 18.2999169
#> B27   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B28   6.77947627 19.511530 20.1370983 20.591197 15.308505 19.511530 18.1070101
#> B29   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B30  18.62477017  5.892716  8.2918044  6.972383  1.689691  5.892716  4.4881961
#> B31   3.12523935 15.857293 18.2563815 16.936960 11.654268 15.857293 19.9877269
#> B32   2.74390997 15.475964 17.8750521 16.555631 11.272939 15.475964 14.0714438
#> B33   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B34   1.68969088 14.421745 16.8208330 15.501412 18.624770 14.421745 13.0172247
#> B35   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B36   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B37   3.12523935 15.857293 18.2563815 16.936960 11.654268 15.857293 19.9877269
#> B38   6.30344439 19.035498 21.4345865 20.115165 14.832473 19.035498 17.6309782
#> B39  15.50141171  2.769358  5.1684459  1.689691  6.972383  2.769358  1.3648376
#> B40   1.68969088 14.421745 16.8208330 15.501412 18.624770 14.421745 13.0172247
#> B41   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B42   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B43   3.12523935 15.857293 18.2563815 16.936960 11.654268 15.857293 19.9877269
#> B44   6.77947627 19.511530 20.1370983 20.591197 15.308505 19.511530 18.1070101
#> B45  18.62477017  5.892716  8.2918044  6.972383  1.689691  5.892716  4.4881961
#> B46  20.11516522  7.383111  9.7821994  6.303444  3.180086  7.383111  5.9785911
#> B47   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B48   3.12523935 15.857293 18.2563815 16.936960 11.654268 15.857293 19.9877269
#> B49   6.30344439 19.035498 21.4345865 20.115165 14.832473 19.035498 17.6309782
#> B50   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B51  19.51153025  6.779476  7.4050443  7.859143  2.576451  6.779476  5.3749562
#> B52   6.30344439 19.035498 21.4345865 20.115165 14.832473 19.035498 17.6309782
#> B53   6.97238304 19.704437 22.1035252 18.624770 15.501412 19.704437 18.2999169
#> B54   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B55   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B56  18.62477017  5.892716  8.2918044  6.972383  1.689691  5.892716  4.4881961
#> B57   4.13231445 16.864368 19.2634566 15.784702 21.067394 16.864368 12.7339349
#> B58   2.06790103 14.799955 17.1990432 15.879622 10.596930 14.799955 13.3954349
#> B59   7.40504427 20.137098 19.5115303 21.216765 15.934073 20.137098 18.7325781
#> B60   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B61   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B62   2.95466111 15.686715 16.3122831 16.766382 11.483690 15.686715 14.2821950
#> B63   3.12523935 15.857293 18.2563815 16.936960 11.654268 15.857293 19.9877269
#> B64  15.21068321  2.478629  4.8777174  3.558296 -1.724396  2.478629  1.0741091
#> B65   6.97238304 19.704437 22.1035252 18.624770 15.501412 19.704437 18.2999169
#> B66   4.48819607 17.220250 19.6193382 18.299917 13.017225 17.220250 18.6247702
#> B67   7.66640111 20.398455 22.7975433 21.478122 16.195430 20.398455 16.2680215
#> B68   1.68969088 14.421745 16.8208330 15.501412 18.624770 14.421745 13.0172247
#> B69   2.10041908 14.832473 17.2315612 15.912140 19.035498 14.832473 13.4279529
#> B70   2.74390997 15.475964 17.8750521 16.555631 11.272939 15.475964 14.0714438
#> B71   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B72   1.68969088 14.421745 16.8208330 15.501412 18.624770 14.421745 13.0172247
#> B73   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B74   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B75   6.77947627 19.511530 20.1370983 20.591197 15.308505 19.511530 18.1070101
#> B76   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B77   2.74390997 15.475964 17.8750521 16.555631 11.272939 15.475964 14.0714438
#> B78   2.95466111 15.686715 16.3122831 16.766382 11.483690 15.686715 14.2821950
#> B79   2.47862923 15.210683 17.6097714 16.290350 11.007658 15.210683 13.8061631
#> B80   6.77947627 19.511530 20.1370983 20.591197 15.308505 19.511530 18.1070101
#> B81   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B82   4.63756743 17.369621 16.7440534 18.449288 13.166596 17.369621 21.5000550
#> B83   6.97238304 19.704437 22.1035252 18.624770 15.501412 19.704437 18.2999169
#> B84   4.48819607 17.220250 19.6193382 18.299917 13.017225 17.220250 18.6247702
#> B85  18.62477017  5.892716  8.2918044  6.972383  1.689691  5.892716  4.4881961
#> B86  -0.69957581 12.032478 14.4315663 13.112145  7.829453 12.032478 16.1629117
#> B87   6.30344439 19.035498 21.4345865 20.115165 14.832473 19.035498 17.6309782
#> B88   3.05264760 15.784702 18.1837897 16.864368 19.987727 15.784702 11.6542680
#> B89   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B90   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B91   2.74390997 15.475964 17.8750521 16.555631 11.272939 15.475964 14.0714438
#> B92  14.79995501  2.067901  4.4669892  3.147568 -2.135124  2.067901  0.6633809
#> B93   1.68969088 14.421745 16.8208330 15.501412 18.624770 14.421745 13.0172247
#> B94   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B95   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B96   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B97   7.40504427 20.137098 19.5115303 21.216765 15.934073 20.137098 18.7325781
#> B98   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B99   5.89271619 18.624770 21.0238583 19.704437 14.421745 18.624770 17.2202500
#> B100 -0.09615862 12.635895 15.0349835 13.715562 16.838921 12.635895  8.5054618
#>           [,28]     [,29]      [,30]     [,31]     [,32]     [,33]     [,34]
#> B1   19.5115303 16.671462 13.5226554 16.671462 16.671462 16.671462 16.671462
#> B2    3.9394077  6.779476  3.6306701  6.779476  6.779476  6.779476  6.779476
#> B3   11.9598864 14.799955 11.6511488 14.799955 14.799955 14.799955 14.799955
#> B4   15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B5   15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B6   16.6714617 19.511530 16.3627240 19.511530 19.511530 19.511530 19.511530
#> B7   13.0172247 15.857293 12.7084871 15.857293 15.857293 15.857293 15.857293
#> B8   16.8643684 19.704437 16.5556308 19.704437 19.704437 19.704437 19.704437
#> B9   21.0673937 15.501412 12.3526055 15.501412 15.501412 15.501412 15.501412
#> B10  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B11  13.0172247 15.857293 12.7084871 15.857293 15.857293 15.857293 15.857293
#> B12  16.6714617 19.511530 16.3627240 19.511530 19.511530 19.511530 19.511530
#> B13   3.4308577 -2.135124 -5.2839305 -2.135124 -2.135124 -2.135124 -2.135124
#> B14  15.9121399 21.478122 18.3293157 21.478122 21.478122 21.478122 21.478122
#> B15  13.0395533 15.879622 12.7308156 15.879622 15.879622 15.879622 15.879622
#> B16  17.2970297 20.137098 16.9882920 20.137098 20.137098 20.137098 20.137098
#> B17  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B18  11.9598864 14.799955 11.6511488 14.799955 14.799955 14.799955 14.799955
#> B19  20.1370983 17.297030 14.1482234 17.297030 17.297030 17.297030 17.297030
#> B20  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B21  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B22  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B23  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B24  13.0172247 15.857293 12.7084871 15.857293 15.857293 15.857293 15.857293
#> B25  11.2729386 16.838921 19.9877269 16.838921 16.838921 16.838921 16.838921
#> B26  16.8643684 19.704437 16.5556308 19.704437 19.704437 19.704437 19.704437
#> B27  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B28  16.6714617 19.511530 16.3627240 19.511530 19.511530 19.511530 19.511530
#> B29  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B30   3.0526476  5.892716  2.7439100  5.892716  5.892716  5.892716  5.892716
#> B31  13.0172247 15.857293 12.7084871 15.857293 15.857293 15.857293 15.857293
#> B32  12.6358954 15.475964 18.6247702 15.475964 15.475964 15.475964 15.475964
#> B33  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B34  19.9877269 14.421745 11.2729386 14.421745 14.421745 14.421745 14.421745
#> B35  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B36  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B37  13.0172247 15.857293 12.7084871 15.857293 15.857293 15.857293 15.857293
#> B38  16.1954298 19.035498 15.8866921 19.035498 19.035498 19.035498 19.035498
#> B39   8.3353398  2.769358 -0.3794485  2.769358  2.769358  2.769358  2.769358
#> B40  19.9877269 14.421745 11.2729386 14.421745 14.421745 14.421745 14.421745
#> B41  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B42  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B43  13.0172247 15.857293 12.7084871 15.857293 15.857293 15.857293 15.857293
#> B44  16.6714617 19.511530 16.3627240 19.511530 19.511530 19.511530 19.511530
#> B45   3.0526476  5.892716  2.7439100  5.892716  5.892716  5.892716  5.892716
#> B46   4.5430426  7.383111  4.2343050  7.383111  7.383111  7.383111  7.383111
#> B47  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B48  13.0172247 15.857293 12.7084871 15.857293 15.857293 15.857293 15.857293
#> B49  16.1954298 19.035498 15.8866921 19.035498 19.035498 19.035498 19.035498
#> B50  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B51   3.9394077  6.779476  3.6306701  6.779476  6.779476  6.779476  6.779476
#> B52  16.1954298 19.035498 15.8866921 19.035498 19.035498 19.035498 19.035498
#> B53  16.8643684 19.704437 16.5556308 19.704437 19.704437 19.704437 19.704437
#> B54  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B55  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B56   3.0526476  5.892716  2.7439100  5.892716  5.892716  5.892716  5.892716
#> B57  19.7044370 16.864368 13.7155622 16.864368 16.864368 16.864368 16.864368
#> B58  11.9598864 14.799955 11.6511488 14.799955 14.799955 14.799955 14.799955
#> B59  17.2970297 20.137098 16.9882920 20.137098 20.137098 20.137098 20.137098
#> B60  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B61  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B62  12.8466465 15.686715 12.5379089 15.686715 15.686715 15.686715 15.686715
#> B63  13.0172247 15.857293 12.7084871 15.857293 15.857293 15.857293 15.857293
#> B64  -0.3614394  2.478629 -0.6701770  2.478629  2.478629  2.478629  2.478629
#> B65  16.8643684 19.704437 16.5556308 19.704437 19.704437 19.704437 19.704437
#> B66  11.6542680 17.220250 14.0714438 17.220250 17.220250 17.220250 17.220250
#> B67  14.8324731 20.398455 17.2496489 20.398455 20.398455 20.398455 20.398455
#> B68  19.9877269 14.421745 11.2729386 14.421745 14.421745 14.421745 14.421745
#> B69  20.3984551 14.832473 11.6836668 14.832473 14.832473 14.832473 14.832473
#> B70  12.6358954 15.475964 18.6247702 15.475964 15.475964 15.475964 15.475964
#> B71  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B72  19.9877269 14.421745 11.2729386 14.421745 14.421745 14.421745 14.421745
#> B73  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B74  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B75  16.6714617 19.511530 16.3627240 19.511530 19.511530 19.511530 19.511530
#> B76  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B77  12.6358954 15.475964 18.6247702 15.475964 15.475964 15.475964 15.475964
#> B78  12.8466465 15.686715 12.5379089 15.686715 15.686715 15.686715 15.686715
#> B79  12.3706146 15.210683 12.0618770 15.210683 15.210683 15.210683 15.210683
#> B80  16.6714617 19.511530 16.3627240 19.511530 19.511530 19.511530 19.511530
#> B81  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B82  14.5295528 17.369621 14.2208152 17.369621 17.369621 17.369621 17.369621
#> B83  16.8643684 19.704437 16.5556308 19.704437 19.704437 19.704437 19.704437
#> B84  11.6542680 17.220250 14.0714438 17.220250 17.220250 17.220250 17.220250
#> B85   3.0526476  5.892716  2.7439100  5.892716  5.892716  5.892716  5.892716
#> B86   9.1924096 12.032478  8.8836720 12.032478 12.032478 12.032478 12.032478
#> B87  16.1954298 19.035498 15.8866921 19.035498 19.035498 19.035498 19.035498
#> B88  18.6247702 15.784702 12.6358954 15.784702 15.784702 15.784702 15.784702
#> B89  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B90  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B91  12.6358954 15.475964 18.6247702 15.475964 15.475964 15.475964 15.475964
#> B92  -0.7721676  2.067901 -1.0809052  2.067901  2.067901  2.067901  2.067901
#> B93  19.9877269 14.421745 11.2729386 14.421745 14.421745 14.421745 14.421745
#> B94  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B95  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B96  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B97  17.2970297 20.137098 16.9882920 20.137098 20.137098 20.137098 20.137098
#> B98  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B99  15.7847016 18.624770 15.4759640 18.624770 18.624770 18.624770 18.624770
#> B100 15.4759640 12.635895 15.7847016 12.635895 12.635895 12.635895 12.635895
#>           [,35]      [,36]       [,37]      [,38]     [,39]       [,40]
#> B1   14.3589746 13.5226554  6.77947627 21.9541538 17.082190 13.90398482
#> B2    4.4669892  3.6306701 16.67146166  3.6561178  7.190204  4.01199943
#> B3   20.1370983 11.6511488 -0.77216756 11.6765966 15.210683 12.03247817
#> B4   16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B5   16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B6   17.1990432 16.3627240  3.93940768 16.3881718 19.922258 16.74405341
#> B7   13.5448063 12.7084871  0.28517076 12.7339349 16.268022 18.62477017
#> B8   17.3919499 16.5556308  4.13231445 14.4217449 20.115165 16.93696018
#> B9   13.1889246 12.3526055  8.33533976 18.6247702 15.912140 12.73393487
#> B10  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B11  13.5448063 12.7084871  0.28517076 12.7339349 16.268022 18.62477017
#> B12  17.1990432 16.3627240  3.93940768 16.3881718 19.922258 16.74405341
#> B13   3.2020190 -5.2839305 16.16291173  3.1475679 -1.724396 -4.90260112
#> B14  19.1656349 18.3293157  3.18008593 16.1954298 21.067394 18.71064510
#> B15  21.2167651 12.7308156  0.30749929 10.5969297 16.290350 13.11214502
#> B16  14.7999550 16.9882920  4.56497568 17.0137398 20.547826 17.36962141
#> B17  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B18  20.1370983 11.6511488 -0.77216756 11.6765966 15.210683 12.03247817
#> B19  11.9598864 14.1482234  7.40504427 22.5797218 17.707758 14.52955282
#> B20  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B21  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B22  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B23  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B24  13.5448063 12.7084871  0.28517076 12.7339349 16.268022 18.62477017
#> B25  14.5264336 19.9877269 -1.45911534 13.7155622 17.249649 14.07144383
#> B26  17.3919499 16.5556308  4.13231445 14.4217449 20.115165 16.93696018
#> B27  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B28  17.1990432 16.3627240  3.93940768 16.3881718 19.922258 16.74405341
#> B29  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B30   3.5802291  2.7439100 15.78470158  2.7693577  6.303444  3.12523935
#> B31  13.5448063 12.7084871  0.28517076 12.7339349 16.268022 18.62477017
#> B32  13.1634769 18.6247702 -0.09615862 12.3526055 15.886692 12.70848711
#> B33  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B34  12.1092578 11.2729386  7.25567291 19.7044370 14.832473 11.65426802
#> B35  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B36  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B37  13.5448063 12.7084871  0.28517076 12.7339349 16.268022 18.62477017
#> B38  16.7230113 15.8866921  3.46337580 15.9121399 18.624770 16.26802153
#> B39   0.4568707 -0.3794485 21.06739374  5.8927162  3.180086  0.00188089
#> B40  12.1092578 11.2729386  7.25567291 19.7044370 14.832473 11.65426802
#> B41  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B42  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B43  13.5448063 12.7084871  0.28517076 12.7339349 16.268022 18.62477017
#> B44  17.1990432 16.3627240  3.93940768 16.3881718 19.922258 16.74405341
#> B45   3.5802291  2.7439100 15.78470158  2.7693577  6.303444  3.12523935
#> B46   5.0706242  4.2343050 17.27509663  2.1004191  6.972383  4.61563440
#> B47  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B48  13.5448063 12.7084871  0.28517076 12.7339349 16.268022 18.62477017
#> B49  16.7230113 15.8866921  3.46337580 15.9121399 18.624770 16.26802153
#> B50  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B51   4.4669892  3.6306701 16.67146166  3.6561178  7.190204  4.01199943
#> B52  16.7230113 15.8866921  3.46337580 15.9121399 18.624770 16.26802153
#> B53  17.3919499 16.5556308  4.13231445 14.4217449 20.115165 16.93696018
#> B54  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B55  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B56   3.5802291  2.7439100 15.78470158  2.7693577  6.303444  3.12523935
#> B57  14.5518814 13.7155622  6.97238304 19.9877269 17.275097 14.09689159
#> B58  20.1370983 11.6511488 -0.77216756 11.6765966 15.210683 12.03247817
#> B59  14.7999550 16.9882920  4.56497568 17.0137398 20.547826 17.36962141
#> B60  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B61  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B62  21.0238583 12.5379089  0.11459252 12.5633566 16.097443 12.91923826
#> B63  13.5448063 12.7084871  0.28517076 12.7339349 16.268022 18.62477017
#> B64   7.8157725 -0.6701770 12.37061462 -0.6447292  2.067901 -0.28884761
#> B65  17.3919499 16.5556308  4.13231445 14.4217449 20.115165 16.93696018
#> B66  14.9077630 14.0714438 -1.07778596 14.0968916 17.630978 19.98772689
#> B67  18.0859680 17.2496489  2.10041908 17.2750966 19.987727 17.63097825
#> B68  12.1092578 11.2729386  7.25567291 19.7044370 14.832473 11.65426802
#> B69  12.5199860 11.6836668  7.66640111 20.1151652 14.421745 12.06499622
#> B70  13.1634769 18.6247702 -0.09615862 12.3526055 15.886692 12.70848711
#> B71  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B72  12.1092578 11.2729386  7.25567291 19.7044370 14.832473 11.65426802
#> B73  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B74  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B75  17.1990432 16.3627240  3.93940768 16.3881718 19.922258 16.74405341
#> B76  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B77  13.1634769 18.6247702 -0.09615862 12.3526055 15.886692 12.70848711
#> B78  21.0238583 12.5379089  0.11459252 12.5633566 16.097443 12.91923826
#> B79  20.5478265 12.0618770 -0.36143936 12.0873248 14.799955 12.44320637
#> B80  17.1990432 16.3627240  3.93940768 16.3881718 19.922258 16.74405341
#> B81  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B82  12.0324782 14.2208152  1.79749884 14.2462630 17.780350 20.13709825
#> B83  17.3919499 16.5556308  4.13231445 14.4217449 20.115165 16.93696018
#> B84  14.9077630 14.0714438 -1.07778596 14.0968916 17.630978 19.98772689
#> B85   3.5802291  2.7439100 15.78470158  2.7693577  6.303444  3.12523935
#> B86  17.3696214  8.8836720 -3.53964440  8.9091197 12.443206 14.79995501
#> B87  16.7230113 15.8866921  3.46337580 15.9121399 18.624770 16.26802153
#> B88  13.4722145 12.6358954  5.89271619 21.0673937 16.195430 13.01722474
#> B89  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B90  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B91  13.1634769 18.6247702 -0.09615862 12.3526055 15.886692 12.70848711
#> B92   7.4050443 -1.0809052 11.95988642 -1.0554574  2.478629 -0.69957581
#> B93  12.1092578 11.2729386  7.25567291 19.7044370 14.832473 11.65426802
#> B94  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B95  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B96  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B97  14.7999550 16.9882920  4.56497568 17.0137398 20.547826 17.36962141
#> B98  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B99  16.3122831 15.4759640  3.05264760 15.5014117 19.035498 15.85729333
#> B100 10.3234083 15.7847016  2.74390997 17.9185875 13.046624  9.86841852
#>            [,41]     [,42]     [,43]      [,44]      [,45]     [,46]      [,47]
#> B1   13.90398482 16.671462 15.784702 18.1837897 18.1837897 17.751129 14.9836517
#> B2    4.01199943  6.779476  5.892716  8.2918044  8.2918044  7.859143  5.0916663
#> B3   12.03247817 14.799955 15.686715 16.3122831 16.3122831 15.879622 13.1121450
#> B4   15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B5   15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B6   16.74405341 19.511530 18.624770 21.0238583 21.0238583 20.591197 17.8237203
#> B7   18.62477017 15.857293 16.744053 17.3696214 17.3696214 16.936960 19.7044370
#> B8   16.93696018 19.704437 20.591197 21.2167651 21.2167651 18.624770 15.8572933
#> B9   12.73393487 15.501412 16.388172 17.0137398 17.0137398 14.421745 11.6542680
#> B10  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B11  18.62477017 15.857293 16.744053 17.3696214 17.3696214 16.936960 19.7044370
#> B12  16.74405341 19.511530 18.624770 21.0238583 21.0238583 20.591197 17.8237203
#> B13  -4.90260112 -2.135124 -1.248364 -0.6227962 -0.6227962 -1.055457 -3.8229343
#> B14  18.71064510 21.478122 22.364882 22.9904500 22.9904500 20.398455 17.6309782
#> B15  13.11214502 15.879622 16.766382 17.3919499 17.3919499 14.799955 12.0324782
#> B16  17.36962141 20.137098 21.023858 18.6247702 18.6247702 21.216765 18.4492883
#> B17  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B18  12.03247817 14.799955 15.686715 16.3122831 16.3122831 15.879622 13.1121450
#> B19  14.52955282 17.297030 18.183790 15.7847016 15.7847016 18.376697 15.6092197
#> B20  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B21  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B22  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B23  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B24  18.62477017 15.857293 16.744053 17.3696214 17.3696214 16.936960 19.7044370
#> B25  14.07144383 16.838921 17.725681 18.3512487 18.3512487 17.918588 15.1511107
#> B26  16.93696018 19.704437 20.591197 21.2167651 21.2167651 18.624770 15.8572933
#> B27  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B28  16.74405341 19.511530 18.624770 21.0238583 21.0238583 20.591197 17.8237203
#> B29  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B30   3.12523935  5.892716  6.779476  7.4050443  7.4050443  6.972383  4.2049062
#> B31  18.62477017 15.857293 16.744053 17.3696214 17.3696214 16.936960 19.7044370
#> B32  12.70848711 15.475964 16.362724 16.9882920 16.9882920 16.555631 13.7881540
#> B33  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B34  11.65426802 14.421745 15.308505 15.9340729 15.9340729 15.501412 12.7339349
#> B35  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B36  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B37  18.62477017 15.857293 16.744053 17.3696214 17.3696214 16.936960 19.7044370
#> B38  16.26802153 19.035498 19.922258 20.5478265 20.5478265 20.115165 17.3476884
#> B39   0.00188089  2.769358  3.656118  4.2816858  4.2816858  1.689691 -1.0777860
#> B40  11.65426802 14.421745 15.308505 15.9340729 15.9340729 15.501412 12.7339349
#> B41  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B42  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B43  18.62477017 15.857293 16.744053 17.3696214 17.3696214 16.936960 19.7044370
#> B44  16.74405341 19.511530 18.624770 21.0238583 21.0238583 20.591197 17.8237203
#> B45   3.12523935  5.892716  6.779476  7.4050443  7.4050443  6.972383  4.2049062
#> B46   4.61563440  7.383111  8.269871  8.8954393  8.8954393  6.303444  3.5359676
#> B47  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B48  18.62477017 15.857293 16.744053 17.3696214 17.3696214 16.936960 19.7044370
#> B49  16.26802153 19.035498 19.922258 20.5478265 20.5478265 20.115165 17.3476884
#> B50  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B51   4.01199943  6.779476  5.892716  8.2918044  8.2918044  7.859143  5.0916663
#> B52  16.26802153 19.035498 19.922258 20.5478265 20.5478265 20.115165 17.3476884
#> B53  16.93696018 19.704437 20.591197 21.2167651 21.2167651 18.624770 15.8572933
#> B54  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B55  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B56   3.12523935  5.892716  6.779476  7.4050443  7.4050443  6.972383  4.2049062
#> B57  14.09689159 16.864368 17.751129 18.3766965 18.3766965 15.784702 13.0172247
#> B58  12.03247817 14.799955 15.686715 16.3122831 16.3122831 15.879622 13.1121450
#> B59  17.36962141 20.137098 21.023858 18.6247702 18.6247702 21.216765 18.4492883
#> B60  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B61  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B62  12.91923826 15.686715 14.799955 17.1990432 17.1990432 16.766382 13.9989051
#> B63  18.62477017 15.857293 16.744053 17.3696214 17.3696214 16.936960 19.7044370
#> B64  -0.28884761  2.478629  3.365389  3.9909573  3.9909573  3.558296  0.7908192
#> B65  16.93696018 19.704437 20.591197 21.2167651 21.2167651 18.624770 15.8572933
#> B66  19.98772689 17.220250 18.107010 18.7325781 18.7325781 18.299917 21.0673937
#> B67  17.63097825 20.398455 21.285215 21.9107832 21.9107832 21.478122 18.7106451
#> B68  11.65426802 14.421745 15.308505 15.9340729 15.9340729 15.501412 12.7339349
#> B69  12.06499622 14.832473 15.719233 16.3448011 16.3448011 15.912140 13.1446631
#> B70  12.70848711 15.475964 16.362724 16.9882920 16.9882920 16.555631 13.7881540
#> B71  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B72  11.65426802 14.421745 15.308505 15.9340729 15.9340729 15.501412 12.7339349
#> B73  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B74  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B75  16.74405341 19.511530 18.624770 21.0238583 21.0238583 20.591197 17.8237203
#> B76  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B77  12.70848711 15.475964 16.362724 16.9882920 16.9882920 16.555631 13.7881540
#> B78  12.91923826 15.686715 14.799955 17.1990432 17.1990432 16.766382 13.9989051
#> B79  12.44320637 15.210683 16.097443 16.7230113 16.7230113 16.290350 13.5228732
#> B80  16.74405341 19.511530 18.624770 21.0238583 21.0238583 20.591197 17.8237203
#> B81  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B82  20.13709825 17.369621 18.256381 15.8572933 15.8572933 18.449288 21.2167651
#> B83  16.93696018 19.704437 20.591197 21.2167651 21.2167651 18.624770 15.8572933
#> B84  19.98772689 17.220250 18.107010 18.7325781 18.7325781 18.299917 21.0673937
#> B85   3.12523935  5.892716  6.779476  7.4050443  7.4050443  6.972383  4.2049062
#> B86  14.79995501 12.032478 12.919238 13.5448063 13.5448063 13.112145 15.8796219
#> B87  16.26802153 19.035498 19.922258 20.5478265 20.5478265 20.115165 17.3476884
#> B88  13.01722474 15.784702 16.671462 17.2970297 17.2970297 16.864368 14.0968916
#> B89  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B90  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B91  12.70848711 15.475964 16.362724 16.9882920 16.9882920 16.555631 13.7881540
#> B92  -0.69957581  2.067901  2.954661  3.5802291  3.5802291  3.147568  0.3800910
#> B93  11.65426802 14.421745 15.308505 15.9340729 15.9340729 15.501412 12.7339349
#> B94  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B95  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B96  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B97  17.36962141 20.137098 21.023858 18.6247702 18.6247702 21.216765 18.4492883
#> B98  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B99  15.85729333 18.624770 19.511530 20.1370983 20.1370983 19.704437 16.9369602
#> B100  9.86841852 12.635895 13.522655 14.1482234 14.1482234 13.715562 10.9480854
#>          [,48]     [,49]     [,50]      [,51]     [,52]      [,53]     [,54]
#> B1   16.671462 17.751129 17.900500 -1.5986652 16.671462  5.0190745 15.784702
#> B2    6.779476  7.859143 10.734428  5.5674067  6.779476 20.5911971  5.892716
#> B3   14.799955 15.879622 18.754907 -4.2265922 14.799955  3.1475679 15.686715
#> B4   18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B5   18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B6   19.511530 20.591197 23.466482 -7.1646473 19.511530  7.8591431 18.624770
#> B7   15.857293 16.936960 19.812245 -5.2839305 15.857293  4.2049062 16.744053
#> B8   19.704437 18.624770 21.500055 -6.9717405 19.704437  5.8927162 20.591197
#> B9   15.501412 14.421745 17.297030 -2.7687152 15.501412  1.6896909 16.388172
#> B10  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B11  15.857293 16.936960 19.812245 -5.2839305 15.857293  4.2049062 16.744053
#> B12  19.511530 20.591197 23.466482 -7.1646473 19.511530  7.8591431 18.624770
#> B13  -2.135124 -1.055457  1.819827 12.7084871 -2.135124 11.6765966 -1.248364
#> B14  21.478122 20.398455 20.547826 -5.1980556 21.478122  7.6664011 22.364882
#> B15  15.879622 14.799955 17.675240 -3.1469253 15.879622  2.0679010 16.766382
#> B16  20.137098 21.216765 21.067394 -6.5390793 20.137098  8.4847111 21.023858
#> B17  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B18  14.799955 15.879622 18.754907 -4.2265922 14.799955  3.1475679 15.686715
#> B19  17.297030 18.376697 15.501412 -0.9730972 17.297030  5.6446425 18.183790
#> B20  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B21  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B22  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B23  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B24  15.857293 16.936960 19.812245 -5.2839305 15.857293  4.2049062 16.744053
#> B25  16.838921 17.918588 18.067959 -3.5396444 16.838921  5.1865335 17.725681
#> B26  19.704437 18.624770 21.500055 -6.9717405 19.704437  5.8927162 20.591197
#> B27  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B28  19.511530 20.591197 23.466482 -7.1646473 19.511530  7.8591431 18.624770
#> B29  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B30   5.892716  6.972383  9.847668  4.6806466  5.892716 19.7044370  6.779476
#> B31  15.857293 16.936960 19.812245 -5.2839305 15.857293  4.2049062 16.744053
#> B32  15.475964 16.555631 19.430916 -4.9026011 15.475964  3.8235768 16.362724
#> B33  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B34  14.421745 15.501412 18.376697 -3.8483820 14.421745  2.7693577 15.308505
#> B35  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B36  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B37  15.857293 16.936960 19.812245 -5.2839305 15.857293  4.2049062 16.744053
#> B38  19.035498 20.115165 22.990450 -7.6406791 19.035498  7.3831112 19.922258
#> B39   2.769358  1.689691  4.564976  9.9633388  2.769358 14.4217449  3.656118
#> B40  14.421745 15.501412 18.376697 -3.8483820 14.421745  2.7693577 15.308505
#> B41  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B42  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B43  15.857293 16.936960 19.812245 -5.2839305 15.857293  4.2049062 16.744053
#> B44  19.511530 20.591197 23.466482 -7.1646473 19.511530  7.8591431 18.624770
#> B45   5.892716  6.972383  9.847668  4.6806466  5.892716 19.7044370  6.779476
#> B46   7.383111  6.303444  9.178729  6.1710417  7.383111 19.0354984  8.269871
#> B47  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B48  15.857293 16.936960 19.812245 -5.2839305 15.857293  4.2049062 16.744053
#> B49  19.035498 20.115165 22.990450 -7.6406791 19.035498  7.3831112 19.922258
#> B50  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B51   6.779476  7.859143 10.734428  5.5674067  6.779476 20.5911971  5.892716
#> B52  19.035498 20.115165 22.990450 -7.6406791 19.035498  7.3831112 19.922258
#> B53  19.704437 18.624770 21.500055 -6.9717405 19.704437  5.8927162 20.591197
#> B54  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B55  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B56   5.892716  6.972383  9.847668  4.6806466  5.892716 19.7044370  6.779476
#> B57  16.864368 15.784702 15.934073 -1.4057585 16.864368  3.0526476 17.751129
#> B58  14.799955 15.879622 18.754907 -4.2265922 14.799955  3.1475679 15.686715
#> B59  20.137098 21.216765 21.067394 -6.5390793 20.137098  8.4847111 21.023858
#> B60  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B61  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B62  15.686715 16.766382 19.641667 -3.3398321 15.686715  4.0343280 14.799955
#> B63  15.857293 16.936960 19.812245 -5.2839305 15.857293  4.2049062 16.744053
#> B64   2.478629  3.558296  6.433581  8.9161900  2.478629 16.2903501  3.365389
#> B65  19.704437 18.624770 21.500055 -6.9717405 19.704437  5.8927162 20.591197
#> B66  17.220250 18.299917 18.449288 -3.9209738 17.220250  5.5678629 18.107010
#> B67  20.398455 21.478122 21.627493 -6.2777224 20.398455  8.7460680 21.285215
#> B68  14.421745 15.501412 18.376697 -3.8483820 14.421745  2.7693577 15.308505
#> B69  14.832473 15.912140 18.787425 -3.4376538 14.832473  3.1800859 15.719233
#> B70  15.475964 16.555631 19.430916 -4.9026011 15.475964  3.8235768 16.362724
#> B71  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B72  14.421745 15.501412 18.376697 -3.8483820 14.421745  2.7693577 15.308505
#> B73  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B74  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B75  19.511530 20.591197 23.466482 -7.1646473 19.511530  7.8591431 18.624770
#> B76  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B77  15.475964 16.555631 19.430916 -4.9026011 15.475964  3.8235768 16.362724
#> B78  15.686715 16.766382 19.641667 -3.3398321 15.686715  4.0343280 14.799955
#> B79  15.210683 16.290350 19.165635 -3.8158640 15.210683  3.5582961 16.097443
#> B80  19.511530 20.591197 23.466482 -7.1646473 19.511530  7.8591431 18.624770
#> B81  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B82  17.369621 18.449288 18.299917 -3.7716024 17.369621  5.7172343 18.256381
#> B83  19.704437 18.624770 21.500055 -6.9717405 19.704437  5.8927162 20.591197
#> B84  17.220250 18.299917 18.449288 -3.9209738 17.220250  5.5678629 18.107010
#> B85   5.892716  6.972383  9.847668  4.6806466  5.892716 19.7044370  6.779476
#> B86  12.032478 13.112145 15.987430 -1.4591153 12.032478  0.3800910 12.919238
#> B87  19.035498 20.115165 22.990450 -7.6406791 19.035498  7.3831112 19.922258
#> B88  15.784702 16.864368 17.013740 -2.4854253 15.784702  4.1323144 16.671462
#> B89  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B90  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B91  15.475964 16.555631 19.430916 -4.9026011 15.475964  3.8235768 16.362724
#> B92   2.067901  3.147568  6.022853  8.5054618  2.067901 15.8796219  2.954661
#> B93  14.421745 15.501412 18.376697 -3.8483820 14.421745  2.7693577 15.308505
#> B94  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B95  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B96  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B97  20.137098 21.216765 21.067394 -6.5390793 20.137098  8.4847111 21.023858
#> B98  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B99  18.624770 19.704437 22.579722 -8.0514073 18.624770  6.9723830 19.511530
#> B100 12.635895 13.715562 13.864934  0.6633809 12.635895  0.9835082 13.522655
#>             [,55]      [,56]      [,57]      [,58]      [,59]     [,60]
#> B1    0.790601460 13.5226554  5.4517358  4.3501359 -0.7721676 16.671462
#> B2   16.362724033  3.6306701 21.0238583 19.9222585 14.7999550  6.779476
#> B3   -1.080905187 11.6511488  3.5802291  2.4786292  6.7794763 14.799955
#> B4    2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B5    2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B6    3.630670053 16.3627240  8.2918044  7.1902045  2.0679010 19.511530
#> B7   -0.023566868 12.7084871  4.6375674  3.5359676  0.1871843 15.857293
#> B8    3.823576819 16.5556308  8.4847111  7.3831112  4.0343280 19.704437
#> B9   -0.379448490 12.3526055  4.2816858  3.1800859 -0.1686973 15.501412
#> B10   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B11  -0.023566868 12.7084871  4.6375674  3.5359676  0.1871843 15.857293
#> B12   3.630670053 16.3627240  8.2918044  7.1902045  2.0679010 19.511530
#> B13   7.448123483 -5.2839305 12.1092578 11.0076579 15.3085049 -2.135124
#> B14   5.597261736 18.3293157 10.2583960  8.3353398  5.8080129 21.478122
#> B15  -0.001238337 12.7308156  4.6598960  3.5582961  7.8591431 15.879622
#> B16   4.256238053 16.9882920  5.8927162  7.8157725  4.4669892 20.137098
#> B17   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B18  -1.080905187 11.6511488  3.5802291  2.4786292  6.7794763 14.799955
#> B19   1.416169460 14.1482234  3.0526476  4.9757039  1.6269206 17.297030
#> B20   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B21   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B22   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B23   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B24  -0.023566868 12.7084871  4.6375674  3.5359676  0.1871843 15.857293
#> B25   7.255672905 19.9877269  5.6191948  4.5175949  1.1688116 16.838921
#> B26   3.823576819 16.5556308  8.4847111  7.3831112  4.0343280 19.704437
#> B27   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B28   3.630670053 16.3627240  8.2918044  7.1902045  2.0679010 19.511530
#> B29   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B30  15.475963950  2.7439100 20.1370983 19.0354984 15.6867151  5.892716
#> B31  -0.023566868 12.7084871  4.6375674  3.5359676  0.1871843 15.857293
#> B32   5.892716188 18.6247702  4.2562381  3.1546382 -0.1941451 15.475964
#> B33   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B34  -1.459115340 11.2729386  3.2020190  2.1004191 -1.2483642 14.421745
#> B35   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B36   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B37  -0.023566868 12.7084871  4.6375674  3.5359676  0.1871843 15.857293
#> B38   3.154638170 15.8866921  7.8157725  5.8927162  3.3653893 19.035498
#> B39  12.352605490 -0.3794485 17.0137398 15.9121399 12.5633566  2.769358
#> B40  -1.459115340 11.2729386  3.2020190  2.1004191 -1.2483642 14.421745
#> B41   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B42   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B43  -0.023566868 12.7084871  4.6375674  3.5359676  0.1871843 15.857293
#> B44   3.630670053 16.3627240  8.2918044  7.1902045  2.0679010 19.511530
#> B45  15.475963950  2.7439100 20.1370983 19.0354984 15.6867151  5.892716
#> B46  16.966358999  4.2343050 21.6274933 19.7044370 17.1771101  7.383111
#> B47   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B48  -0.023566868 12.7084871  4.6375674  3.5359676  0.1871843 15.857293
#> B49   3.154638170 15.8866921  7.8157725  5.8927162  3.3653893 19.035498
#> B50   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B51  16.362724033  3.6306701 21.0238583 19.9222585 14.7999550  6.779476
#> B52   3.154638170 15.8866921  7.8157725  5.8927162  3.3653893 19.035498
#> B53   3.823576819 16.5556308  8.4847111  7.3831112  4.0343280 19.704437
#> B54   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B55   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B56  15.475963950  2.7439100 20.1370983 19.0354984 15.6867151  5.892716
#> B57   0.983508227 13.7155622  5.6446425  4.5430426  1.1942594 16.864368
#> B58  -1.080905187 11.6511488  3.5802291  2.4786292  6.7794763 14.799955
#> B59   4.256238053 16.9882920  5.8927162  7.8157725  4.4669892 20.137098
#> B60   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B61   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B62  -0.194145104 12.5379089  4.4669892  3.3653893  5.8927162 15.686715
#> B63  -0.023566868 12.7084871  4.6375674  3.5359676  0.1871843 15.857293
#> B64  12.061876993 -0.6701770 16.7230113 14.7999550 19.9222585  2.478629
#> B65   3.823576819 16.5556308  8.4847111  7.3831112  4.0343280 19.704437
#> B66   1.339389849 14.0714438  6.0005242  4.8989243  1.5501410 17.220250
#> B67   4.517594887 17.2496489  9.1787292  7.2556729  4.7283460 20.398455
#> B68  -1.459115340 11.2729386  3.2020190  2.1004191 -1.2483642 14.421745
#> B69  -1.048387140 11.6836668  3.6127472  1.6896909 -0.8376360 14.832473
#> B70   5.892716188 18.6247702  4.2562381  3.1546382 -0.1941451 15.475964
#> B71   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B72  -1.459115340 11.2729386  3.2020190  2.1004191 -1.2483642 14.421745
#> B73   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B74   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B75   3.630670053 16.3627240  8.2918044  7.1902045  2.0679010 19.511530
#> B76   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B77   5.892716188 18.6247702  4.2562381  3.1546382 -0.1941451 15.475964
#> B78  -0.194145104 12.5379089  4.4669892  3.3653893  5.8927162 15.686715
#> B79  -0.670176987 12.0618770  3.9909573  2.0679010  7.1902045 15.210683
#> B80   3.630670053 16.3627240  8.2918044  7.1902045  2.0679010 19.511530
#> B81   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B82   1.488761215 14.2208152  3.1252394  5.0482956  1.6995124 17.369621
#> B83   3.823576819 16.5556308  8.4847111  7.3831112  4.0343280 19.704437
#> B84   1.339389849 14.0714438  6.0005242  4.8989243  1.5501410 17.220250
#> B85  15.475963950  2.7439100 20.1370983 19.0354984 15.6867151  5.892716
#> B86  -3.848382025  8.8836720  0.8127523 -0.2888476  4.0119994 12.032478
#> B87   3.154638170 15.8866921  7.8157725  5.8927162  3.3653893 19.035498
#> B88  -0.096158623 12.6358954  4.5649757  3.4633758  0.1145925 15.784702
#> B89   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B90   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B91   5.892716188 18.6247702  4.2562381  3.1546382 -0.1941451 15.475964
#> B92  11.651148793 -1.0809052 16.3122831 15.2106832 19.5115303  2.067901
#> B93  -1.459115340 11.2729386  3.2020190  2.1004191 -1.2483642 14.421745
#> B94   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B95   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B96   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B97   4.256238053 16.9882920  5.8927162  7.8157725  4.4669892 20.137098
#> B98   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B99   2.743909970 15.4759640  7.4050443  6.3034444  2.9546611 18.624770
#> B100  3.052647596 15.7847016  1.4161695  0.3145696 -3.0342137 12.635895
#>           [,61]      [,62]     [,63]     [,64]     [,65]      [,66]      [,67]
#> B1   18.1837897 18.1837897 16.671462 20.874487 20.874487  9.6978403 14.3589746
#> B2    8.2918044  8.2918044  6.779476  2.576451  2.576451 -0.1941451  4.4669892
#> B3   16.3122831 16.3122831 14.799955 10.596930 10.596930 15.4759640 20.1370983
#> B4   20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B5   20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B6   21.0238583 21.0238583 19.511530 15.308505 15.308505 12.5379089 17.1990432
#> B7   17.3696214 17.3696214 15.857293 11.654268 11.654268  8.8836720 13.5448063
#> B8   21.2167651 21.2167651 19.704437 15.501412 15.501412 12.7308156 17.3919499
#> B9   17.0137398 17.0137398 15.501412 19.704437 19.704437  8.5277903 13.1889246
#> B10  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B11  17.3696214 17.3696214 15.857293 11.654268 11.654268  8.8836720 13.5448063
#> B12  21.0238583 21.0238583 19.511530 15.308505 15.308505 12.5379089 17.1990432
#> B13  -0.6227962 -0.6227962 -2.135124  2.067901  2.067901 -1.4591153  3.2020190
#> B14  22.9904500 22.9904500 21.478122 17.275097 17.275097 14.5045006 19.1656349
#> B15  17.3919499 17.3919499 15.879622 11.676597 11.676597 16.5556308 21.2167651
#> B16  18.6247702 18.6247702 20.137098 15.934073 15.934073 13.1634769 14.7999550
#> B17  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B18  16.3122831 16.3122831 14.799955 10.596930 10.596930 15.4759640 20.1370983
#> B19  15.7847016 15.7847016 17.297030 21.500055 21.500055 10.3234083 11.9598864
#> B20  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B21  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B22  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B23  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B24  17.3696214 17.3696214 15.857293 11.654268 11.654268  8.8836720 13.5448063
#> B25  18.3512487 18.3512487 16.838921 12.635895 12.635895 16.1629117 14.5264336
#> B26  21.2167651 21.2167651 19.704437 15.501412 15.501412 12.7308156 17.3919499
#> B27  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B28  21.0238583 21.0238583 19.511530 15.308505 15.308505 12.5379089 17.1990432
#> B29  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B30   7.4050443  7.4050443  5.892716  1.689691  1.689691 -1.0809052  3.5802291
#> B31  17.3696214 17.3696214 15.857293 11.654268 11.654268  8.8836720 13.5448063
#> B32  16.9882920 16.9882920 15.475964 11.272939 11.272939 14.7999550 13.1634769
#> B33  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B34  15.9340729 15.9340729 14.421745 18.624770 18.624770  7.4481235 12.1092578
#> B35  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B36  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B37  17.3696214 17.3696214 15.857293 11.654268 11.654268  8.8836720 13.5448063
#> B38  20.5478265 20.5478265 19.035498 14.832473 14.832473 12.0618770 16.7230113
#> B39   4.2816858  4.2816858  2.769358  6.972383  6.972383 -4.2042636  0.4568707
#> B40  15.9340729 15.9340729 14.421745 18.624770 18.624770  7.4481235 12.1092578
#> B41  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B42  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B43  17.3696214 17.3696214 15.857293 11.654268 11.654268  8.8836720 13.5448063
#> B44  21.0238583 21.0238583 19.511530 15.308505 15.308505 12.5379089 17.1990432
#> B45   7.4050443  7.4050443  5.892716  1.689691  1.689691 -1.0809052  3.5802291
#> B46   8.8954393  8.8954393  7.383111  3.180086  3.180086  0.4094899  5.0706242
#> B47  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B48  17.3696214 17.3696214 15.857293 11.654268 11.654268  8.8836720 13.5448063
#> B49  20.5478265 20.5478265 19.035498 14.832473 14.832473 12.0618770 16.7230113
#> B50  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B51   8.2918044  8.2918044  6.779476  2.576451  2.576451 -0.1941451  4.4669892
#> B52  20.5478265 20.5478265 19.035498 14.832473 14.832473 12.0618770 16.7230113
#> B53  21.2167651 21.2167651 19.704437 15.501412 15.501412 12.7308156 17.3919499
#> B54  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B55  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B56   7.4050443  7.4050443  5.892716  1.689691  1.689691 -1.0809052  3.5802291
#> B57  18.3766965 18.3766965 16.864368 21.067394 21.067394  9.8907471 14.5518814
#> B58  16.3122831 16.3122831 14.799955 10.596930 10.596930 15.4759640 20.1370983
#> B59  18.6247702 18.6247702 20.137098 15.934073 15.934073 13.1634769 14.7999550
#> B60  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B61  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B62  17.1990432 17.1990432 15.686715 11.483690 11.483690 16.3627240 21.0238583
#> B63  17.3696214 17.3696214 15.857293 11.654268 11.654268  8.8836720 13.5448063
#> B64   3.9909573  3.9909573  2.478629 -1.724396 -1.724396  3.1546382  7.8157725
#> B65  21.2167651 21.2167651 19.704437 15.501412 15.501412 12.7308156 17.3919499
#> B66  18.7325781 18.7325781 17.220250 13.017225 13.017225 10.2466287 14.9077630
#> B67  21.9107832 21.9107832 20.398455 16.195430 16.195430 13.4248337 18.0859680
#> B68  15.9340729 15.9340729 14.421745 18.624770 18.624770  7.4481235 12.1092578
#> B69  16.3448011 16.3448011 14.832473 19.035498 19.035498  7.8588517 12.5199860
#> B70  16.9882920 16.9882920 15.475964 11.272939 11.272939 14.7999550 13.1634769
#> B71  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B72  15.9340729 15.9340729 14.421745 18.624770 18.624770  7.4481235 12.1092578
#> B73  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B74  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B75  21.0238583 21.0238583 19.511530 15.308505 15.308505 12.5379089 17.1990432
#> B76  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B77  16.9882920 16.9882920 15.475964 11.272939 11.272939 14.7999550 13.1634769
#> B78  17.1990432 17.1990432 15.686715 11.483690 11.483690 16.3627240 21.0238583
#> B79  16.7230113 16.7230113 15.210683 11.007658 11.007658 15.8866921 20.5478265
#> B80  21.0238583 21.0238583 19.511530 15.308505 15.308505 12.5379089 17.1990432
#> B81  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B82  15.8572933 15.8572933 17.369621 13.166596 13.166596 10.3960000 12.0324782
#> B83  21.2167651 21.2167651 19.704437 15.501412 15.501412 12.7308156 17.3919499
#> B84  18.7325781 18.7325781 17.220250 13.017225 13.017225 10.2466287 14.9077630
#> B85   7.4050443  7.4050443  5.892716  1.689691  1.689691 -1.0809052  3.5802291
#> B86  13.5448063 13.5448063 12.032478  7.829453  7.829453 12.7084871 17.3696214
#> B87  20.5478265 20.5478265 19.035498 14.832473 14.832473 12.0618770 16.7230113
#> B88  17.2970297 17.2970297 15.784702 19.987727 19.987727  8.8110802 13.4722145
#> B89  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B90  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B91  16.9882920 16.9882920 15.475964 11.272939 11.272939 14.7999550 13.1634769
#> B92   3.5802291  3.5802291  2.067901 -2.135124 -2.135124  2.7439100  7.4050443
#> B93  15.9340729 15.9340729 14.421745 18.624770 18.624770  7.4481235 12.1092578
#> B94  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B95  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B96  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B97  18.6247702 18.6247702 20.137098 15.934073 15.934073 13.1634769 14.7999550
#> B98  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B99  20.1370983 20.1370983 18.624770 14.421745 14.421745 11.6511488 16.3122831
#> B100 14.1482234 14.1482234 12.635895 16.838921 16.838921 11.9598864 10.3234083
#>           [,68]     [,69]     [,70]     [,71]     [,72]     [,73]       [,74]
#> B1   14.9836517 17.751129 16.671462 16.671462 16.671462 17.751129  5.37495615
#> B2    5.0916663  7.859143  6.779476  6.779476  6.779476  7.859143 12.54102810
#> B3   13.1121450 15.879622 14.799955 14.799955 14.799955 15.879622 -4.90260112
#> B4   16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B5   16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B6   17.8237203 20.591197 19.511530 19.511530 19.511530 20.591197 -0.19102588
#> B7   19.7044370 16.936960 15.857293 15.857293 15.857293 16.936960  1.68969088
#> B8   15.8572933 18.624770 19.704437 19.704437 19.704437 18.624770  0.00188089
#> B9   11.6542680 14.421745 15.501412 15.501412 15.501412 14.421745  4.20490620
#> B10  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B11  19.7044370 16.936960 15.857293 15.857293 15.857293 16.936960  1.68969088
#> B12  17.8237203 20.591197 19.511530 19.511530 19.511530 20.591197 -0.19102588
#> B13  -3.8229343 -1.055457 -2.135124 -2.135124 -2.135124 -1.055457 12.03247817
#> B14  17.6309782 20.398455 21.478122 21.478122 21.478122 20.398455  1.77556581
#> B15  12.0324782 14.799955 15.879622 15.879622 15.879622 14.799955 -3.82293427
#> B16  18.4492883 21.216765 20.137098 20.137098 20.137098 21.216765  0.43454212
#> B17  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B18  13.1121450 15.879622 14.799955 14.799955 14.799955 15.879622 -4.90260112
#> B19  15.6092197 18.376697 17.297030 17.297030 17.297030 18.376697  6.00052415
#> B20  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B21  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B22  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B23  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B24  19.7044370 16.936960 15.857293 15.857293 15.857293 16.936960  1.68969088
#> B25  15.1511107 17.918588 16.838921 16.838921 16.838921 17.918588 -2.86363546
#> B26  15.8572933 18.624770 19.704437 19.704437 19.704437 18.624770  0.00188089
#> B27  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B28  17.8237203 20.591197 19.511530 19.511530 19.511530 20.591197 -0.19102588
#> B29  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B30   4.2049062  6.972383  5.892716  5.892716  5.892716  6.972383 11.65426802
#> B31  19.7044370 16.936960 15.857293 15.857293 15.857293 16.936960  1.68969088
#> B32  13.7881540 16.555631 15.475964 15.475964 15.475964 16.555631 -4.22659218
#> B33  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B34  12.7339349 15.501412 14.421745 14.421745 14.421745 15.501412  3.12523935
#> B35  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B36  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B37  19.7044370 16.936960 15.857293 15.857293 15.857293 16.936960  1.68969088
#> B38  17.3476884 20.115165 19.035498 19.035498 19.035498 20.115165 -0.66705776
#> B39  -1.0777860  1.689691  2.769358  2.769358  2.769358  1.689691 16.93696018
#> B40  12.7339349 15.501412 14.421745 14.421745 14.421745 15.501412  3.12523935
#> B41  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B42  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B43  19.7044370 16.936960 15.857293 15.857293 15.857293 16.936960  1.68969088
#> B44  17.8237203 20.591197 19.511530 19.511530 19.511530 20.591197 -0.19102588
#> B45   4.2049062  6.972383  5.892716  5.892716  5.892716  6.972383 11.65426802
#> B46   3.5359676  6.303444  7.383111  7.383111  7.383111  6.303444 13.14466307
#> B47  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B48  19.7044370 16.936960 15.857293 15.857293 15.857293 16.936960  1.68969088
#> B49  17.3476884 20.115165 19.035498 19.035498 19.035498 20.115165 -0.66705776
#> B50  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B51   5.0916663  7.859143  6.779476  6.779476  6.779476  7.859143 12.54102810
#> B52  17.3476884 20.115165 19.035498 19.035498 19.035498 20.115165 -0.66705776
#> B53  15.8572933 18.624770 19.704437 19.704437 19.704437 18.624770  0.00188089
#> B54  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B55  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B56   4.2049062  6.972383  5.892716  5.892716  5.892716  6.972383 11.65426802
#> B57  13.0172247 15.784702 16.864368 16.864368 16.864368 15.784702  5.56786292
#> B58  13.1121450 15.879622 14.799955 14.799955 14.799955 15.879622 -4.90260112
#> B59  18.4492883 21.216765 20.137098 20.137098 20.137098 21.216765  0.43454212
#> B60  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B61  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B62  13.9989051 16.766382 15.686715 15.686715 15.686715 16.766382 -4.01584103
#> B63  19.7044370 16.936960 15.857293 15.857293 15.857293 16.936960  1.68969088
#> B64   0.7908192  3.558296  2.478629  2.478629  2.478629  3.558296  8.24018106
#> B65  15.8572933 18.624770 19.704437 19.704437 19.704437 18.624770  0.00188089
#> B66  21.0673937 18.299917 17.220250 17.220250 17.220250 18.299917  3.05264760
#> B67  18.7106451 21.478122 20.398455 20.398455 20.398455 21.478122  0.69589896
#> B68  12.7339349 15.501412 14.421745 14.421745 14.421745 15.501412  3.12523935
#> B69  13.1446631 15.912140 14.832473 14.832473 14.832473 15.912140  3.53596755
#> B70  13.7881540 16.555631 15.475964 15.475964 15.475964 16.555631 -4.22659218
#> B71  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B72  12.7339349 15.501412 14.421745 14.421745 14.421745 15.501412  3.12523935
#> B73  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B74  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B75  17.8237203 20.591197 19.511530 19.511530 19.511530 20.591197 -0.19102588
#> B76  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B77  13.7881540 16.555631 15.475964 15.475964 15.475964 16.555631 -4.22659218
#> B78  13.9989051 16.766382 15.686715 15.686715 15.686715 16.766382 -4.01584103
#> B79  13.5228732 16.290350 15.210683 15.210683 15.210683 16.290350 -4.49187292
#> B80  17.8237203 20.591197 19.511530 19.511530 19.511530 20.591197 -0.19102588
#> B81  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B82  21.2167651 18.449288 17.369621 17.369621 17.369621 18.449288  3.20201896
#> B83  15.8572933 18.624770 19.704437 19.704437 19.704437 18.624770  0.00188089
#> B84  21.0673937 18.299917 17.220250 17.220250 17.220250 18.299917  3.05264760
#> B85   4.2049062  6.972383  5.892716  5.892716  5.892716  6.972383 11.65426802
#> B86  15.8796219 13.112145 12.032478 12.032478 12.032478 13.112145 -2.13512428
#> B87  17.3476884 20.115165 19.035498 19.035498 19.035498 20.115165 -0.66705776
#> B88  14.0968916 16.864368 15.784702 15.784702 15.784702 16.864368  4.48819607
#> B89  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B90  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B91  13.7881540 16.555631 15.475964 15.475964 15.475964 16.555631 -4.22659218
#> B92   0.3800910  3.147568  2.067901  2.067901  2.067901  3.147568  7.82945286
#> B93  12.7339349 15.501412 14.421745 14.421745 14.421745 15.501412  3.12523935
#> B94  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B95  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B96  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B97  18.4492883 21.216765 20.137098 20.137098 20.137098 21.216765  0.43454212
#> B98  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B99  16.9369602 19.704437 18.624770 18.624770 18.624770 19.704437 -1.07778596
#> B100 10.9480854 13.715562 12.635895 12.635895 12.635895 13.715562  1.33938985
#>            [,75]      [,76]      [,77]     [,78]      [,79]     [,80]     [,81]
#> B1   13.90398482 15.4386414 13.5226554 12.846647  2.5764510 16.671462 12.846647
#> B2    4.01199943  5.5466560  3.6306701  2.954661 20.8744870  6.779476  2.954661
#> B3   12.03247817 21.2167651 11.6511488 18.624770  3.4308577 14.799955 18.624770
#> B4   15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B5   15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B6   16.74405341 18.2787100 16.3627240 15.686715  8.1424330 19.511530 15.686715
#> B7   18.62477017 14.6244731 12.7084871 12.032478  4.4881961 15.857293 12.032478
#> B8   16.93696018 16.3122831 16.5556308 15.879622  8.3353398 19.704437 15.879622
#> B9   12.73393487 12.1092578 12.3526055 11.676597  4.1323144 15.501412 11.676597
#> B10  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B11  18.62477017 14.6244731 12.7084871 12.032478  4.4881961 15.857293 12.032478
#> B12  16.74405341 18.2787100 16.3627240 15.686715  8.1424330 19.511530 15.686715
#> B13  -4.90260112  4.2816858 -5.2839305  1.689691 11.9598864 -2.135124  1.689691
#> B14  18.71064510 18.0859680 18.3293157 17.653307  7.3831112 21.478122 17.653307
#> B15  13.11214502 20.1370983 12.7308156 19.704437  4.5105246 15.879622 19.704437
#> B16  17.36962141 15.8796219 16.9882920 16.312283  8.7680010 20.137098 16.312283
#> B17  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B18  12.03247817 21.2167651 11.6511488 18.624770  3.4308577 14.799955 18.624770
#> B19  14.52955282 13.0395533 14.1482234 13.472215  3.2020190 17.297030 13.472215
#> B20  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B21  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B22  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B23  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B24  18.62477017 14.6244731 12.7084871 12.032478  4.4881961 15.857293 12.032478
#> B25  14.07144383 15.6061004 19.9877269 13.014106  2.7439100 16.838921 13.014106
#> B26  16.93696018 16.3122831 16.5556308 15.879622  8.3353398 19.704437 15.879622
#> B27  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B28  16.74405341 18.2787100 16.3627240 15.686715  8.1424330 19.511530 15.686715
#> B29  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B30   3.12523935  4.6598960  2.7439100  2.067901 19.9877269  5.892716  2.067901
#> B31  18.62477017 14.6244731 12.7084871 12.032478  4.4881961 15.857293 12.032478
#> B32  12.70848711 14.2431437 18.6247702 11.651149  4.1068667 15.475964 11.651149
#> B33  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B34  11.65426802 13.1889246 11.2729386 10.596930  3.0526476 14.421745 10.596930
#> B35  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B36  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B37  18.62477017 14.6244731 12.7084871 12.032478  4.4881961 15.857293 12.032478
#> B38  16.26802153 17.8026781 15.8866921 15.210683  7.6664011 19.035498 15.210683
#> B39   0.00188089 -0.6227962 -0.3794485 -1.055457 16.8643684  2.769358 -1.055457
#> B40  11.65426802 13.1889246 11.2729386 10.596930  3.0526476 14.421745 10.596930
#> B41  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B42  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B43  18.62477017 14.6244731 12.7084871 12.032478  4.4881961 15.857293 12.032478
#> B44  16.74405341 18.2787100 16.3627240 15.686715  8.1424330 19.511530 15.686715
#> B45   3.12523935  4.6598960  2.7439100  2.067901 19.9877269  5.892716  2.067901
#> B46   4.61563440  3.9909573  4.2343050  3.558296 21.4781219  7.383111  3.558296
#> B47  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B48  18.62477017 14.6244731 12.7084871 12.032478  4.4881961 15.857293 12.032478
#> B49  16.26802153 17.8026781 15.8866921 15.210683  7.6664011 19.035498 15.210683
#> B50  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B51   4.01199943  5.5466560  3.6306701  2.954661 20.8744870  6.779476  2.954661
#> B52  16.26802153 17.8026781 15.8866921 15.210683  7.6664011 19.035498 15.210683
#> B53  16.93696018 16.3122831 16.5556308 15.879622  8.3353398 19.704437 15.879622
#> B54  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B55  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B56   3.12523935  4.6598960  2.7439100  2.067901 19.9877269  5.892716  2.067901
#> B57  14.09689159 13.4722145 13.7155622 13.039553  2.7693577 16.864368 13.039553
#> B58  12.03247817 21.2167651 11.6511488 18.624770  3.4308577 14.799955 18.624770
#> B59  17.36962141 15.8796219 16.9882920 16.312283  8.7680010 20.137098 16.312283
#> B60  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B61  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B62  12.91923826 22.1035252 12.5379089 19.511530  4.3176178 15.686715 19.511530
#> B63  18.62477017 14.6244731 12.7084871 12.032478  4.4881961 15.857293 12.032478
#> B64  -0.28884761  8.8954393 -0.6701770  6.303444 16.5736399  2.478629  6.303444
#> B65  16.93696018 16.3122831 16.5556308 15.879622  8.3353398 19.704437 15.879622
#> B66  19.98772689 15.9874298 14.0714438 13.395435  3.1252394 17.220250 13.395435
#> B67  17.63097825 19.1656349 17.2496489 16.573640  6.3034444 20.398455 16.573640
#> B68  11.65426802 13.1889246 11.2729386 10.596930  3.0526476 14.421745 10.596930
#> B69  12.06499622 13.5996528 11.6836668 11.007658  3.4633758 14.832473 11.007658
#> B70  12.70848711 14.2431437 18.6247702 11.651149  4.1068667 15.475964 11.651149
#> B71  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B72  11.65426802 13.1889246 11.2729386 10.596930  3.0526476 14.421745 10.596930
#> B73  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B74  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B75  16.74405341 18.2787100 16.3627240 15.686715  8.1424330 19.511530 15.686715
#> B76  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B77  12.70848711 14.2431437 18.6247702 11.651149  4.1068667 15.475964 11.651149
#> B78  12.91923826 22.1035252 12.5379089 19.511530  4.3176178 15.686715 19.511530
#> B79  12.44320637 21.6274933 12.0618770 19.035498  3.8415859 15.210683 19.035498
#> B80  16.74405341 18.2787100 16.3627240 15.686715  8.1424330 19.511530 15.686715
#> B81  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B82  20.13709825 13.1121450 14.2208152 13.544806  6.0005242 17.369621 13.544806
#> B83  16.93696018 16.3122831 16.5556308 15.879622  8.3353398 19.704437 15.879622
#> B84  19.98772689 15.9874298 14.0714438 13.395435  3.1252394 17.220250 13.395435
#> B85   3.12523935  4.6598960  2.7439100  2.067901 19.9877269  5.892716  2.067901
#> B86  14.79995501 18.4492883  8.8836720 15.857293  0.6633809 12.032478 15.857293
#> B87  16.26802153 17.8026781 15.8866921 15.210683  7.6664011 19.035498 15.210683
#> B88  13.01722474 14.5518814 12.6358954 11.959886  1.6896909 15.784702 11.959886
#> B89  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B90  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B91  12.70848711 14.2431437 18.6247702 11.651149  4.1068667 15.475964 11.651149
#> B92  -0.69957581  8.4847111 -1.0809052  5.892716 16.1629117  2.067901  5.892716
#> B93  11.65426802 13.1889246 11.2729386 10.596930  3.0526476 14.421745 10.596930
#> B94  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B95  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B96  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B97  17.36962141 15.8796219 16.9882920 16.312283  8.7680010 20.137098 16.312283
#> B98  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B99  15.85729333 17.3919499 15.4759640 14.799955  7.2556729 18.624770 14.799955
#> B100  9.86841852 11.4030751 15.7847016  8.811080 -1.4591153 12.635895  8.811080
#>            [,82]     [,83]       [,84]     [,85]     [,86]     [,87]      [,88]
#> B1   10.75517860 16.671462  8.14243299 16.671462 12.846647 15.784702 16.8643684
#> B2    0.86319321  6.779476 15.30850494  6.779476  2.954661  5.892716  6.9723830
#> B3    8.88367196 14.799955 -2.13512428 14.799955 18.624770 15.686715 16.7663819
#> B4   12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B5   12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B6   13.59524720 19.511530  2.57645096 19.511530 15.686715 18.624770 19.7044370
#> B7   15.47596395 15.857293 -1.07778596 15.857293 12.032478 16.744053 17.8237203
#> B8   13.78815396 19.704437  2.76935773 19.704437 15.879622 20.591197 19.5115303
#> B9    9.58512865 15.501412  6.97238304 15.501412 11.676597 16.388172 15.3085049
#> B10  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B11  15.47596395 15.857293 -1.07778596 15.857293 12.032478 16.744053 17.8237203
#> B12  13.59524720 19.511530  2.57645096 19.511530 15.686715 18.624770 19.7044370
#> B13  -8.05140733 -2.135124 14.79995501 -2.135124  1.689691 -1.248364 -0.1686973
#> B14  15.56183888 21.478122  4.54304265 21.478122 17.653307 22.364882 21.2852152
#> B15   9.96333881 15.879622 -1.05545743 15.879622 19.704437 16.766382 15.6867151
#> B16  14.22081520 20.137098  3.20201896 20.137098 16.312283 21.023858 22.1035252
#> B17  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B18   8.88367196 14.799955 -2.13512428 14.799955 18.624770 15.686715 16.7663819
#> B19  11.38074660 17.297030  8.76800099 17.297030 13.472215 18.183790 19.2634566
#> B20  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B21  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B22  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B23  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B24  15.47596395 15.857293 -1.07778596 15.857293 12.032478 16.744053 17.8237203
#> B25  17.22025005 16.838921 -0.09615862 16.838921 13.014106 17.725681 18.8053476
#> B26  13.78815396 19.704437  2.76935773 19.704437 15.879622 20.591197 19.5115303
#> B27  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B28  13.59524720 19.511530  2.57645096 19.511530 15.686715 18.624770 19.7044370
#> B29  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B30  -0.02356687  5.892716 14.42174486  5.892716  2.067901  6.779476  7.8591431
#> B31  15.47596395 15.857293 -1.07778596 15.857293 12.032478 16.744053 17.8237203
#> B32  15.85729333 15.475964 -1.45911534 15.475964 11.651149 16.362724 17.4423909
#> B33  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B34   8.50546180 14.421745  5.89271619 14.421745 10.596930 15.308505 16.3881718
#> B35  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B36  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B37  15.47596395 15.857293 -1.07778596 15.857293 12.032478 16.744053 17.8237203
#> B38  13.11921531 19.035498  2.10041908 19.035498 15.210683 19.922258 21.0019253
#> B39  -3.14692533  2.769358 19.70443702  2.769358 -1.055457  3.656118  2.5764510
#> B40   8.50546180 14.421745  5.89271619 14.421745 10.596930 15.308505 16.3881718
#> B41  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B42  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B43  15.47596395 15.857293 -1.07778596 15.857293 12.032478 16.744053 17.8237203
#> B44  13.59524720 19.511530  2.57645096 19.511530 15.686715 18.624770 19.7044370
#> B45  -0.02356687  5.892716 14.42174486  5.892716  2.067901  6.779476  7.8591431
#> B46   1.46682818  7.383111 15.91213991  7.383111  3.558296  8.269871  7.1902045
#> B47  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B48  15.47596395 15.857293 -1.07778596 15.857293 12.032478 16.744053 17.8237203
#> B49  13.11921531 19.035498  2.10041908 19.035498 15.210683 19.922258 21.0019253
#> B50  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B51   0.86319321  6.779476 15.30850494  6.779476  2.954661  5.892716  6.9723830
#> B52  13.11921531 19.035498  2.10041908 19.035498 15.210683 19.922258 21.0019253
#> B53  13.78815396 19.704437  2.76935773 19.704437 15.879622 20.591197 19.5115303
#> B54  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B55  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B56  -0.02356687  5.892716 14.42174486  5.892716  2.067901  6.779476  7.8591431
#> B57  10.94808537 16.864368  8.33533976 16.864368 13.039553 17.751129 16.6714617
#> B58   8.88367196 14.799955 -2.13512428 14.799955 18.624770 15.686715 16.7663819
#> B59  14.22081520 20.137098  3.20201896 20.137098 16.312283 21.023858 22.1035252
#> B60  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B61  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B62   9.77043204 15.686715 -1.24836420 15.686715 19.511530 14.799955 15.8796219
#> B63  15.47596395 15.857293 -1.07778596 15.857293 12.032478 16.744053 17.8237203
#> B64  -3.43765382  2.478629 11.00765790  2.478629  6.303444  3.365389  4.4450562
#> B65  13.78815396 19.704437  2.76935773 19.704437 15.879622 20.591197 19.5115303
#> B66  16.83892067 17.220250  0.28517076 17.220250 13.395435 18.107010 19.1866770
#> B67  14.48217203 20.398455  3.46337580 20.398455 16.573640 21.285215 22.3648820
#> B68   8.50546180 14.421745  5.89271619 14.421745 10.596930 15.308505 16.3881718
#> B69   8.91619000 14.832473  6.30344439 14.832473 11.007658 15.719233 16.7989000
#> B70  15.85729333 15.475964 -1.45911534 15.475964 11.651149 16.362724 17.4423909
#> B71  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B72   8.50546180 14.421745  5.89271619 14.421745 10.596930 15.308505 16.3881718
#> B73  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B74  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B75  13.59524720 19.511530  2.57645096 19.511530 15.686715 18.624770 19.7044370
#> B76  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B77  15.85729333 15.475964 -1.45911534 15.475964 11.651149 16.362724 17.4423909
#> B78   9.77043204 15.686715 -1.24836420 15.686715 19.511530 14.799955 15.8796219
#> B79   9.29440016 15.210683 -1.72439608 15.210683 19.035498 16.097443 17.1771101
#> B80  13.59524720 19.511530  2.57645096 19.511530 15.686715 18.624770 19.7044370
#> B81  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B82  16.98829203 17.369621  0.43454212 17.369621 13.544806 18.256381 19.3360483
#> B83  13.78815396 19.704437  2.76935773 19.704437 15.879622 20.591197 19.5115303
#> B84  16.83892067 17.220250  0.28517076 17.220250 13.395435 18.107010 19.1866770
#> B85  -0.02356687  5.892716 14.42174486  5.892716  2.067901  6.779476  7.8591431
#> B86  11.65114879 12.032478 -4.90260112 12.032478 15.857293 12.919238 13.9989051
#> B87  13.11921531 19.035498  2.10041908 19.035498 15.210683 19.922258 21.0019253
#> B88   9.86841852 15.784702  7.25567291 15.784702 11.959886 16.671462 17.7511285
#> B89  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B90  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B91  15.85729333 15.475964 -1.45911534 15.475964 11.651149 16.362724 17.4423909
#> B92  -3.84838202  2.067901 10.59692970  2.067901  5.892716  2.954661  4.0343280
#> B93   8.50546180 14.421745  5.89271619 14.421745 10.596930 15.308505 16.3881718
#> B94  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B95  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B96  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B97  14.22081520 20.137098  3.20201896 20.137098 16.312283 21.023858 22.1035252
#> B98  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B99  12.70848711 18.624770  1.68969088 18.624770 14.799955 19.511530 20.5911971
#> B100 13.01722474 12.635895  4.10686669 12.635895  8.811080 13.522655 14.6023223
#>          [,89]     [,90]     [,91]       [,92]     [,93]       [,94]
#> B1   16.671462 20.874487 15.784702  3.93940768 12.846647  3.93940768
#> B2    6.779476  2.576451  5.892716 19.51153025  2.954661 19.51153025
#> B3   14.799955 10.596930 15.686715  2.06790103 18.624770  2.06790103
#> B4   18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B5   18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B6   19.511530 15.308505 18.624770  6.77947627 15.686715  6.77947627
#> B7   15.857293 11.654268 16.744053  3.12523935 12.032478  3.12523935
#> B8   19.704437 15.501412 20.591197  6.97238304 15.879622  6.97238304
#> B9   15.501412 19.704437 16.388172  2.76935773 11.676597  2.76935773
#> B10  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B11  15.857293 11.654268 16.744053  3.12523935 12.032478  3.12523935
#> B12  19.511530 15.308505 18.624770  6.77947627 15.686715  6.77947627
#> B13  -2.135124  2.067901 -1.248364 10.59692970  1.689691 10.59692970
#> B14  21.478122 17.275097 22.364882  8.74606795 17.653307  8.74606795
#> B15  15.879622 11.676597 16.766382  3.14756788 19.704437  3.14756788
#> B16  20.137098 15.934073 21.023858  7.40504427 16.312283  7.40504427
#> B17  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B18  14.799955 10.596930 15.686715  2.06790103 18.624770  2.06790103
#> B19  17.297030 21.500055 18.183790  4.56497568 13.472215  4.56497568
#> B20  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B21  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B22  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B23  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B24  15.857293 11.654268 16.744053  3.12523935 12.032478  3.12523935
#> B25  16.838921 12.635895 17.725681  4.10686669 13.014106  4.10686669
#> B26  19.704437 15.501412 20.591197  6.97238304 15.879622  6.97238304
#> B27  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B28  19.511530 15.308505 18.624770  6.77947627 15.686715  6.77947627
#> B29  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B30   5.892716  1.689691  6.779476 18.62477017  2.067901 18.62477017
#> B31  15.857293 11.654268 16.744053  3.12523935 12.032478  3.12523935
#> B32  15.475964 11.272939 16.362724  2.74390997 11.651149  2.74390997
#> B33  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B34  14.421745 18.624770 15.308505  1.68969088 10.596930  1.68969088
#> B35  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B36  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B37  15.857293 11.654268 16.744053  3.12523935 12.032478  3.12523935
#> B38  19.035498 14.832473 19.922258  6.30344439 15.210683  6.30344439
#> B39   2.769358  6.972383  3.656118 15.50141171 -1.055457 15.50141171
#> B40  14.421745 18.624770 15.308505  1.68969088 10.596930  1.68969088
#> B41  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B42  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B43  15.857293 11.654268 16.744053  3.12523935 12.032478  3.12523935
#> B44  19.511530 15.308505 18.624770  6.77947627 15.686715  6.77947627
#> B45   5.892716  1.689691  6.779476 18.62477017  2.067901 18.62477017
#> B46   7.383111  3.180086  8.269871 20.11516522  3.558296 20.11516522
#> B47  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B48  15.857293 11.654268 16.744053  3.12523935 12.032478  3.12523935
#> B49  19.035498 14.832473 19.922258  6.30344439 15.210683  6.30344439
#> B50  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B51   6.779476  2.576451  5.892716 19.51153025  2.954661 19.51153025
#> B52  19.035498 14.832473 19.922258  6.30344439 15.210683  6.30344439
#> B53  19.704437 15.501412 20.591197  6.97238304 15.879622  6.97238304
#> B54  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B55  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B56   5.892716  1.689691  6.779476 18.62477017  2.067901 18.62477017
#> B57  16.864368 21.067394 17.751129  4.13231445 13.039553  4.13231445
#> B58  14.799955 10.596930 15.686715  2.06790103 18.624770  2.06790103
#> B59  20.137098 15.934073 21.023858  7.40504427 16.312283  7.40504427
#> B60  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B61  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B62  15.686715 11.483690 14.799955  2.95466111 19.511530  2.95466111
#> B63  15.857293 11.654268 16.744053  3.12523935 12.032478  3.12523935
#> B64   2.478629 -1.724396  3.365389 15.21068321  6.303444 15.21068321
#> B65  19.704437 15.501412 20.591197  6.97238304 15.879622  6.97238304
#> B66  17.220250 13.017225 18.107010  4.48819607 13.395435  4.48819607
#> B67  20.398455 16.195430 21.285215  7.66640111 16.573640  7.66640111
#> B68  14.421745 18.624770 15.308505  1.68969088 10.596930  1.68969088
#> B69  14.832473 19.035498 15.719233  2.10041908 11.007658  2.10041908
#> B70  15.475964 11.272939 16.362724  2.74390997 11.651149  2.74390997
#> B71  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B72  14.421745 18.624770 15.308505  1.68969088 10.596930  1.68969088
#> B73  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B74  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B75  19.511530 15.308505 18.624770  6.77947627 15.686715  6.77947627
#> B76  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B77  15.475964 11.272939 16.362724  2.74390997 11.651149  2.74390997
#> B78  15.686715 11.483690 14.799955  2.95466111 19.511530  2.95466111
#> B79  15.210683 11.007658 16.097443  2.47862923 19.035498  2.47862923
#> B80  19.511530 15.308505 18.624770  6.77947627 15.686715  6.77947627
#> B81  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B82  17.369621 13.166596 18.256381  4.63756743 13.544806  4.63756743
#> B83  19.704437 15.501412 20.591197  6.97238304 15.879622  6.97238304
#> B84  17.220250 13.017225 18.107010  4.48819607 13.395435  4.48819607
#> B85   5.892716  1.689691  6.779476 18.62477017  2.067901 18.62477017
#> B86  12.032478  7.829453 12.919238 -0.69957581 15.857293 -0.69957581
#> B87  19.035498 14.832473 19.922258  6.30344439 15.210683  6.30344439
#> B88  15.784702 19.987727 16.671462  3.05264760 11.959886  3.05264760
#> B89  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B90  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B91  15.475964 11.272939 16.362724  2.74390997 11.651149  2.74390997
#> B92   2.067901 -2.135124  2.954661 14.79995501  5.892716 14.79995501
#> B93  14.421745 18.624770 15.308505  1.68969088 10.596930  1.68969088
#> B94  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B95  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B96  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B97  20.137098 15.934073 21.023858  7.40504427 16.312283  7.40504427
#> B98  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B99  18.624770 14.421745 19.511530  5.89271619 14.799955  5.89271619
#> B100 12.635895 16.838921 13.522655 -0.09615862  8.811080 -0.09615862
#>            [,95]     [,96]     [,97]      [,98]     [,99]    [,100]
#> B1    8.14243299 16.671462 17.082190 13.5226554 16.671462 16.671462
#> B2   15.30850494  6.779476  7.190204  3.6306701  6.779476  6.779476
#> B3   -2.13512428 14.799955 15.210683 11.6511488 14.799955 14.799955
#> B4    1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B5    1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B6    2.57645096 19.511530 19.922258 16.3627240 19.511530 19.511530
#> B7   -1.07778596 15.857293 16.268022 12.7084871 15.857293 15.857293
#> B8    2.76935773 19.704437 20.115165 16.5556308 19.704437 19.704437
#> B9    6.97238304 15.501412 15.912140 12.3526055 15.501412 15.501412
#> B10   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B11  -1.07778596 15.857293 16.268022 12.7084871 15.857293 15.857293
#> B12   2.57645096 19.511530 19.922258 16.3627240 19.511530 19.511530
#> B13  14.79995501 -2.135124 -1.724396 -5.2839305 -2.135124 -2.135124
#> B14   4.54304265 21.478122 21.067394 18.3293157 21.478122 21.478122
#> B15  -1.05545743 15.879622 16.290350 12.7308156 15.879622 15.879622
#> B16   3.20201896 20.137098 20.547826 16.9882920 20.137098 20.137098
#> B17   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B18  -2.13512428 14.799955 15.210683 11.6511488 14.799955 14.799955
#> B19   8.76800099 17.297030 17.707758 14.1482234 17.297030 17.297030
#> B20   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B21   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B22   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B23   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B24  -1.07778596 15.857293 16.268022 12.7084871 15.857293 15.857293
#> B25  -0.09615862 16.838921 17.249649 19.9877269 16.838921 16.838921
#> B26   2.76935773 19.704437 20.115165 16.5556308 19.704437 19.704437
#> B27   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B28   2.57645096 19.511530 19.922258 16.3627240 19.511530 19.511530
#> B29   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B30  14.42174486  5.892716  6.303444  2.7439100  5.892716  5.892716
#> B31  -1.07778596 15.857293 16.268022 12.7084871 15.857293 15.857293
#> B32  -1.45911534 15.475964 15.886692 18.6247702 15.475964 15.475964
#> B33   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B34   5.89271619 14.421745 14.832473 11.2729386 14.421745 14.421745
#> B35   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B36   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B37  -1.07778596 15.857293 16.268022 12.7084871 15.857293 15.857293
#> B38   2.10041908 19.035498 18.624770 15.8866921 19.035498 19.035498
#> B39  19.70443702  2.769358  3.180086 -0.3794485  2.769358  2.769358
#> B40   5.89271619 14.421745 14.832473 11.2729386 14.421745 14.421745
#> B41   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B42   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B43  -1.07778596 15.857293 16.268022 12.7084871 15.857293 15.857293
#> B44   2.57645096 19.511530 19.922258 16.3627240 19.511530 19.511530
#> B45  14.42174486  5.892716  6.303444  2.7439100  5.892716  5.892716
#> B46  15.91213991  7.383111  6.972383  4.2343050  7.383111  7.383111
#> B47   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B48  -1.07778596 15.857293 16.268022 12.7084871 15.857293 15.857293
#> B49   2.10041908 19.035498 18.624770 15.8866921 19.035498 19.035498
#> B50   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B51  15.30850494  6.779476  7.190204  3.6306701  6.779476  6.779476
#> B52   2.10041908 19.035498 18.624770 15.8866921 19.035498 19.035498
#> B53   2.76935773 19.704437 20.115165 16.5556308 19.704437 19.704437
#> B54   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B55   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B56  14.42174486  5.892716  6.303444  2.7439100  5.892716  5.892716
#> B57   8.33533976 16.864368 17.275097 13.7155622 16.864368 16.864368
#> B58  -2.13512428 14.799955 15.210683 11.6511488 14.799955 14.799955
#> B59   3.20201896 20.137098 20.547826 16.9882920 20.137098 20.137098
#> B60   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B61   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B62  -1.24836420 15.686715 16.097443 12.5379089 15.686715 15.686715
#> B63  -1.07778596 15.857293 16.268022 12.7084871 15.857293 15.857293
#> B64  11.00765790  2.478629  2.067901 -0.6701770  2.478629  2.478629
#> B65   2.76935773 19.704437 20.115165 16.5556308 19.704437 19.704437
#> B66   0.28517076 17.220250 17.630978 14.0714438 17.220250 17.220250
#> B67   3.46337580 20.398455 19.987727 17.2496489 20.398455 20.398455
#> B68   5.89271619 14.421745 14.832473 11.2729386 14.421745 14.421745
#> B69   6.30344439 14.832473 14.421745 11.6836668 14.832473 14.832473
#> B70  -1.45911534 15.475964 15.886692 18.6247702 15.475964 15.475964
#> B71   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B72   5.89271619 14.421745 14.832473 11.2729386 14.421745 14.421745
#> B73   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B74   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B75   2.57645096 19.511530 19.922258 16.3627240 19.511530 19.511530
#> B76   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B77  -1.45911534 15.475964 15.886692 18.6247702 15.475964 15.475964
#> B78  -1.24836420 15.686715 16.097443 12.5379089 15.686715 15.686715
#> B79  -1.72439608 15.210683 14.799955 12.0618770 15.210683 15.210683
#> B80   2.57645096 19.511530 19.922258 16.3627240 19.511530 19.511530
#> B81   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B82   0.43454212 17.369621 17.780350 14.2208152 17.369621 17.369621
#> B83   2.76935773 19.704437 20.115165 16.5556308 19.704437 19.704437
#> B84   0.28517076 17.220250 17.630978 14.0714438 17.220250 17.220250
#> B85  14.42174486  5.892716  6.303444  2.7439100  5.892716  5.892716
#> B86  -4.90260112 12.032478 12.443206  8.8836720 12.032478 12.032478
#> B87   2.10041908 19.035498 18.624770 15.8866921 19.035498 19.035498
#> B88   7.25567291 15.784702 16.195430 12.6358954 15.784702 15.784702
#> B89   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B90   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B91  -1.45911534 15.475964 15.886692 18.6247702 15.475964 15.475964
#> B92  10.59692970  2.067901  2.478629 -1.0809052  2.067901  2.067901
#> B93   5.89271619 14.421745 14.832473 11.2729386 14.421745 14.421745
#> B94   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B95   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B96   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B97   3.20201896 20.137098 20.547826 16.9882920 20.137098 20.137098
#> B98   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B99   1.68969088 18.624770 19.035498 15.4759640 18.624770 18.624770
#> B100  4.10686669 12.635895 13.046624 15.7847016 12.635895 12.635895
#> 
#> $threshold_ms
#> [1] -4.226592
#> 
#> $estim_nbmatch
#> [1] 9913
#> 
#> $convergence_status
#> [1] 0
#> 
#> $m
#>  [1] 0.8488926 0.8026705 0.8016099 0.7796457 0.8349837 0.7654513 0.8590780
#>  [8] 0.8111188 0.8676480 0.7719119
#> 
#> $u
#>  [1] 0.19421295 0.08152944 0.20244380 0.91239777 0.95186093 0.04652058
#>  [7] 0.96510797 0.91246064 0.90813300 0.00001000
#> 
#> $p
#> [1] 0.9913047
#>