A brief guide to changepointGA

Mo Li

26 Sep 2025

Introduction

The changepointGA package applies Genetic Algorithms (GA) to detect both single and multiple changepoints in time series data. Each candidate solution encodes changepoint locations as integer-valued time indices, allowing for flexible representation of changepoint configurations. Because each changepoint introduces at least one associated model parameter, the total number of parameters is not fixed in the multiple changepoint setting. Consequently, the model parameter vector must adapt dynamically as the number and location of changepoints vary. Unlike fixed-length encodings, changepointGA supports variable-length chromosome representations. By encoding each changepoint as an integer, the algorithm dynamically adjusts the dimensionality of the model parameter vector and jointly optimizes the model fitness function. Additionally, in many classical time series models—such as autoregressive (AR), moving average (MA), autoregressive moving average (ARMA), and periodic autoregression (PAR)—model selection traditionally involves determining the appropriate order (e.g., the AR or MA lag length) before detecting changepoints. This separate step can introduce additional complexity and potential error. In contrast, our changepointGA can simultaneously estimates integer-valued model hyperparameters (e.g., model orders), model parameters, and changepoint configurations. This integrated approach eliminates the need for a separate model selection phase and supports a more unified and efficient framework for changepoint detection.

library(changepointGA)

Simulate a time series data with changepoints

This package includes the time series simulation function ts.sim() with the ability to introduce changepoint effects. The time series could be simulated from a class of time series models,

\[Z_{t}=\mu_{t}+e_{t}.\]

The model could be specified by the arguments of phi and theta, representing the AR coefficients of and the MA coefficients for the ARMA model. The default values of phi and theta are NULL, generating time series with \(e_{t}\) that are independent and identically \(N(0,\sigma^{2})\) distributed. If we assign values to phi and/or theta, the \(e_{t}\) will be generated from an ARMA(\(p\),\(q\)) process, where \(p\) equals the number of values in phi and \(q\) equals the number of values in theta. For the above model, \(\mu_{t}\) denotes time-varying mean function and the mean changepoint effects could be introduced through indicator functions to \(\mu_{t}\). Note that the changepointGA could also work with other time series model as long as the fitness function is appropriately specified. To illustrate the package usage, we will generate the \(e_{t}\) following an ARMA(\(p=1\),\(q=1\)) process. The AR coefficient is \(\phi=0.5\) and the MA coefficient is \(\theta=0.8\). The time varying mean values are generated through the following equation,

\[\mu_{t}=\beta_{0}+\Delta_{1}I_{[t>\tau_{1}]} + \Delta_{2}I_{[t>\tau_{2}]},\]

including the intercept term with \(\beta_{0}=0.5\) and two changepoints at \(\tau_{1}=125\) and \(\tau_{2}=375\) with the mean changing effects of \(\Delta_{1}=2\) and \(\Delta_{2}=-2\). The users can also include additional covariates into matrix (XMatT below) for other possible model dynamics, such as tread and seasonalities.

Ts <- 200
betaT <- c(0.5) # intercept
XMatT <- matrix(rep(1, Ts), ncol = 1)
colnames(XMatT) <- c("intercept")
sigmaT <- 1
phiT <- c(0.5)
thetaT <- c(0.8)
DeltaT <- c(2, -2)
CpLocT <- c(50, 150)

myts <- ts.sim(beta = betaT, XMat = XMatT, sigma = sigmaT, phi = phiT, theta = thetaT, Delta = DeltaT, CpLoc = CpLocT, seed = 1234)
str(myts)
#>  Time-Series [1:200, 1] from 1 to 200: -2.006 -2.328 -1.47 0.526 1.17 ...
#>  - attr(*, "DesignX")= num [1:200, 1:3] 1 1 1 1 1 1 1 1 1 1 ...
#>   ..- attr(*, "dimnames")=List of 2
#>   .. ..$ : NULL
#>   .. ..$ : chr [1:3] "intercept" "" ""
#>  - attr(*, "mu")= num [1:200, 1] 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 ...
#>  - attr(*, "theta")= num [1:3] 0.5 2 -2
#>  - attr(*, "CpEff")= num [1:2] 2 -2
#>  - attr(*, "CpLoc")= num [1:2] 50 150
#>  - attr(*, "arEff")= num 0.5
#>  - attr(*, "maEff")= num 0.8
#>  - attr(*, "seed")= num 1234

The simulated time series could be plotted in the figure below. The vertical dashed blue lines indicate the true changepoint location and the horizontal red dashed segments represent the time series segment sample mean. We can clearly observe the mean changing effects from the introduced changepoints \(\tau_{1}=250\) and \(\tau_{2}=500\). The changepointGA package will be used to detected these two changepoints.

plot(x = 1:Ts, y = myts, type = "l", xlab = "Time", ylab = "Y")
abline(v = CpLocT, lty = "dashed", col = "blue", lwd = 2)

## Segmentation sample mean calculation and plotting
m <- length(CpLocT)
tauclc <- c(1, CpLocT, Ts + 1)
seg.len <- diff(tauclc)
ff <- rep(0:m, times = seg.len)
Xseg <- split(myts, ff)
mu.seg <- unlist(lapply(Xseg, mean), use.names = F)
for (i in 1:(m + 1)) {
  segments(
    x0 = tauclc[i], y0 = mu.seg[i],
    x1 = tauclc[i + 1], y1 = mu.seg[i],
    col = "red", lty = "dashed", lwd = 2
  )
}

The objective function for optimization

Considering the model used in the data simulation, we could use the R function, ARIMA.BIC.Order(), included in the changepointGA package. This function inputs include the

Given a specific chromosome that encodes the ARMA model structure—namely, the AR and moving average (MA) orders—as well as the changepoint configuration, the function ARIMA.BIC.Order() evaluates the BIC for the corresponding segmented model. The returned BIC value serves as the fitness score of that configuration. The example below presents the BIC value computed at the true changepoint locations with the true ARMA model orders, providing a benchmark for comparison.

ARIMA.BIC.Order(chromosome = c(2, 1, 1, 50, 150, Ts + 1), plen = 2, XMat = XMatT, Xt = myts)
#> [1] 644.0464

Basic GA

The GA requires users to set up an objective function (ObjFunc), sample size of the time series (N). All other algorithm hyperparameters, such as popSize, pcrossover, pmutation and etc, can be specified through the function arguments. Please use ?cptga to see help detailed documentation.

A special note is warranted regarding the setup of the prange argument:

As shown below, we will have 40 individual chromosomes in the population for each generation. prange is a list object containing integer values ranges for parameters phi and theta. For example, in the code snippet below, prange specifies that the AR and MA orders can vary from the set \(\{0, 1, 2\}\).

N <- Ts
prange <- list(ar = c(0, 2), ma = c(0, 2))

Population chromosome initialization

The population initialization step generates the initial set of chromosomes for the GA. This is controlled by the population operator by the argument popInitialize, which is one of the four required components in the GA or island model GA for the cptga() function—namely: population, selection, crossover, and mutation.

By default, the population operator randomly generates a matrix-like R object, where each column represents a chromosome (i.e., a candidate solution). The matrix should have lmax rows and popSize columns, where lmax is the maximum chromosome length and popSize is the number of individuals in the population.

To improve performance or guide the search, users may replace the default population operator by supplying a custom initialization matrix with the same dimensions. Providing informed or domain-specific initial solutions can lead to faster convergence and improved optimization outcomes.

Providing better or more informed suggestions can help the Genetic Algorithm converge faster by giving it a more promising starting point.

suggestions <- list(NULL, c(50), c(50, 150), c(50, 100, 150))

Each element of the list corresponds to a candidate changepoint configuration. In this example, 4 suggestions are provided:

and 6 chromosomes will be generated randomly using the default function if popSize=10. These suggested chromosomes can be incorporated into the population by replacing the default population operator or modifying the population matrix directly.

Since we are trying to estimate the changepoint configurations, it is necessary to set the XMat to include all other covariates except the changepoint indicators, as if we are under a changepoint free model.

XMatEst <- matrix(1, nrow = N, ncol = 1)

Then we call function cptga() for changepoint searching and simultaneously estimate the best fitted model AR and MA orders. The estimated number of changepoints and corresponding changepoint locations could be extracted as below.

res.changepointGA <- suppressWarnings(cptga(
  ObjFunc = ARIMA.BIC.Order,
  N = N,
  prange = prange,
  suggestions = suggestions,
  option = "both",
  XMat = XMatEst,
  Xt = myts
))
print(res.changepointGA)
#> An object of class "cptga"
#> Slot "call":
#> cptga(ObjFunc = ARIMA.BIC.Order, N = N, prange = prange, option = "both", 
#>     suggestions = suggestions, XMat = XMatEst, Xt = myts)
#> 
#> Slot "N":
#> [1] 200
#> 
#> Slot "prange":
#> $ar
#> [1] 0 2
#> 
#> $ma
#> [1] 0 2
#> 
#> 
#> Slot "popSize":
#> [1] 200
#> 
#> Slot "pcrossover":
#> [1] 0.95
#> 
#> Slot "pmutation":
#> [1] 0.3
#> 
#> Slot "pchangepoint":
#> [1] 0.01
#> 
#> Slot "minDist":
#> [1] 1
#> 
#> Slot "mmax":
#> [1] 99
#> 
#> Slot "lmax":
#> [1] 101
#> 
#> Slot "maxgen":
#> [1] 50000
#> 
#> Slot "maxconv":
#> [1] 5000
#> 
#> Slot "option":
#> [1] "both"
#> 
#> Slot "monitoring":
#> [1] FALSE
#> 
#> Slot "parallel":
#> [1] FALSE
#> 
#> Slot "nCore":
#> NULL
#> 
#> Slot "tol":
#> [1] 1e-05
#> 
#> Slot "seed":
#> NULL
#> 
#> Slot "suggestions":
#> [[1]]
#> NULL
#> 
#> [[2]]
#> [1] 50
#> 
#> [[3]]
#> [1]  50 150
#> 
#> [[4]]
#> [1]  50 100 150
#> 
#> 
#> Slot "population":
#>        [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13]
#>   [1,]    1    1    1    1    1    1    1    1    1     1     1     1     1
#>   [2,]    1    1    1    1    1    1    1    1    1     1     1     1     1
#>   [3,]    1    1    1    1    1    1    1    1    1     1     1     1     1
#>   [4,]  149  149  149  149  149  149  149  149  149   149   149   149   149
#>   [5,]  201  201  201  201  201  201  201  201  201   201   201   201   201
#>   [6,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>   [7,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>   [8,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>   [9,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [10,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [11,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [12,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [13,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [14,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [15,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [16,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [17,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [18,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [19,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [20,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [21,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [22,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [23,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [24,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [25,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [26,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [27,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [28,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [29,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [30,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [31,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [32,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [33,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [34,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [35,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [36,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [37,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [38,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [39,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [40,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [41,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [42,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [43,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [44,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [45,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [46,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [47,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [48,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [49,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [50,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [51,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [52,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [53,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [54,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [55,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [56,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [57,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [58,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [59,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [60,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [61,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [62,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [63,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [64,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [65,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [66,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [67,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [68,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [69,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [70,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [71,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [72,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [73,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [74,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [75,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [76,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [77,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [78,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [79,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [80,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [81,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [82,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [83,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [84,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [85,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [86,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [87,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [88,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [89,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [90,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [91,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [92,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [93,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [94,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [95,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [96,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [97,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [98,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [99,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#> [100,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#> [101,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>        [,14] [,15] [,16] [,17] [,18] [,19] [,20] [,21] [,22] [,23] [,24] [,25]
#>   [1,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [4,]   149   149   149   149   149   149   149   149   149   149   149   149
#>   [5,]   201   201   201   201   201   201   201   201   201   201   201   201
#>   [6,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [7,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,26] [,27] [,28] [,29] [,30] [,31] [,32] [,33] [,34] [,35] [,36] [,37]
#>   [1,]     1     1     1     1     1     1     1     1     1     1     2     1
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [4,]   149   149   149   149   149   149   149   149   149   149    45   149
#>   [5,]   201   201   201   201   201   201   201   201   201   201   149   201
#>   [6,]     0     0     0     0     0     0     0     0     0     0   201     0
#>   [7,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,38] [,39] [,40] [,41] [,42] [,43] [,44] [,45] [,46] [,47] [,48] [,49]
#>   [1,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [4,]   149   149   149   149   149   149   149   149   149   149   149   149
#>   [5,]   201   201   201   201   201   201   201   201   201   201   201   201
#>   [6,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [7,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,50] [,51] [,52] [,53] [,54] [,55] [,56] [,57] [,58] [,59] [,60] [,61]
#>   [1,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [4,]   149   149   149   149   149   149   149   149   149   149   149   149
#>   [5,]   201   201   201   201   201   201   201   201   201   201   201   201
#>   [6,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [7,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,62] [,63] [,64] [,65] [,66] [,67] [,68] [,69] [,70] [,71] [,72] [,73]
#>   [1,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [4,]   149   149   149   149   149   149   149   149   149   149   149   149
#>   [5,]   201   201   201   201   201   201   201   201   201   201   201   201
#>   [6,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [7,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,74] [,75] [,76] [,77] [,78] [,79] [,80] [,81] [,82] [,83] [,84] [,85]
#>   [1,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [4,]   149   149   149   149   149   149   149   149   149   149   149   149
#>   [5,]   201   201   201   201   201   201   201   201   201   201   201   201
#>   [6,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [7,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,86] [,87] [,88] [,89] [,90] [,91] [,92] [,93] [,94] [,95] [,96] [,97]
#>   [1,]     1     1     1     1     2     1     1     1     1     1     1     1
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [4,]   149   149   149   149    45   149   149   149   149   149   149   149
#>   [5,]   201   201   201   201   149   201   201   201   201   201   201   201
#>   [6,]     0     0     0     0   201     0     0     0     0     0     0     0
#>   [7,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,98] [,99] [,100] [,101] [,102] [,103] [,104] [,105] [,106] [,107]
#>   [1,]     1     1      1      1      1      1      1      1      1      1
#>   [2,]     1     1      1      1      1      1      1      1      1      1
#>   [3,]     1     1      1      1      1      1      1      1      1      1
#>   [4,]   149   149    149    149    149    149    149    149    149    149
#>   [5,]   201   201    201    201    201    201    201    201    201    201
#>   [6,]     0     0      0      0      0      0      0      0      0      0
#>   [7,]     0     0      0      0      0      0      0      0      0      0
#>   [8,]     0     0      0      0      0      0      0      0      0      0
#>   [9,]     0     0      0      0      0      0      0      0      0      0
#>  [10,]     0     0      0      0      0      0      0      0      0      0
#>  [11,]     0     0      0      0      0      0      0      0      0      0
#>  [12,]     0     0      0      0      0      0      0      0      0      0
#>  [13,]     0     0      0      0      0      0      0      0      0      0
#>  [14,]     0     0      0      0      0      0      0      0      0      0
#>  [15,]     0     0      0      0      0      0      0      0      0      0
#>  [16,]     0     0      0      0      0      0      0      0      0      0
#>  [17,]     0     0      0      0      0      0      0      0      0      0
#>  [18,]     0     0      0      0      0      0      0      0      0      0
#>  [19,]     0     0      0      0      0      0      0      0      0      0
#>  [20,]     0     0      0      0      0      0      0      0      0      0
#>  [21,]     0     0      0      0      0      0      0      0      0      0
#>  [22,]     0     0      0      0      0      0      0      0      0      0
#>  [23,]     0     0      0      0      0      0      0      0      0      0
#>  [24,]     0     0      0      0      0      0      0      0      0      0
#>  [25,]     0     0      0      0      0      0      0      0      0      0
#>  [26,]     0     0      0      0      0      0      0      0      0      0
#>  [27,]     0     0      0      0      0      0      0      0      0      0
#>  [28,]     0     0      0      0      0      0      0      0      0      0
#>  [29,]     0     0      0      0      0      0      0      0      0      0
#>  [30,]     0     0      0      0      0      0      0      0      0      0
#>  [31,]     0     0      0      0      0      0      0      0      0      0
#>  [32,]     0     0      0      0      0      0      0      0      0      0
#>  [33,]     0     0      0      0      0      0      0      0      0      0
#>  [34,]     0     0      0      0      0      0      0      0      0      0
#>  [35,]     0     0      0      0      0      0      0      0      0      0
#>  [36,]     0     0      0      0      0      0      0      0      0      0
#>  [37,]     0     0      0      0      0      0      0      0      0      0
#>  [38,]     0     0      0      0      0      0      0      0      0      0
#>  [39,]     0     0      0      0      0      0      0      0      0      0
#>  [40,]     0     0      0      0      0      0      0      0      0      0
#>  [41,]     0     0      0      0      0      0      0      0      0      0
#>  [42,]     0     0      0      0      0      0      0      0      0      0
#>  [43,]     0     0      0      0      0      0      0      0      0      0
#>  [44,]     0     0      0      0      0      0      0      0      0      0
#>  [45,]     0     0      0      0      0      0      0      0      0      0
#>  [46,]     0     0      0      0      0      0      0      0      0      0
#>  [47,]     0     0      0      0      0      0      0      0      0      0
#>  [48,]     0     0      0      0      0      0      0      0      0      0
#>  [49,]     0     0      0      0      0      0      0      0      0      0
#>  [50,]     0     0      0      0      0      0      0      0      0      0
#>  [51,]     0     0      0      0      0      0      0      0      0      0
#>  [52,]     0     0      0      0      0      0      0      0      0      0
#>  [53,]     0     0      0      0      0      0      0      0      0      0
#>  [54,]     0     0      0      0      0      0      0      0      0      0
#>  [55,]     0     0      0      0      0      0      0      0      0      0
#>  [56,]     0     0      0      0      0      0      0      0      0      0
#>  [57,]     0     0      0      0      0      0      0      0      0      0
#>  [58,]     0     0      0      0      0      0      0      0      0      0
#>  [59,]     0     0      0      0      0      0      0      0      0      0
#>  [60,]     0     0      0      0      0      0      0      0      0      0
#>  [61,]     0     0      0      0      0      0      0      0      0      0
#>  [62,]     0     0      0      0      0      0      0      0      0      0
#>  [63,]     0     0      0      0      0      0      0      0      0      0
#>  [64,]     0     0      0      0      0      0      0      0      0      0
#>  [65,]     0     0      0      0      0      0      0      0      0      0
#>  [66,]     0     0      0      0      0      0      0      0      0      0
#>  [67,]     0     0      0      0      0      0      0      0      0      0
#>  [68,]     0     0      0      0      0      0      0      0      0      0
#>  [69,]     0     0      0      0      0      0      0      0      0      0
#>  [70,]     0     0      0      0      0      0      0      0      0      0
#>  [71,]     0     0      0      0      0      0      0      0      0      0
#>  [72,]     0     0      0      0      0      0      0      0      0      0
#>  [73,]     0     0      0      0      0      0      0      0      0      0
#>  [74,]     0     0      0      0      0      0      0      0      0      0
#>  [75,]     0     0      0      0      0      0      0      0      0      0
#>  [76,]     0     0      0      0      0      0      0      0      0      0
#>  [77,]     0     0      0      0      0      0      0      0      0      0
#>  [78,]     0     0      0      0      0      0      0      0      0      0
#>  [79,]     0     0      0      0      0      0      0      0      0      0
#>  [80,]     0     0      0      0      0      0      0      0      0      0
#>  [81,]     0     0      0      0      0      0      0      0      0      0
#>  [82,]     0     0      0      0      0      0      0      0      0      0
#>  [83,]     0     0      0      0      0      0      0      0      0      0
#>  [84,]     0     0      0      0      0      0      0      0      0      0
#>  [85,]     0     0      0      0      0      0      0      0      0      0
#>  [86,]     0     0      0      0      0      0      0      0      0      0
#>  [87,]     0     0      0      0      0      0      0      0      0      0
#>  [88,]     0     0      0      0      0      0      0      0      0      0
#>  [89,]     0     0      0      0      0      0      0      0      0      0
#>  [90,]     0     0      0      0      0      0      0      0      0      0
#>  [91,]     0     0      0      0      0      0      0      0      0      0
#>  [92,]     0     0      0      0      0      0      0      0      0      0
#>  [93,]     0     0      0      0      0      0      0      0      0      0
#>  [94,]     0     0      0      0      0      0      0      0      0      0
#>  [95,]     0     0      0      0      0      0      0      0      0      0
#>  [96,]     0     0      0      0      0      0      0      0      0      0
#>  [97,]     0     0      0      0      0      0      0      0      0      0
#>  [98,]     0     0      0      0      0      0      0      0      0      0
#>  [99,]     0     0      0      0      0      0      0      0      0      0
#> [100,]     0     0      0      0      0      0      0      0      0      0
#> [101,]     0     0      0      0      0      0      0      0      0      0
#>        [,108] [,109] [,110] [,111] [,112] [,113] [,114] [,115] [,116] [,117]
#>   [1,]      1      1      1      1      1      1      1      1      1      4
#>   [2,]      1      1      1      1      1      1      1      1      1      2
#>   [3,]      1      1      1      1      1      1      1      1      1      2
#>   [4,]    149    149    149    149    149    149    149    149    149     30
#>   [5,]    201    201    201    201    201    201    201    201    201     33
#>   [6,]      0      0      0      0      0      0      0      0      0     45
#>   [7,]      0      0      0      0      0      0      0      0      0    149
#>   [8,]      0      0      0      0      0      0      0      0      0    201
#>   [9,]      0      0      0      0      0      0      0      0      0      0
#>  [10,]      0      0      0      0      0      0      0      0      0      0
#>  [11,]      0      0      0      0      0      0      0      0      0      0
#>  [12,]      0      0      0      0      0      0      0      0      0      0
#>  [13,]      0      0      0      0      0      0      0      0      0      0
#>  [14,]      0      0      0      0      0      0      0      0      0      0
#>  [15,]      0      0      0      0      0      0      0      0      0      0
#>  [16,]      0      0      0      0      0      0      0      0      0      0
#>  [17,]      0      0      0      0      0      0      0      0      0      0
#>  [18,]      0      0      0      0      0      0      0      0      0      0
#>  [19,]      0      0      0      0      0      0      0      0      0      0
#>  [20,]      0      0      0      0      0      0      0      0      0      0
#>  [21,]      0      0      0      0      0      0      0      0      0      0
#>  [22,]      0      0      0      0      0      0      0      0      0      0
#>  [23,]      0      0      0      0      0      0      0      0      0      0
#>  [24,]      0      0      0      0      0      0      0      0      0      0
#>  [25,]      0      0      0      0      0      0      0      0      0      0
#>  [26,]      0      0      0      0      0      0      0      0      0      0
#>  [27,]      0      0      0      0      0      0      0      0      0      0
#>  [28,]      0      0      0      0      0      0      0      0      0      0
#>  [29,]      0      0      0      0      0      0      0      0      0      0
#>  [30,]      0      0      0      0      0      0      0      0      0      0
#>  [31,]      0      0      0      0      0      0      0      0      0      0
#>  [32,]      0      0      0      0      0      0      0      0      0      0
#>  [33,]      0      0      0      0      0      0      0      0      0      0
#>  [34,]      0      0      0      0      0      0      0      0      0      0
#>  [35,]      0      0      0      0      0      0      0      0      0      0
#>  [36,]      0      0      0      0      0      0      0      0      0      0
#>  [37,]      0      0      0      0      0      0      0      0      0      0
#>  [38,]      0      0      0      0      0      0      0      0      0      0
#>  [39,]      0      0      0      0      0      0      0      0      0      0
#>  [40,]      0      0      0      0      0      0      0      0      0      0
#>  [41,]      0      0      0      0      0      0      0      0      0      0
#>  [42,]      0      0      0      0      0      0      0      0      0      0
#>  [43,]      0      0      0      0      0      0      0      0      0      0
#>  [44,]      0      0      0      0      0      0      0      0      0      0
#>  [45,]      0      0      0      0      0      0      0      0      0      0
#>  [46,]      0      0      0      0      0      0      0      0      0      0
#>  [47,]      0      0      0      0      0      0      0      0      0      0
#>  [48,]      0      0      0      0      0      0      0      0      0      0
#>  [49,]      0      0      0      0      0      0      0      0      0      0
#>  [50,]      0      0      0      0      0      0      0      0      0      0
#>  [51,]      0      0      0      0      0      0      0      0      0      0
#>  [52,]      0      0      0      0      0      0      0      0      0      0
#>  [53,]      0      0      0      0      0      0      0      0      0      0
#>  [54,]      0      0      0      0      0      0      0      0      0      0
#>  [55,]      0      0      0      0      0      0      0      0      0      0
#>  [56,]      0      0      0      0      0      0      0      0      0      0
#>  [57,]      0      0      0      0      0      0      0      0      0      0
#>  [58,]      0      0      0      0      0      0      0      0      0      0
#>  [59,]      0      0      0      0      0      0      0      0      0      0
#>  [60,]      0      0      0      0      0      0      0      0      0      0
#>  [61,]      0      0      0      0      0      0      0      0      0      0
#>  [62,]      0      0      0      0      0      0      0      0      0      0
#>  [63,]      0      0      0      0      0      0      0      0      0      0
#>  [64,]      0      0      0      0      0      0      0      0      0      0
#>  [65,]      0      0      0      0      0      0      0      0      0      0
#>  [66,]      0      0      0      0      0      0      0      0      0      0
#>  [67,]      0      0      0      0      0      0      0      0      0      0
#>  [68,]      0      0      0      0      0      0      0      0      0      0
#>  [69,]      0      0      0      0      0      0      0      0      0      0
#>  [70,]      0      0      0      0      0      0      0      0      0      0
#>  [71,]      0      0      0      0      0      0      0      0      0      0
#>  [72,]      0      0      0      0      0      0      0      0      0      0
#>  [73,]      0      0      0      0      0      0      0      0      0      0
#>  [74,]      0      0      0      0      0      0      0      0      0      0
#>  [75,]      0      0      0      0      0      0      0      0      0      0
#>  [76,]      0      0      0      0      0      0      0      0      0      0
#>  [77,]      0      0      0      0      0      0      0      0      0      0
#>  [78,]      0      0      0      0      0      0      0      0      0      0
#>  [79,]      0      0      0      0      0      0      0      0      0      0
#>  [80,]      0      0      0      0      0      0      0      0      0      0
#>  [81,]      0      0      0      0      0      0      0      0      0      0
#>  [82,]      0      0      0      0      0      0      0      0      0      0
#>  [83,]      0      0      0      0      0      0      0      0      0      0
#>  [84,]      0      0      0      0      0      0      0      0      0      0
#>  [85,]      0      0      0      0      0      0      0      0      0      0
#>  [86,]      0      0      0      0      0      0      0      0      0      0
#>  [87,]      0      0      0      0      0      0      0      0      0      0
#>  [88,]      0      0      0      0      0      0      0      0      0      0
#>  [89,]      0      0      0      0      0      0      0      0      0      0
#>  [90,]      0      0      0      0      0      0      0      0      0      0
#>  [91,]      0      0      0      0      0      0      0      0      0      0
#>  [92,]      0      0      0      0      0      0      0      0      0      0
#>  [93,]      0      0      0      0      0      0      0      0      0      0
#>  [94,]      0      0      0      0      0      0      0      0      0      0
#>  [95,]      0      0      0      0      0      0      0      0      0      0
#>  [96,]      0      0      0      0      0      0      0      0      0      0
#>  [97,]      0      0      0      0      0      0      0      0      0      0
#>  [98,]      0      0      0      0      0      0      0      0      0      0
#>  [99,]      0      0      0      0      0      0      0      0      0      0
#> [100,]      0      0      0      0      0      0      0      0      0      0
#> [101,]      0      0      0      0      0      0      0      0      0      0
#>        [,118] [,119] [,120] [,121] [,122] [,123] [,124] [,125] [,126] [,127]
#>   [1,]      1      1      1      1      1      1      1      1      1      1
#>   [2,]      1      1      1      1      1      1      1      1      1      1
#>   [3,]      1      1      1      1      1      1      1      1      1      1
#>   [4,]    149    149    149    149    149    149    149    149    149    149
#>   [5,]    201    201    201    201    201    201    201    201    201    201
#>   [6,]      0      0      0      0      0      0      0      0      0      0
#>   [7,]      0      0      0      0      0      0      0      0      0      0
#>   [8,]      0      0      0      0      0      0      0      0      0      0
#>   [9,]      0      0      0      0      0      0      0      0      0      0
#>  [10,]      0      0      0      0      0      0      0      0      0      0
#>  [11,]      0      0      0      0      0      0      0      0      0      0
#>  [12,]      0      0      0      0      0      0      0      0      0      0
#>  [13,]      0      0      0      0      0      0      0      0      0      0
#>  [14,]      0      0      0      0      0      0      0      0      0      0
#>  [15,]      0      0      0      0      0      0      0      0      0      0
#>  [16,]      0      0      0      0      0      0      0      0      0      0
#>  [17,]      0      0      0      0      0      0      0      0      0      0
#>  [18,]      0      0      0      0      0      0      0      0      0      0
#>  [19,]      0      0      0      0      0      0      0      0      0      0
#>  [20,]      0      0      0      0      0      0      0      0      0      0
#>  [21,]      0      0      0      0      0      0      0      0      0      0
#>  [22,]      0      0      0      0      0      0      0      0      0      0
#>  [23,]      0      0      0      0      0      0      0      0      0      0
#>  [24,]      0      0      0      0      0      0      0      0      0      0
#>  [25,]      0      0      0      0      0      0      0      0      0      0
#>  [26,]      0      0      0      0      0      0      0      0      0      0
#>  [27,]      0      0      0      0      0      0      0      0      0      0
#>  [28,]      0      0      0      0      0      0      0      0      0      0
#>  [29,]      0      0      0      0      0      0      0      0      0      0
#>  [30,]      0      0      0      0      0      0      0      0      0      0
#>  [31,]      0      0      0      0      0      0      0      0      0      0
#>  [32,]      0      0      0      0      0      0      0      0      0      0
#>  [33,]      0      0      0      0      0      0      0      0      0      0
#>  [34,]      0      0      0      0      0      0      0      0      0      0
#>  [35,]      0      0      0      0      0      0      0      0      0      0
#>  [36,]      0      0      0      0      0      0      0      0      0      0
#>  [37,]      0      0      0      0      0      0      0      0      0      0
#>  [38,]      0      0      0      0      0      0      0      0      0      0
#>  [39,]      0      0      0      0      0      0      0      0      0      0
#>  [40,]      0      0      0      0      0      0      0      0      0      0
#>  [41,]      0      0      0      0      0      0      0      0      0      0
#>  [42,]      0      0      0      0      0      0      0      0      0      0
#>  [43,]      0      0      0      0      0      0      0      0      0      0
#>  [44,]      0      0      0      0      0      0      0      0      0      0
#>  [45,]      0      0      0      0      0      0      0      0      0      0
#>  [46,]      0      0      0      0      0      0      0      0      0      0
#>  [47,]      0      0      0      0      0      0      0      0      0      0
#>  [48,]      0      0      0      0      0      0      0      0      0      0
#>  [49,]      0      0      0      0      0      0      0      0      0      0
#>  [50,]      0      0      0      0      0      0      0      0      0      0
#>  [51,]      0      0      0      0      0      0      0      0      0      0
#>  [52,]      0      0      0      0      0      0      0      0      0      0
#>  [53,]      0      0      0      0      0      0      0      0      0      0
#>  [54,]      0      0      0      0      0      0      0      0      0      0
#>  [55,]      0      0      0      0      0      0      0      0      0      0
#>  [56,]      0      0      0      0      0      0      0      0      0      0
#>  [57,]      0      0      0      0      0      0      0      0      0      0
#>  [58,]      0      0      0      0      0      0      0      0      0      0
#>  [59,]      0      0      0      0      0      0      0      0      0      0
#>  [60,]      0      0      0      0      0      0      0      0      0      0
#>  [61,]      0      0      0      0      0      0      0      0      0      0
#>  [62,]      0      0      0      0      0      0      0      0      0      0
#>  [63,]      0      0      0      0      0      0      0      0      0      0
#>  [64,]      0      0      0      0      0      0      0      0      0      0
#>  [65,]      0      0      0      0      0      0      0      0      0      0
#>  [66,]      0      0      0      0      0      0      0      0      0      0
#>  [67,]      0      0      0      0      0      0      0      0      0      0
#>  [68,]      0      0      0      0      0      0      0      0      0      0
#>  [69,]      0      0      0      0      0      0      0      0      0      0
#>  [70,]      0      0      0      0      0      0      0      0      0      0
#>  [71,]      0      0      0      0      0      0      0      0      0      0
#>  [72,]      0      0      0      0      0      0      0      0      0      0
#>  [73,]      0      0      0      0      0      0      0      0      0      0
#>  [74,]      0      0      0      0      0      0      0      0      0      0
#>  [75,]      0      0      0      0      0      0      0      0      0      0
#>  [76,]      0      0      0      0      0      0      0      0      0      0
#>  [77,]      0      0      0      0      0      0      0      0      0      0
#>  [78,]      0      0      0      0      0      0      0      0      0      0
#>  [79,]      0      0      0      0      0      0      0      0      0      0
#>  [80,]      0      0      0      0      0      0      0      0      0      0
#>  [81,]      0      0      0      0      0      0      0      0      0      0
#>  [82,]      0      0      0      0      0      0      0      0      0      0
#>  [83,]      0      0      0      0      0      0      0      0      0      0
#>  [84,]      0      0      0      0      0      0      0      0      0      0
#>  [85,]      0      0      0      0      0      0      0      0      0      0
#>  [86,]      0      0      0      0      0      0      0      0      0      0
#>  [87,]      0      0      0      0      0      0      0      0      0      0
#>  [88,]      0      0      0      0      0      0      0      0      0      0
#>  [89,]      0      0      0      0      0      0      0      0      0      0
#>  [90,]      0      0      0      0      0      0      0      0      0      0
#>  [91,]      0      0      0      0      0      0      0      0      0      0
#>  [92,]      0      0      0      0      0      0      0      0      0      0
#>  [93,]      0      0      0      0      0      0      0      0      0      0
#>  [94,]      0      0      0      0      0      0      0      0      0      0
#>  [95,]      0      0      0      0      0      0      0      0      0      0
#>  [96,]      0      0      0      0      0      0      0      0      0      0
#>  [97,]      0      0      0      0      0      0      0      0      0      0
#>  [98,]      0      0      0      0      0      0      0      0      0      0
#>  [99,]      0      0      0      0      0      0      0      0      0      0
#> [100,]      0      0      0      0      0      0      0      0      0      0
#> [101,]      0      0      0      0      0      0      0      0      0      0
#>        [,128] [,129] [,130] [,131] [,132] [,133] [,134] [,135] [,136] [,137]
#>   [1,]      1      1      1      1      1      1      1      1      2      1
#>   [2,]      1      1      1      1      1      1      1      1      1      1
#>   [3,]      1      1      1      1      1      1      1      1      1      1
#>   [4,]    149    149    149    149    149    149    149    149     45    149
#>   [5,]    201    201    201    201    201    201    201    201    149    201
#>   [6,]      0      0      0      0      0      0      0      0    201      0
#>   [7,]      0      0      0      0      0      0      0      0      0      0
#>   [8,]      0      0      0      0      0      0      0      0      0      0
#>   [9,]      0      0      0      0      0      0      0      0      0      0
#>  [10,]      0      0      0      0      0      0      0      0      0      0
#>  [11,]      0      0      0      0      0      0      0      0      0      0
#>  [12,]      0      0      0      0      0      0      0      0      0      0
#>  [13,]      0      0      0      0      0      0      0      0      0      0
#>  [14,]      0      0      0      0      0      0      0      0      0      0
#>  [15,]      0      0      0      0      0      0      0      0      0      0
#>  [16,]      0      0      0      0      0      0      0      0      0      0
#>  [17,]      0      0      0      0      0      0      0      0      0      0
#>  [18,]      0      0      0      0      0      0      0      0      0      0
#>  [19,]      0      0      0      0      0      0      0      0      0      0
#>  [20,]      0      0      0      0      0      0      0      0      0      0
#>  [21,]      0      0      0      0      0      0      0      0      0      0
#>  [22,]      0      0      0      0      0      0      0      0      0      0
#>  [23,]      0      0      0      0      0      0      0      0      0      0
#>  [24,]      0      0      0      0      0      0      0      0      0      0
#>  [25,]      0      0      0      0      0      0      0      0      0      0
#>  [26,]      0      0      0      0      0      0      0      0      0      0
#>  [27,]      0      0      0      0      0      0      0      0      0      0
#>  [28,]      0      0      0      0      0      0      0      0      0      0
#>  [29,]      0      0      0      0      0      0      0      0      0      0
#>  [30,]      0      0      0      0      0      0      0      0      0      0
#>  [31,]      0      0      0      0      0      0      0      0      0      0
#>  [32,]      0      0      0      0      0      0      0      0      0      0
#>  [33,]      0      0      0      0      0      0      0      0      0      0
#>  [34,]      0      0      0      0      0      0      0      0      0      0
#>  [35,]      0      0      0      0      0      0      0      0      0      0
#>  [36,]      0      0      0      0      0      0      0      0      0      0
#>  [37,]      0      0      0      0      0      0      0      0      0      0
#>  [38,]      0      0      0      0      0      0      0      0      0      0
#>  [39,]      0      0      0      0      0      0      0      0      0      0
#>  [40,]      0      0      0      0      0      0      0      0      0      0
#>  [41,]      0      0      0      0      0      0      0      0      0      0
#>  [42,]      0      0      0      0      0      0      0      0      0      0
#>  [43,]      0      0      0      0      0      0      0      0      0      0
#>  [44,]      0      0      0      0      0      0      0      0      0      0
#>  [45,]      0      0      0      0      0      0      0      0      0      0
#>  [46,]      0      0      0      0      0      0      0      0      0      0
#>  [47,]      0      0      0      0      0      0      0      0      0      0
#>  [48,]      0      0      0      0      0      0      0      0      0      0
#>  [49,]      0      0      0      0      0      0      0      0      0      0
#>  [50,]      0      0      0      0      0      0      0      0      0      0
#>  [51,]      0      0      0      0      0      0      0      0      0      0
#>  [52,]      0      0      0      0      0      0      0      0      0      0
#>  [53,]      0      0      0      0      0      0      0      0      0      0
#>  [54,]      0      0      0      0      0      0      0      0      0      0
#>  [55,]      0      0      0      0      0      0      0      0      0      0
#>  [56,]      0      0      0      0      0      0      0      0      0      0
#>  [57,]      0      0      0      0      0      0      0      0      0      0
#>  [58,]      0      0      0      0      0      0      0      0      0      0
#>  [59,]      0      0      0      0      0      0      0      0      0      0
#>  [60,]      0      0      0      0      0      0      0      0      0      0
#>  [61,]      0      0      0      0      0      0      0      0      0      0
#>  [62,]      0      0      0      0      0      0      0      0      0      0
#>  [63,]      0      0      0      0      0      0      0      0      0      0
#>  [64,]      0      0      0      0      0      0      0      0      0      0
#>  [65,]      0      0      0      0      0      0      0      0      0      0
#>  [66,]      0      0      0      0      0      0      0      0      0      0
#>  [67,]      0      0      0      0      0      0      0      0      0      0
#>  [68,]      0      0      0      0      0      0      0      0      0      0
#>  [69,]      0      0      0      0      0      0      0      0      0      0
#>  [70,]      0      0      0      0      0      0      0      0      0      0
#>  [71,]      0      0      0      0      0      0      0      0      0      0
#>  [72,]      0      0      0      0      0      0      0      0      0      0
#>  [73,]      0      0      0      0      0      0      0      0      0      0
#>  [74,]      0      0      0      0      0      0      0      0      0      0
#>  [75,]      0      0      0      0      0      0      0      0      0      0
#>  [76,]      0      0      0      0      0      0      0      0      0      0
#>  [77,]      0      0      0      0      0      0      0      0      0      0
#>  [78,]      0      0      0      0      0      0      0      0      0      0
#>  [79,]      0      0      0      0      0      0      0      0      0      0
#>  [80,]      0      0      0      0      0      0      0      0      0      0
#>  [81,]      0      0      0      0      0      0      0      0      0      0
#>  [82,]      0      0      0      0      0      0      0      0      0      0
#>  [83,]      0      0      0      0      0      0      0      0      0      0
#>  [84,]      0      0      0      0      0      0      0      0      0      0
#>  [85,]      0      0      0      0      0      0      0      0      0      0
#>  [86,]      0      0      0      0      0      0      0      0      0      0
#>  [87,]      0      0      0      0      0      0      0      0      0      0
#>  [88,]      0      0      0      0      0      0      0      0      0      0
#>  [89,]      0      0      0      0      0      0      0      0      0      0
#>  [90,]      0      0      0      0      0      0      0      0      0      0
#>  [91,]      0      0      0      0      0      0      0      0      0      0
#>  [92,]      0      0      0      0      0      0      0      0      0      0
#>  [93,]      0      0      0      0      0      0      0      0      0      0
#>  [94,]      0      0      0      0      0      0      0      0      0      0
#>  [95,]      0      0      0      0      0      0      0      0      0      0
#>  [96,]      0      0      0      0      0      0      0      0      0      0
#>  [97,]      0      0      0      0      0      0      0      0      0      0
#>  [98,]      0      0      0      0      0      0      0      0      0      0
#>  [99,]      0      0      0      0      0      0      0      0      0      0
#> [100,]      0      0      0      0      0      0      0      0      0      0
#> [101,]      0      0      0      0      0      0      0      0      0      0
#>        [,138] [,139] [,140] [,141] [,142] [,143] [,144] [,145] [,146] [,147]
#>   [1,]      1      1      1      1      1      1      1      1      1      1
#>   [2,]      1      1      1      1      1      1      1      1      1      1
#>   [3,]      1      1      1      1      1      1      1      1      1      1
#>   [4,]    149    149    149    149    149    149    149    149    149    149
#>   [5,]    201    201    201    201    201    201    201    201    201    201
#>   [6,]      0      0      0      0      0      0      0      0      0      0
#>   [7,]      0      0      0      0      0      0      0      0      0      0
#>   [8,]      0      0      0      0      0      0      0      0      0      0
#>   [9,]      0      0      0      0      0      0      0      0      0      0
#>  [10,]      0      0      0      0      0      0      0      0      0      0
#>  [11,]      0      0      0      0      0      0      0      0      0      0
#>  [12,]      0      0      0      0      0      0      0      0      0      0
#>  [13,]      0      0      0      0      0      0      0      0      0      0
#>  [14,]      0      0      0      0      0      0      0      0      0      0
#>  [15,]      0      0      0      0      0      0      0      0      0      0
#>  [16,]      0      0      0      0      0      0      0      0      0      0
#>  [17,]      0      0      0      0      0      0      0      0      0      0
#>  [18,]      0      0      0      0      0      0      0      0      0      0
#>  [19,]      0      0      0      0      0      0      0      0      0      0
#>  [20,]      0      0      0      0      0      0      0      0      0      0
#>  [21,]      0      0      0      0      0      0      0      0      0      0
#>  [22,]      0      0      0      0      0      0      0      0      0      0
#>  [23,]      0      0      0      0      0      0      0      0      0      0
#>  [24,]      0      0      0      0      0      0      0      0      0      0
#>  [25,]      0      0      0      0      0      0      0      0      0      0
#>  [26,]      0      0      0      0      0      0      0      0      0      0
#>  [27,]      0      0      0      0      0      0      0      0      0      0
#>  [28,]      0      0      0      0      0      0      0      0      0      0
#>  [29,]      0      0      0      0      0      0      0      0      0      0
#>  [30,]      0      0      0      0      0      0      0      0      0      0
#>  [31,]      0      0      0      0      0      0      0      0      0      0
#>  [32,]      0      0      0      0      0      0      0      0      0      0
#>  [33,]      0      0      0      0      0      0      0      0      0      0
#>  [34,]      0      0      0      0      0      0      0      0      0      0
#>  [35,]      0      0      0      0      0      0      0      0      0      0
#>  [36,]      0      0      0      0      0      0      0      0      0      0
#>  [37,]      0      0      0      0      0      0      0      0      0      0
#>  [38,]      0      0      0      0      0      0      0      0      0      0
#>  [39,]      0      0      0      0      0      0      0      0      0      0
#>  [40,]      0      0      0      0      0      0      0      0      0      0
#>  [41,]      0      0      0      0      0      0      0      0      0      0
#>  [42,]      0      0      0      0      0      0      0      0      0      0
#>  [43,]      0      0      0      0      0      0      0      0      0      0
#>  [44,]      0      0      0      0      0      0      0      0      0      0
#>  [45,]      0      0      0      0      0      0      0      0      0      0
#>  [46,]      0      0      0      0      0      0      0      0      0      0
#>  [47,]      0      0      0      0      0      0      0      0      0      0
#>  [48,]      0      0      0      0      0      0      0      0      0      0
#>  [49,]      0      0      0      0      0      0      0      0      0      0
#>  [50,]      0      0      0      0      0      0      0      0      0      0
#>  [51,]      0      0      0      0      0      0      0      0      0      0
#>  [52,]      0      0      0      0      0      0      0      0      0      0
#>  [53,]      0      0      0      0      0      0      0      0      0      0
#>  [54,]      0      0      0      0      0      0      0      0      0      0
#>  [55,]      0      0      0      0      0      0      0      0      0      0
#>  [56,]      0      0      0      0      0      0      0      0      0      0
#>  [57,]      0      0      0      0      0      0      0      0      0      0
#>  [58,]      0      0      0      0      0      0      0      0      0      0
#>  [59,]      0      0      0      0      0      0      0      0      0      0
#>  [60,]      0      0      0      0      0      0      0      0      0      0
#>  [61,]      0      0      0      0      0      0      0      0      0      0
#>  [62,]      0      0      0      0      0      0      0      0      0      0
#>  [63,]      0      0      0      0      0      0      0      0      0      0
#>  [64,]      0      0      0      0      0      0      0      0      0      0
#>  [65,]      0      0      0      0      0      0      0      0      0      0
#>  [66,]      0      0      0      0      0      0      0      0      0      0
#>  [67,]      0      0      0      0      0      0      0      0      0      0
#>  [68,]      0      0      0      0      0      0      0      0      0      0
#>  [69,]      0      0      0      0      0      0      0      0      0      0
#>  [70,]      0      0      0      0      0      0      0      0      0      0
#>  [71,]      0      0      0      0      0      0      0      0      0      0
#>  [72,]      0      0      0      0      0      0      0      0      0      0
#>  [73,]      0      0      0      0      0      0      0      0      0      0
#>  [74,]      0      0      0      0      0      0      0      0      0      0
#>  [75,]      0      0      0      0      0      0      0      0      0      0
#>  [76,]      0      0      0      0      0      0      0      0      0      0
#>  [77,]      0      0      0      0      0      0      0      0      0      0
#>  [78,]      0      0      0      0      0      0      0      0      0      0
#>  [79,]      0      0      0      0      0      0      0      0      0      0
#>  [80,]      0      0      0      0      0      0      0      0      0      0
#>  [81,]      0      0      0      0      0      0      0      0      0      0
#>  [82,]      0      0      0      0      0      0      0      0      0      0
#>  [83,]      0      0      0      0      0      0      0      0      0      0
#>  [84,]      0      0      0      0      0      0      0      0      0      0
#>  [85,]      0      0      0      0      0      0      0      0      0      0
#>  [86,]      0      0      0      0      0      0      0      0      0      0
#>  [87,]      0      0      0      0      0      0      0      0      0      0
#>  [88,]      0      0      0      0      0      0      0      0      0      0
#>  [89,]      0      0      0      0      0      0      0      0      0      0
#>  [90,]      0      0      0      0      0      0      0      0      0      0
#>  [91,]      0      0      0      0      0      0      0      0      0      0
#>  [92,]      0      0      0      0      0      0      0      0      0      0
#>  [93,]      0      0      0      0      0      0      0      0      0      0
#>  [94,]      0      0      0      0      0      0      0      0      0      0
#>  [95,]      0      0      0      0      0      0      0      0      0      0
#>  [96,]      0      0      0      0      0      0      0      0      0      0
#>  [97,]      0      0      0      0      0      0      0      0      0      0
#>  [98,]      0      0      0      0      0      0      0      0      0      0
#>  [99,]      0      0      0      0      0      0      0      0      0      0
#> [100,]      0      0      0      0      0      0      0      0      0      0
#> [101,]      0      0      0      0      0      0      0      0      0      0
#>        [,148] [,149] [,150] [,151] [,152] [,153] [,154] [,155] [,156] [,157]
#>   [1,]      1      1      1      1      1      1      1      1      1      1
#>   [2,]      1      1      1      1      1      1      1      1      1      1
#>   [3,]      1      1      1      1      1      1      1      1      1      1
#>   [4,]    149    149    149    149    149    149    149    149    149    149
#>   [5,]    201    201    201    201    201    201    201    201    201    201
#>   [6,]      0      0      0      0      0      0      0      0      0      0
#>   [7,]      0      0      0      0      0      0      0      0      0      0
#>   [8,]      0      0      0      0      0      0      0      0      0      0
#>   [9,]      0      0      0      0      0      0      0      0      0      0
#>  [10,]      0      0      0      0      0      0      0      0      0      0
#>  [11,]      0      0      0      0      0      0      0      0      0      0
#>  [12,]      0      0      0      0      0      0      0      0      0      0
#>  [13,]      0      0      0      0      0      0      0      0      0      0
#>  [14,]      0      0      0      0      0      0      0      0      0      0
#>  [15,]      0      0      0      0      0      0      0      0      0      0
#>  [16,]      0      0      0      0      0      0      0      0      0      0
#>  [17,]      0      0      0      0      0      0      0      0      0      0
#>  [18,]      0      0      0      0      0      0      0      0      0      0
#>  [19,]      0      0      0      0      0      0      0      0      0      0
#>  [20,]      0      0      0      0      0      0      0      0      0      0
#>  [21,]      0      0      0      0      0      0      0      0      0      0
#>  [22,]      0      0      0      0      0      0      0      0      0      0
#>  [23,]      0      0      0      0      0      0      0      0      0      0
#>  [24,]      0      0      0      0      0      0      0      0      0      0
#>  [25,]      0      0      0      0      0      0      0      0      0      0
#>  [26,]      0      0      0      0      0      0      0      0      0      0
#>  [27,]      0      0      0      0      0      0      0      0      0      0
#>  [28,]      0      0      0      0      0      0      0      0      0      0
#>  [29,]      0      0      0      0      0      0      0      0      0      0
#>  [30,]      0      0      0      0      0      0      0      0      0      0
#>  [31,]      0      0      0      0      0      0      0      0      0      0
#>  [32,]      0      0      0      0      0      0      0      0      0      0
#>  [33,]      0      0      0      0      0      0      0      0      0      0
#>  [34,]      0      0      0      0      0      0      0      0      0      0
#>  [35,]      0      0      0      0      0      0      0      0      0      0
#>  [36,]      0      0      0      0      0      0      0      0      0      0
#>  [37,]      0      0      0      0      0      0      0      0      0      0
#>  [38,]      0      0      0      0      0      0      0      0      0      0
#>  [39,]      0      0      0      0      0      0      0      0      0      0
#>  [40,]      0      0      0      0      0      0      0      0      0      0
#>  [41,]      0      0      0      0      0      0      0      0      0      0
#>  [42,]      0      0      0      0      0      0      0      0      0      0
#>  [43,]      0      0      0      0      0      0      0      0      0      0
#>  [44,]      0      0      0      0      0      0      0      0      0      0
#>  [45,]      0      0      0      0      0      0      0      0      0      0
#>  [46,]      0      0      0      0      0      0      0      0      0      0
#>  [47,]      0      0      0      0      0      0      0      0      0      0
#>  [48,]      0      0      0      0      0      0      0      0      0      0
#>  [49,]      0      0      0      0      0      0      0      0      0      0
#>  [50,]      0      0      0      0      0      0      0      0      0      0
#>  [51,]      0      0      0      0      0      0      0      0      0      0
#>  [52,]      0      0      0      0      0      0      0      0      0      0
#>  [53,]      0      0      0      0      0      0      0      0      0      0
#>  [54,]      0      0      0      0      0      0      0      0      0      0
#>  [55,]      0      0      0      0      0      0      0      0      0      0
#>  [56,]      0      0      0      0      0      0      0      0      0      0
#>  [57,]      0      0      0      0      0      0      0      0      0      0
#>  [58,]      0      0      0      0      0      0      0      0      0      0
#>  [59,]      0      0      0      0      0      0      0      0      0      0
#>  [60,]      0      0      0      0      0      0      0      0      0      0
#>  [61,]      0      0      0      0      0      0      0      0      0      0
#>  [62,]      0      0      0      0      0      0      0      0      0      0
#>  [63,]      0      0      0      0      0      0      0      0      0      0
#>  [64,]      0      0      0      0      0      0      0      0      0      0
#>  [65,]      0      0      0      0      0      0      0      0      0      0
#>  [66,]      0      0      0      0      0      0      0      0      0      0
#>  [67,]      0      0      0      0      0      0      0      0      0      0
#>  [68,]      0      0      0      0      0      0      0      0      0      0
#>  [69,]      0      0      0      0      0      0      0      0      0      0
#>  [70,]      0      0      0      0      0      0      0      0      0      0
#>  [71,]      0      0      0      0      0      0      0      0      0      0
#>  [72,]      0      0      0      0      0      0      0      0      0      0
#>  [73,]      0      0      0      0      0      0      0      0      0      0
#>  [74,]      0      0      0      0      0      0      0      0      0      0
#>  [75,]      0      0      0      0      0      0      0      0      0      0
#>  [76,]      0      0      0      0      0      0      0      0      0      0
#>  [77,]      0      0      0      0      0      0      0      0      0      0
#>  [78,]      0      0      0      0      0      0      0      0      0      0
#>  [79,]      0      0      0      0      0      0      0      0      0      0
#>  [80,]      0      0      0      0      0      0      0      0      0      0
#>  [81,]      0      0      0      0      0      0      0      0      0      0
#>  [82,]      0      0      0      0      0      0      0      0      0      0
#>  [83,]      0      0      0      0      0      0      0      0      0      0
#>  [84,]      0      0      0      0      0      0      0      0      0      0
#>  [85,]      0      0      0      0      0      0      0      0      0      0
#>  [86,]      0      0      0      0      0      0      0      0      0      0
#>  [87,]      0      0      0      0      0      0      0      0      0      0
#>  [88,]      0      0      0      0      0      0      0      0      0      0
#>  [89,]      0      0      0      0      0      0      0      0      0      0
#>  [90,]      0      0      0      0      0      0      0      0      0      0
#>  [91,]      0      0      0      0      0      0      0      0      0      0
#>  [92,]      0      0      0      0      0      0      0      0      0      0
#>  [93,]      0      0      0      0      0      0      0      0      0      0
#>  [94,]      0      0      0      0      0      0      0      0      0      0
#>  [95,]      0      0      0      0      0      0      0      0      0      0
#>  [96,]      0      0      0      0      0      0      0      0      0      0
#>  [97,]      0      0      0      0      0      0      0      0      0      0
#>  [98,]      0      0      0      0      0      0      0      0      0      0
#>  [99,]      0      0      0      0      0      0      0      0      0      0
#> [100,]      0      0      0      0      0      0      0      0      0      0
#> [101,]      0      0      0      0      0      0      0      0      0      0
#>        [,158] [,159] [,160] [,161] [,162] [,163] [,164] [,165] [,166] [,167]
#>   [1,]      1      1      1      1      1      1      1      1      1      1
#>   [2,]      1      1      1      1      1      1      1      1      1      1
#>   [3,]      1      1      1      1      1      1      1      1      1      1
#>   [4,]    149    149    149    149    149    149    149    149    149    149
#>   [5,]    201    201    201    201    201    201    201    201    201    201
#>   [6,]      0      0      0      0      0      0      0      0      0      0
#>   [7,]      0      0      0      0      0      0      0      0      0      0
#>   [8,]      0      0      0      0      0      0      0      0      0      0
#>   [9,]      0      0      0      0      0      0      0      0      0      0
#>  [10,]      0      0      0      0      0      0      0      0      0      0
#>  [11,]      0      0      0      0      0      0      0      0      0      0
#>  [12,]      0      0      0      0      0      0      0      0      0      0
#>  [13,]      0      0      0      0      0      0      0      0      0      0
#>  [14,]      0      0      0      0      0      0      0      0      0      0
#>  [15,]      0      0      0      0      0      0      0      0      0      0
#>  [16,]      0      0      0      0      0      0      0      0      0      0
#>  [17,]      0      0      0      0      0      0      0      0      0      0
#>  [18,]      0      0      0      0      0      0      0      0      0      0
#>  [19,]      0      0      0      0      0      0      0      0      0      0
#>  [20,]      0      0      0      0      0      0      0      0      0      0
#>  [21,]      0      0      0      0      0      0      0      0      0      0
#>  [22,]      0      0      0      0      0      0      0      0      0      0
#>  [23,]      0      0      0      0      0      0      0      0      0      0
#>  [24,]      0      0      0      0      0      0      0      0      0      0
#>  [25,]      0      0      0      0      0      0      0      0      0      0
#>  [26,]      0      0      0      0      0      0      0      0      0      0
#>  [27,]      0      0      0      0      0      0      0      0      0      0
#>  [28,]      0      0      0      0      0      0      0      0      0      0
#>  [29,]      0      0      0      0      0      0      0      0      0      0
#>  [30,]      0      0      0      0      0      0      0      0      0      0
#>  [31,]      0      0      0      0      0      0      0      0      0      0
#>  [32,]      0      0      0      0      0      0      0      0      0      0
#>  [33,]      0      0      0      0      0      0      0      0      0      0
#>  [34,]      0      0      0      0      0      0      0      0      0      0
#>  [35,]      0      0      0      0      0      0      0      0      0      0
#>  [36,]      0      0      0      0      0      0      0      0      0      0
#>  [37,]      0      0      0      0      0      0      0      0      0      0
#>  [38,]      0      0      0      0      0      0      0      0      0      0
#>  [39,]      0      0      0      0      0      0      0      0      0      0
#>  [40,]      0      0      0      0      0      0      0      0      0      0
#>  [41,]      0      0      0      0      0      0      0      0      0      0
#>  [42,]      0      0      0      0      0      0      0      0      0      0
#>  [43,]      0      0      0      0      0      0      0      0      0      0
#>  [44,]      0      0      0      0      0      0      0      0      0      0
#>  [45,]      0      0      0      0      0      0      0      0      0      0
#>  [46,]      0      0      0      0      0      0      0      0      0      0
#>  [47,]      0      0      0      0      0      0      0      0      0      0
#>  [48,]      0      0      0      0      0      0      0      0      0      0
#>  [49,]      0      0      0      0      0      0      0      0      0      0
#>  [50,]      0      0      0      0      0      0      0      0      0      0
#>  [51,]      0      0      0      0      0      0      0      0      0      0
#>  [52,]      0      0      0      0      0      0      0      0      0      0
#>  [53,]      0      0      0      0      0      0      0      0      0      0
#>  [54,]      0      0      0      0      0      0      0      0      0      0
#>  [55,]      0      0      0      0      0      0      0      0      0      0
#>  [56,]      0      0      0      0      0      0      0      0      0      0
#>  [57,]      0      0      0      0      0      0      0      0      0      0
#>  [58,]      0      0      0      0      0      0      0      0      0      0
#>  [59,]      0      0      0      0      0      0      0      0      0      0
#>  [60,]      0      0      0      0      0      0      0      0      0      0
#>  [61,]      0      0      0      0      0      0      0      0      0      0
#>  [62,]      0      0      0      0      0      0      0      0      0      0
#>  [63,]      0      0      0      0      0      0      0      0      0      0
#>  [64,]      0      0      0      0      0      0      0      0      0      0
#>  [65,]      0      0      0      0      0      0      0      0      0      0
#>  [66,]      0      0      0      0      0      0      0      0      0      0
#>  [67,]      0      0      0      0      0      0      0      0      0      0
#>  [68,]      0      0      0      0      0      0      0      0      0      0
#>  [69,]      0      0      0      0      0      0      0      0      0      0
#>  [70,]      0      0      0      0      0      0      0      0      0      0
#>  [71,]      0      0      0      0      0      0      0      0      0      0
#>  [72,]      0      0      0      0      0      0      0      0      0      0
#>  [73,]      0      0      0      0      0      0      0      0      0      0
#>  [74,]      0      0      0      0      0      0      0      0      0      0
#>  [75,]      0      0      0      0      0      0      0      0      0      0
#>  [76,]      0      0      0      0      0      0      0      0      0      0
#>  [77,]      0      0      0      0      0      0      0      0      0      0
#>  [78,]      0      0      0      0      0      0      0      0      0      0
#>  [79,]      0      0      0      0      0      0      0      0      0      0
#>  [80,]      0      0      0      0      0      0      0      0      0      0
#>  [81,]      0      0      0      0      0      0      0      0      0      0
#>  [82,]      0      0      0      0      0      0      0      0      0      0
#>  [83,]      0      0      0      0      0      0      0      0      0      0
#>  [84,]      0      0      0      0      0      0      0      0      0      0
#>  [85,]      0      0      0      0      0      0      0      0      0      0
#>  [86,]      0      0      0      0      0      0      0      0      0      0
#>  [87,]      0      0      0      0      0      0      0      0      0      0
#>  [88,]      0      0      0      0      0      0      0      0      0      0
#>  [89,]      0      0      0      0      0      0      0      0      0      0
#>  [90,]      0      0      0      0      0      0      0      0      0      0
#>  [91,]      0      0      0      0      0      0      0      0      0      0
#>  [92,]      0      0      0      0      0      0      0      0      0      0
#>  [93,]      0      0      0      0      0      0      0      0      0      0
#>  [94,]      0      0      0      0      0      0      0      0      0      0
#>  [95,]      0      0      0      0      0      0      0      0      0      0
#>  [96,]      0      0      0      0      0      0      0      0      0      0
#>  [97,]      0      0      0      0      0      0      0      0      0      0
#>  [98,]      0      0      0      0      0      0      0      0      0      0
#>  [99,]      0      0      0      0      0      0      0      0      0      0
#> [100,]      0      0      0      0      0      0      0      0      0      0
#> [101,]      0      0      0      0      0      0      0      0      0      0
#>        [,168] [,169] [,170] [,171] [,172] [,173] [,174] [,175] [,176] [,177]
#>   [1,]      1      1      1      1      1      1      1      1      1      1
#>   [2,]      1      1      1      1      1      1      1      1      1      1
#>   [3,]      1      1      1      1      1      1      1      1      1      1
#>   [4,]    149    149    149    149    149    149    149    149    149    149
#>   [5,]    201    201    201    201    201    201    201    201    201    201
#>   [6,]      0      0      0      0      0      0      0      0      0      0
#>   [7,]      0      0      0      0      0      0      0      0      0      0
#>   [8,]      0      0      0      0      0      0      0      0      0      0
#>   [9,]      0      0      0      0      0      0      0      0      0      0
#>  [10,]      0      0      0      0      0      0      0      0      0      0
#>  [11,]      0      0      0      0      0      0      0      0      0      0
#>  [12,]      0      0      0      0      0      0      0      0      0      0
#>  [13,]      0      0      0      0      0      0      0      0      0      0
#>  [14,]      0      0      0      0      0      0      0      0      0      0
#>  [15,]      0      0      0      0      0      0      0      0      0      0
#>  [16,]      0      0      0      0      0      0      0      0      0      0
#>  [17,]      0      0      0      0      0      0      0      0      0      0
#>  [18,]      0      0      0      0      0      0      0      0      0      0
#>  [19,]      0      0      0      0      0      0      0      0      0      0
#>  [20,]      0      0      0      0      0      0      0      0      0      0
#>  [21,]      0      0      0      0      0      0      0      0      0      0
#>  [22,]      0      0      0      0      0      0      0      0      0      0
#>  [23,]      0      0      0      0      0      0      0      0      0      0
#>  [24,]      0      0      0      0      0      0      0      0      0      0
#>  [25,]      0      0      0      0      0      0      0      0      0      0
#>  [26,]      0      0      0      0      0      0      0      0      0      0
#>  [27,]      0      0      0      0      0      0      0      0      0      0
#>  [28,]      0      0      0      0      0      0      0      0      0      0
#>  [29,]      0      0      0      0      0      0      0      0      0      0
#>  [30,]      0      0      0      0      0      0      0      0      0      0
#>  [31,]      0      0      0      0      0      0      0      0      0      0
#>  [32,]      0      0      0      0      0      0      0      0      0      0
#>  [33,]      0      0      0      0      0      0      0      0      0      0
#>  [34,]      0      0      0      0      0      0      0      0      0      0
#>  [35,]      0      0      0      0      0      0      0      0      0      0
#>  [36,]      0      0      0      0      0      0      0      0      0      0
#>  [37,]      0      0      0      0      0      0      0      0      0      0
#>  [38,]      0      0      0      0      0      0      0      0      0      0
#>  [39,]      0      0      0      0      0      0      0      0      0      0
#>  [40,]      0      0      0      0      0      0      0      0      0      0
#>  [41,]      0      0      0      0      0      0      0      0      0      0
#>  [42,]      0      0      0      0      0      0      0      0      0      0
#>  [43,]      0      0      0      0      0      0      0      0      0      0
#>  [44,]      0      0      0      0      0      0      0      0      0      0
#>  [45,]      0      0      0      0      0      0      0      0      0      0
#>  [46,]      0      0      0      0      0      0      0      0      0      0
#>  [47,]      0      0      0      0      0      0      0      0      0      0
#>  [48,]      0      0      0      0      0      0      0      0      0      0
#>  [49,]      0      0      0      0      0      0      0      0      0      0
#>  [50,]      0      0      0      0      0      0      0      0      0      0
#>  [51,]      0      0      0      0      0      0      0      0      0      0
#>  [52,]      0      0      0      0      0      0      0      0      0      0
#>  [53,]      0      0      0      0      0      0      0      0      0      0
#>  [54,]      0      0      0      0      0      0      0      0      0      0
#>  [55,]      0      0      0      0      0      0      0      0      0      0
#>  [56,]      0      0      0      0      0      0      0      0      0      0
#>  [57,]      0      0      0      0      0      0      0      0      0      0
#>  [58,]      0      0      0      0      0      0      0      0      0      0
#>  [59,]      0      0      0      0      0      0      0      0      0      0
#>  [60,]      0      0      0      0      0      0      0      0      0      0
#>  [61,]      0      0      0      0      0      0      0      0      0      0
#>  [62,]      0      0      0      0      0      0      0      0      0      0
#>  [63,]      0      0      0      0      0      0      0      0      0      0
#>  [64,]      0      0      0      0      0      0      0      0      0      0
#>  [65,]      0      0      0      0      0      0      0      0      0      0
#>  [66,]      0      0      0      0      0      0      0      0      0      0
#>  [67,]      0      0      0      0      0      0      0      0      0      0
#>  [68,]      0      0      0      0      0      0      0      0      0      0
#>  [69,]      0      0      0      0      0      0      0      0      0      0
#>  [70,]      0      0      0      0      0      0      0      0      0      0
#>  [71,]      0      0      0      0      0      0      0      0      0      0
#>  [72,]      0      0      0      0      0      0      0      0      0      0
#>  [73,]      0      0      0      0      0      0      0      0      0      0
#>  [74,]      0      0      0      0      0      0      0      0      0      0
#>  [75,]      0      0      0      0      0      0      0      0      0      0
#>  [76,]      0      0      0      0      0      0      0      0      0      0
#>  [77,]      0      0      0      0      0      0      0      0      0      0
#>  [78,]      0      0      0      0      0      0      0      0      0      0
#>  [79,]      0      0      0      0      0      0      0      0      0      0
#>  [80,]      0      0      0      0      0      0      0      0      0      0
#>  [81,]      0      0      0      0      0      0      0      0      0      0
#>  [82,]      0      0      0      0      0      0      0      0      0      0
#>  [83,]      0      0      0      0      0      0      0      0      0      0
#>  [84,]      0      0      0      0      0      0      0      0      0      0
#>  [85,]      0      0      0      0      0      0      0      0      0      0
#>  [86,]      0      0      0      0      0      0      0      0      0      0
#>  [87,]      0      0      0      0      0      0      0      0      0      0
#>  [88,]      0      0      0      0      0      0      0      0      0      0
#>  [89,]      0      0      0      0      0      0      0      0      0      0
#>  [90,]      0      0      0      0      0      0      0      0      0      0
#>  [91,]      0      0      0      0      0      0      0      0      0      0
#>  [92,]      0      0      0      0      0      0      0      0      0      0
#>  [93,]      0      0      0      0      0      0      0      0      0      0
#>  [94,]      0      0      0      0      0      0      0      0      0      0
#>  [95,]      0      0      0      0      0      0      0      0      0      0
#>  [96,]      0      0      0      0      0      0      0      0      0      0
#>  [97,]      0      0      0      0      0      0      0      0      0      0
#>  [98,]      0      0      0      0      0      0      0      0      0      0
#>  [99,]      0      0      0      0      0      0      0      0      0      0
#> [100,]      0      0      0      0      0      0      0      0      0      0
#> [101,]      0      0      0      0      0      0      0      0      0      0
#>        [,178] [,179] [,180] [,181] [,182] [,183] [,184] [,185] [,186] [,187]
#>   [1,]      1      1      4      1      1      1      1      1      1      1
#>   [2,]      1      1      1      1      1      1      1      1      1      1
#>   [3,]      1      1      1      1      1      1      1      1      1      1
#>   [4,]    149    149     30    149    149    149    149    149    149    149
#>   [5,]    201    201     45    201    201    201    201    201    201    201
#>   [6,]      0      0    141      0      0      0      0      0      0      0
#>   [7,]      0      0    149      0      0      0      0      0      0      0
#>   [8,]      0      0    201      0      0      0      0      0      0      0
#>   [9,]      0      0      0      0      0      0      0      0      0      0
#>  [10,]      0      0      0      0      0      0      0      0      0      0
#>  [11,]      0      0      0      0      0      0      0      0      0      0
#>  [12,]      0      0      0      0      0      0      0      0      0      0
#>  [13,]      0      0      0      0      0      0      0      0      0      0
#>  [14,]      0      0      0      0      0      0      0      0      0      0
#>  [15,]      0      0      0      0      0      0      0      0      0      0
#>  [16,]      0      0      0      0      0      0      0      0      0      0
#>  [17,]      0      0      0      0      0      0      0      0      0      0
#>  [18,]      0      0      0      0      0      0      0      0      0      0
#>  [19,]      0      0      0      0      0      0      0      0      0      0
#>  [20,]      0      0      0      0      0      0      0      0      0      0
#>  [21,]      0      0      0      0      0      0      0      0      0      0
#>  [22,]      0      0      0      0      0      0      0      0      0      0
#>  [23,]      0      0      0      0      0      0      0      0      0      0
#>  [24,]      0      0      0      0      0      0      0      0      0      0
#>  [25,]      0      0      0      0      0      0      0      0      0      0
#>  [26,]      0      0      0      0      0      0      0      0      0      0
#>  [27,]      0      0      0      0      0      0      0      0      0      0
#>  [28,]      0      0      0      0      0      0      0      0      0      0
#>  [29,]      0      0      0      0      0      0      0      0      0      0
#>  [30,]      0      0      0      0      0      0      0      0      0      0
#>  [31,]      0      0      0      0      0      0      0      0      0      0
#>  [32,]      0      0      0      0      0      0      0      0      0      0
#>  [33,]      0      0      0      0      0      0      0      0      0      0
#>  [34,]      0      0      0      0      0      0      0      0      0      0
#>  [35,]      0      0      0      0      0      0      0      0      0      0
#>  [36,]      0      0      0      0      0      0      0      0      0      0
#>  [37,]      0      0      0      0      0      0      0      0      0      0
#>  [38,]      0      0      0      0      0      0      0      0      0      0
#>  [39,]      0      0      0      0      0      0      0      0      0      0
#>  [40,]      0      0      0      0      0      0      0      0      0      0
#>  [41,]      0      0      0      0      0      0      0      0      0      0
#>  [42,]      0      0      0      0      0      0      0      0      0      0
#>  [43,]      0      0      0      0      0      0      0      0      0      0
#>  [44,]      0      0      0      0      0      0      0      0      0      0
#>  [45,]      0      0      0      0      0      0      0      0      0      0
#>  [46,]      0      0      0      0      0      0      0      0      0      0
#>  [47,]      0      0      0      0      0      0      0      0      0      0
#>  [48,]      0      0      0      0      0      0      0      0      0      0
#>  [49,]      0      0      0      0      0      0      0      0      0      0
#>  [50,]      0      0      0      0      0      0      0      0      0      0
#>  [51,]      0      0      0      0      0      0      0      0      0      0
#>  [52,]      0      0      0      0      0      0      0      0      0      0
#>  [53,]      0      0      0      0      0      0      0      0      0      0
#>  [54,]      0      0      0      0      0      0      0      0      0      0
#>  [55,]      0      0      0      0      0      0      0      0      0      0
#>  [56,]      0      0      0      0      0      0      0      0      0      0
#>  [57,]      0      0      0      0      0      0      0      0      0      0
#>  [58,]      0      0      0      0      0      0      0      0      0      0
#>  [59,]      0      0      0      0      0      0      0      0      0      0
#>  [60,]      0      0      0      0      0      0      0      0      0      0
#>  [61,]      0      0      0      0      0      0      0      0      0      0
#>  [62,]      0      0      0      0      0      0      0      0      0      0
#>  [63,]      0      0      0      0      0      0      0      0      0      0
#>  [64,]      0      0      0      0      0      0      0      0      0      0
#>  [65,]      0      0      0      0      0      0      0      0      0      0
#>  [66,]      0      0      0      0      0      0      0      0      0      0
#>  [67,]      0      0      0      0      0      0      0      0      0      0
#>  [68,]      0      0      0      0      0      0      0      0      0      0
#>  [69,]      0      0      0      0      0      0      0      0      0      0
#>  [70,]      0      0      0      0      0      0      0      0      0      0
#>  [71,]      0      0      0      0      0      0      0      0      0      0
#>  [72,]      0      0      0      0      0      0      0      0      0      0
#>  [73,]      0      0      0      0      0      0      0      0      0      0
#>  [74,]      0      0      0      0      0      0      0      0      0      0
#>  [75,]      0      0      0      0      0      0      0      0      0      0
#>  [76,]      0      0      0      0      0      0      0      0      0      0
#>  [77,]      0      0      0      0      0      0      0      0      0      0
#>  [78,]      0      0      0      0      0      0      0      0      0      0
#>  [79,]      0      0      0      0      0      0      0      0      0      0
#>  [80,]      0      0      0      0      0      0      0      0      0      0
#>  [81,]      0      0      0      0      0      0      0      0      0      0
#>  [82,]      0      0      0      0      0      0      0      0      0      0
#>  [83,]      0      0      0      0      0      0      0      0      0      0
#>  [84,]      0      0      0      0      0      0      0      0      0      0
#>  [85,]      0      0      0      0      0      0      0      0      0      0
#>  [86,]      0      0      0      0      0      0      0      0      0      0
#>  [87,]      0      0      0      0      0      0      0      0      0      0
#>  [88,]      0      0      0      0      0      0      0      0      0      0
#>  [89,]      0      0      0      0      0      0      0      0      0      0
#>  [90,]      0      0      0      0      0      0      0      0      0      0
#>  [91,]      0      0      0      0      0      0      0      0      0      0
#>  [92,]      0      0      0      0      0      0      0      0      0      0
#>  [93,]      0      0      0      0      0      0      0      0      0      0
#>  [94,]      0      0      0      0      0      0      0      0      0      0
#>  [95,]      0      0      0      0      0      0      0      0      0      0
#>  [96,]      0      0      0      0      0      0      0      0      0      0
#>  [97,]      0      0      0      0      0      0      0      0      0      0
#>  [98,]      0      0      0      0      0      0      0      0      0      0
#>  [99,]      0      0      0      0      0      0      0      0      0      0
#> [100,]      0      0      0      0      0      0      0      0      0      0
#> [101,]      0      0      0      0      0      0      0      0      0      0
#>        [,188] [,189] [,190] [,191] [,192] [,193] [,194] [,195] [,196] [,197]
#>   [1,]      1      1      1      1      1      1      1      1      1      1
#>   [2,]      1      1      1      1      1      1      1      1      1      1
#>   [3,]      1      1      1      1      1      1      1      1      1      1
#>   [4,]    149    149    149    149    149    149    149    149    149    149
#>   [5,]    201    201    201    201    201    201    201    201    201    201
#>   [6,]      0      0      0      0      0      0      0      0      0      0
#>   [7,]      0      0      0      0      0      0      0      0      0      0
#>   [8,]      0      0      0      0      0      0      0      0      0      0
#>   [9,]      0      0      0      0      0      0      0      0      0      0
#>  [10,]      0      0      0      0      0      0      0      0      0      0
#>  [11,]      0      0      0      0      0      0      0      0      0      0
#>  [12,]      0      0      0      0      0      0      0      0      0      0
#>  [13,]      0      0      0      0      0      0      0      0      0      0
#>  [14,]      0      0      0      0      0      0      0      0      0      0
#>  [15,]      0      0      0      0      0      0      0      0      0      0
#>  [16,]      0      0      0      0      0      0      0      0      0      0
#>  [17,]      0      0      0      0      0      0      0      0      0      0
#>  [18,]      0      0      0      0      0      0      0      0      0      0
#>  [19,]      0      0      0      0      0      0      0      0      0      0
#>  [20,]      0      0      0      0      0      0      0      0      0      0
#>  [21,]      0      0      0      0      0      0      0      0      0      0
#>  [22,]      0      0      0      0      0      0      0      0      0      0
#>  [23,]      0      0      0      0      0      0      0      0      0      0
#>  [24,]      0      0      0      0      0      0      0      0      0      0
#>  [25,]      0      0      0      0      0      0      0      0      0      0
#>  [26,]      0      0      0      0      0      0      0      0      0      0
#>  [27,]      0      0      0      0      0      0      0      0      0      0
#>  [28,]      0      0      0      0      0      0      0      0      0      0
#>  [29,]      0      0      0      0      0      0      0      0      0      0
#>  [30,]      0      0      0      0      0      0      0      0      0      0
#>  [31,]      0      0      0      0      0      0      0      0      0      0
#>  [32,]      0      0      0      0      0      0      0      0      0      0
#>  [33,]      0      0      0      0      0      0      0      0      0      0
#>  [34,]      0      0      0      0      0      0      0      0      0      0
#>  [35,]      0      0      0      0      0      0      0      0      0      0
#>  [36,]      0      0      0      0      0      0      0      0      0      0
#>  [37,]      0      0      0      0      0      0      0      0      0      0
#>  [38,]      0      0      0      0      0      0      0      0      0      0
#>  [39,]      0      0      0      0      0      0      0      0      0      0
#>  [40,]      0      0      0      0      0      0      0      0      0      0
#>  [41,]      0      0      0      0      0      0      0      0      0      0
#>  [42,]      0      0      0      0      0      0      0      0      0      0
#>  [43,]      0      0      0      0      0      0      0      0      0      0
#>  [44,]      0      0      0      0      0      0      0      0      0      0
#>  [45,]      0      0      0      0      0      0      0      0      0      0
#>  [46,]      0      0      0      0      0      0      0      0      0      0
#>  [47,]      0      0      0      0      0      0      0      0      0      0
#>  [48,]      0      0      0      0      0      0      0      0      0      0
#>  [49,]      0      0      0      0      0      0      0      0      0      0
#>  [50,]      0      0      0      0      0      0      0      0      0      0
#>  [51,]      0      0      0      0      0      0      0      0      0      0
#>  [52,]      0      0      0      0      0      0      0      0      0      0
#>  [53,]      0      0      0      0      0      0      0      0      0      0
#>  [54,]      0      0      0      0      0      0      0      0      0      0
#>  [55,]      0      0      0      0      0      0      0      0      0      0
#>  [56,]      0      0      0      0      0      0      0      0      0      0
#>  [57,]      0      0      0      0      0      0      0      0      0      0
#>  [58,]      0      0      0      0      0      0      0      0      0      0
#>  [59,]      0      0      0      0      0      0      0      0      0      0
#>  [60,]      0      0      0      0      0      0      0      0      0      0
#>  [61,]      0      0      0      0      0      0      0      0      0      0
#>  [62,]      0      0      0      0      0      0      0      0      0      0
#>  [63,]      0      0      0      0      0      0      0      0      0      0
#>  [64,]      0      0      0      0      0      0      0      0      0      0
#>  [65,]      0      0      0      0      0      0      0      0      0      0
#>  [66,]      0      0      0      0      0      0      0      0      0      0
#>  [67,]      0      0      0      0      0      0      0      0      0      0
#>  [68,]      0      0      0      0      0      0      0      0      0      0
#>  [69,]      0      0      0      0      0      0      0      0      0      0
#>  [70,]      0      0      0      0      0      0      0      0      0      0
#>  [71,]      0      0      0      0      0      0      0      0      0      0
#>  [72,]      0      0      0      0      0      0      0      0      0      0
#>  [73,]      0      0      0      0      0      0      0      0      0      0
#>  [74,]      0      0      0      0      0      0      0      0      0      0
#>  [75,]      0      0      0      0      0      0      0      0      0      0
#>  [76,]      0      0      0      0      0      0      0      0      0      0
#>  [77,]      0      0      0      0      0      0      0      0      0      0
#>  [78,]      0      0      0      0      0      0      0      0      0      0
#>  [79,]      0      0      0      0      0      0      0      0      0      0
#>  [80,]      0      0      0      0      0      0      0      0      0      0
#>  [81,]      0      0      0      0      0      0      0      0      0      0
#>  [82,]      0      0      0      0      0      0      0      0      0      0
#>  [83,]      0      0      0      0      0      0      0      0      0      0
#>  [84,]      0      0      0      0      0      0      0      0      0      0
#>  [85,]      0      0      0      0      0      0      0      0      0      0
#>  [86,]      0      0      0      0      0      0      0      0      0      0
#>  [87,]      0      0      0      0      0      0      0      0      0      0
#>  [88,]      0      0      0      0      0      0      0      0      0      0
#>  [89,]      0      0      0      0      0      0      0      0      0      0
#>  [90,]      0      0      0      0      0      0      0      0      0      0
#>  [91,]      0      0      0      0      0      0      0      0      0      0
#>  [92,]      0      0      0      0      0      0      0      0      0      0
#>  [93,]      0      0      0      0      0      0      0      0      0      0
#>  [94,]      0      0      0      0      0      0      0      0      0      0
#>  [95,]      0      0      0      0      0      0      0      0      0      0
#>  [96,]      0      0      0      0      0      0      0      0      0      0
#>  [97,]      0      0      0      0      0      0      0      0      0      0
#>  [98,]      0      0      0      0      0      0      0      0      0      0
#>  [99,]      0      0      0      0      0      0      0      0      0      0
#> [100,]      0      0      0      0      0      0      0      0      0      0
#> [101,]      0      0      0      0      0      0      0      0      0      0
#>        [,198] [,199] [,200]
#>   [1,]      1      1      1
#>   [2,]      1      1      1
#>   [3,]      1      1      1
#>   [4,]    149    149    149
#>   [5,]    201    201    201
#>   [6,]      0      0      0
#>   [7,]      0      0      0
#>   [8,]      0      0      0
#>   [9,]      0      0      0
#>  [10,]      0      0      0
#>  [11,]      0      0      0
#>  [12,]      0      0      0
#>  [13,]      0      0      0
#>  [14,]      0      0      0
#>  [15,]      0      0      0
#>  [16,]      0      0      0
#>  [17,]      0      0      0
#>  [18,]      0      0      0
#>  [19,]      0      0      0
#>  [20,]      0      0      0
#>  [21,]      0      0      0
#>  [22,]      0      0      0
#>  [23,]      0      0      0
#>  [24,]      0      0      0
#>  [25,]      0      0      0
#>  [26,]      0      0      0
#>  [27,]      0      0      0
#>  [28,]      0      0      0
#>  [29,]      0      0      0
#>  [30,]      0      0      0
#>  [31,]      0      0      0
#>  [32,]      0      0      0
#>  [33,]      0      0      0
#>  [34,]      0      0      0
#>  [35,]      0      0      0
#>  [36,]      0      0      0
#>  [37,]      0      0      0
#>  [38,]      0      0      0
#>  [39,]      0      0      0
#>  [40,]      0      0      0
#>  [41,]      0      0      0
#>  [42,]      0      0      0
#>  [43,]      0      0      0
#>  [44,]      0      0      0
#>  [45,]      0      0      0
#>  [46,]      0      0      0
#>  [47,]      0      0      0
#>  [48,]      0      0      0
#>  [49,]      0      0      0
#>  [50,]      0      0      0
#>  [51,]      0      0      0
#>  [52,]      0      0      0
#>  [53,]      0      0      0
#>  [54,]      0      0      0
#>  [55,]      0      0      0
#>  [56,]      0      0      0
#>  [57,]      0      0      0
#>  [58,]      0      0      0
#>  [59,]      0      0      0
#>  [60,]      0      0      0
#>  [61,]      0      0      0
#>  [62,]      0      0      0
#>  [63,]      0      0      0
#>  [64,]      0      0      0
#>  [65,]      0      0      0
#>  [66,]      0      0      0
#>  [67,]      0      0      0
#>  [68,]      0      0      0
#>  [69,]      0      0      0
#>  [70,]      0      0      0
#>  [71,]      0      0      0
#>  [72,]      0      0      0
#>  [73,]      0      0      0
#>  [74,]      0      0      0
#>  [75,]      0      0      0
#>  [76,]      0      0      0
#>  [77,]      0      0      0
#>  [78,]      0      0      0
#>  [79,]      0      0      0
#>  [80,]      0      0      0
#>  [81,]      0      0      0
#>  [82,]      0      0      0
#>  [83,]      0      0      0
#>  [84,]      0      0      0
#>  [85,]      0      0      0
#>  [86,]      0      0      0
#>  [87,]      0      0      0
#>  [88,]      0      0      0
#>  [89,]      0      0      0
#>  [90,]      0      0      0
#>  [91,]      0      0      0
#>  [92,]      0      0      0
#>  [93,]      0      0      0
#>  [94,]      0      0      0
#>  [95,]      0      0      0
#>  [96,]      0      0      0
#>  [97,]      0      0      0
#>  [98,]      0      0      0
#>  [99,]      0      0      0
#> [100,]      0      0      0
#> [101,]      0      0      0
#> 
#> Slot "fitness":
#>   [1] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>   [9] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [17] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [25] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [33] 614.7321 614.7321 614.7321 587.0658 614.7321 614.7321 614.7321 614.7321
#>  [41] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [49] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [57] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [65] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [73] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [81] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [89] 614.7321 587.0658 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [97] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#> [105] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#> [113] 614.7321 614.7321 614.7321 614.7321 604.2400 614.7321 614.7321 614.7321
#> [121] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#> [129] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 587.0658
#> [137] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#> [145] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#> [153] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#> [161] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#> [169] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#> [177] 614.7321 614.7321 614.7321 596.1278 614.7321 614.7321 614.7321 614.7321
#> [185] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#> [193] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#> 
#> Slot "overbestchrom":
#> [1]   2   1   1  45 149 201
#> 
#> Slot "overbestfit":
#> [1] 587.0658
#> 
#> Slot "bestfit":
#>    [1] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>    [9] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>   [17] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>   [25] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>   [33] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>   [41] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>   [49] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>   [57] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>   [65] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>   [73] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>   [81] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>   [89] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>   [97] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>  [105] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>  [113] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>  [121] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>  [129] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>  [137] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>  [145] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>  [153] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>  [161] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>  [169] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>  [177] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>  [185] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>  [193] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>  [201] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>  [209] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>  [217] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>  [225] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>  [233] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>  [241] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>  [249] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>  [257] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>  [265] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>  [273] 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987 622.9987
#>  [281] 622.9987 622.9987 622.9987 622.9987 622.9987 614.7321 614.7321 614.7321
#>  [289] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [297] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [305] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [313] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [321] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [329] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [337] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [345] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [353] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [361] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [369] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [377] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [385] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [393] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [401] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [409] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [417] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [425] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [433] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [441] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [449] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [457] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [465] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [473] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [481] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [489] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [497] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [505] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [513] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [521] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [529] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [537] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [545] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [553] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [561] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [569] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [577] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [585] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [593] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [601] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [609] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [617] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [625] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [633] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [641] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [649] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [657] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [665] 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321 614.7321
#>  [673] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [681] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [689] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [697] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [705] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [713] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [721] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [729] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [737] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [745] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [753] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [761] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [769] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [777] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [785] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [793] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [801] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [809] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [817] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [825] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [833] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [841] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [849] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [857] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [865] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [873] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [881] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [889] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [897] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [905] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [913] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [921] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [929] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [937] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [945] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [953] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [961] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [969] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [977] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [985] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>  [993] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1001] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1009] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1017] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1025] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1033] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1041] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1049] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1057] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1065] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1073] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1081] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1089] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1097] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1105] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1113] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1121] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1129] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1137] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1145] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1153] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1161] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1169] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1177] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1185] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1193] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1201] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1209] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1217] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1225] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1233] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1241] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1249] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1257] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1265] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1273] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1281] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1289] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1297] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1305] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1313] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1321] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1329] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1337] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1345] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1353] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1361] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1369] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1377] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1385] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1393] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1401] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1409] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1417] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1425] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1433] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1441] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1449] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1457] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1465] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1473] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1481] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1489] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1497] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1505] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1513] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1521] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1529] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1537] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1545] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1553] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1561] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1569] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1577] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1585] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1593] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1601] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1609] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1617] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1625] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1633] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1641] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1649] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1657] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1665] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1673] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1681] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1689] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1697] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1705] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1713] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1721] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1729] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1737] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1745] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1753] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1761] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1769] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1777] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1785] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1793] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1801] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1809] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1817] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1825] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1833] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1841] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1849] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1857] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1865] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1873] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1881] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1889] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1897] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1905] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1913] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1921] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1929] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1937] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1945] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1953] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1961] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1969] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1977] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1985] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1993] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [2001] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [2009] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [2017] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [2025] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
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#> [5249] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5257] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5265] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5273] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5281] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5289] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5297] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5305] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5313] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5321] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5329] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5337] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5345] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5353] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5361] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5369] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5377] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5385] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5393] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5401] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5409] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5417] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5425] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5433] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5441] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5449] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5457] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5465] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5473] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5481] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5489] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5497] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5505] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5513] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5521] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5529] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5537] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5545] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5553] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5561] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5569] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5577] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5585] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5593] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5601] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5609] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5617] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5625] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5633] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5641] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5649] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5657] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5665] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> 
#> Slot "count":
#> [1] 5672
#> 
#> Slot "convg":
#> [1] 0
summary(res.changepointGA)
#> ###############################################
#> #         Changepoint Detection via GA        #
#> ###############################################
#>    Settings: 
#>    Population size         =  200 
#>    Number of generations   =  5672 
#>    Crossover probability   =  0.95 
#>    Mutation probability    =  0.3 
#>    Changepoint probability =  0.01 
#>    Task mode               =  both 
#>    Parallel Usage          =  FALSE 
#>    Suggestions: 
#>      [1]:
#>      [2]:50
#>      [3]:50 150
#>      [4]:50 100 150
#> 
#> ##### GA results ##### 
#>    Optimal Fitness value = 587.0658 
#>    Optimal Solution: 
#>         Number of Changepoints =  2 
#>         Model hyperparameters:
#>              ar = 1 
#>              ma = 1 
#>         Changepoints Locations =  45 149

Island model GA

The island model GA can be implemented using the cptgaisl() function, which supports similar core arguments as the basic GA function cptga(), but introduces additional flexibility and parallelism via multiple isolated sub-populations (islands).

Key differences include:

If model order selection is enabled (e.g., for AR, MA, or ARIMA models), the associated model orders will be randomly sampled based on the user-supplied prange argument.

tim1 <- Sys.time()
res.Island.changepointGA <- suppressWarnings(cptgaisl(
  ObjFunc = ARIMA.BIC.Order,
  N = N,
  prange = prange,
  popSize = 160,
  numIslands = 2,
  maxMig = 1000,
  maxgen = 50,
  maxconv = 20,
  option = "both",
  XMat = XMatEst,
  Xt = myts
))
tim2 <- Sys.time()
tim2 - tim1
#> Time difference of 9.133119 secs
print(res.Island.changepointGA)
#> An object of class "cptgaisl"
#> Slot "call":
#> cptgaisl(ObjFunc = ARIMA.BIC.Order, N = N, prange = prange, popSize = 160, 
#>     numIslands = 2, maxMig = 1000, maxgen = 50, maxconv = 20, 
#>     option = "both", XMat = XMatEst, Xt = myts)
#> 
#> Slot "N":
#> [1] 200
#> 
#> Slot "prange":
#> $ar
#> [1] 0 2
#> 
#> $ma
#> [1] 0 2
#> 
#> 
#> Slot "popSize":
#> [1] 160
#> 
#> Slot "numIslands":
#> [1] 2
#> 
#> Slot "Islandsize":
#> [1] 80
#> 
#> Slot "pcrossover":
#> [1] 0.95
#> 
#> Slot "pmutation":
#> [1] 0.3
#> 
#> Slot "pchangepoint":
#> [1] 0.01
#> 
#> Slot "minDist":
#> [1] 1
#> 
#> Slot "mmax":
#> [1] 99
#> 
#> Slot "lmax":
#> [1] 101
#> 
#> Slot "maxMig":
#> [1] 1000
#> 
#> Slot "maxgen":
#> [1] 50
#> 
#> Slot "maxconv":
#> [1] 20
#> 
#> Slot "option":
#> [1] "both"
#> 
#> Slot "monitoring":
#> [1] FALSE
#> 
#> Slot "parallel":
#> [1] FALSE
#> 
#> Slot "nCore":
#> NULL
#> 
#> Slot "tol":
#> [1] 1e-05
#> 
#> Slot "seed":
#> NULL
#> 
#> Slot "suggestions":
#> NULL
#> 
#> Slot "Island":
#> , , 1
#> 
#>        [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13]
#>   [1,]    3    4    3    2    2    2    2    2    2     2     3     2     1
#>   [2,]    1    1    1    1    1    2    1    1    1     1     1     1     1
#>   [3,]    1    1    1    1    1    1    1    1    1     1     1     1     1
#>   [4,]   45   26   26   45   45   85   45   45   45    45    26    45   149
#>   [5,]   48   45  119  149  149  149  149  149  149   149    45   149   201
#>   [6,]  149  119  149  201  201  201  201  201  201   201   149   201     0
#>   [7,]  201  149  201    0    0    0    0    0    0     0   201     0     0
#>   [8,]    0  201    0    0    0    0    0    0    0     0     0     0     0
#>   [9,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [10,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [11,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [12,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [13,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [14,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [15,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [16,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [17,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [18,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [19,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [20,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [21,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [22,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [23,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [24,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [25,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [26,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [27,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [28,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [29,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [30,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [31,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [32,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [33,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [34,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [35,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [36,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [37,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [38,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [39,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [40,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [41,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [42,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [43,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [44,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [45,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [46,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [47,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [48,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [49,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [50,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [51,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [52,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [53,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [54,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [55,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [56,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [57,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [58,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [59,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [60,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [61,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [62,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [63,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [64,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [65,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [66,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [67,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [68,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [69,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [70,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [71,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [72,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [73,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [74,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [75,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [76,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [77,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [78,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [79,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [80,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [81,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [82,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [83,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [84,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [85,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [86,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [87,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [88,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [89,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [90,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [91,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [92,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [93,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [94,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [95,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [96,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [97,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [98,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [99,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#> [100,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#> [101,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>        [,14] [,15] [,16] [,17] [,18] [,19] [,20] [,21] [,22] [,23] [,24] [,25]
#>   [1,]     2     4     2     3     4     2     1     2     2     3     2     2
#>   [2,]     2     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     2     1     1     1     1     1     1     1     1     1     1     1
#>   [4,]    48    26    45   149    26    48   149    45    47    45    48    45
#>   [5,]   149    45   149   186    45   149   201   149   162   119   149   149
#>   [6,]   201   119   201   189   119   201     0   201   201   149   201   201
#>   [7,]     0   149     0   201   149     0     0     0     0   201     0     0
#>   [8,]     0   201     0     0   201     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,26] [,27] [,28] [,29] [,30] [,31] [,32] [,33] [,34] [,35] [,36] [,37]
#>   [1,]     2     3     4     2     2     1     2     1     3     2     1     2
#>   [2,]     1     1     1     1     1     1     1     2     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     2     1
#>   [4,]    26    26    48    45    45   149    45   149    48    45   149    45
#>   [5,]   149   149   148   157   149   201   162   201   149   149   201   149
#>   [6,]   201   186   149   201   201     0   201     0   186   201     0   201
#>   [7,]     0   201   176     0     0     0     0     0   201     0     0     0
#>   [8,]     0     0   201     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,38] [,39] [,40] [,41] [,42] [,43] [,44] [,45] [,46] [,47] [,48] [,49]
#>   [1,]     1     3     1     4     2     1     2     2     1     2     2     3
#>   [2,]     1     1     1     1     2     1     1     1     1     1     2     1
#>   [3,]     1     1     1     1     2     1     1     1     1     1     2     1
#>   [4,]   149    45   147    26    45   149    48    45   149    45    45    45
#>   [5,]   201   149   201    45   149   201   149   149   201   149   147   149
#>   [6,]     0   186     0   119   201     0   201   201     0   201   201   186
#>   [7,]     0   201     0   149     0     0     0     0     0     0     0   201
#>   [8,]     0     0     0   201     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,50] [,51] [,52] [,53] [,54] [,55] [,56] [,57] [,58] [,59] [,60] [,61]
#>   [1,]     2     4     2     1     3     2     2     1     3     2     3     2
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [4,]    45    26    45   149    26    48    45   149    26    45    35    45
#>   [5,]   149    45   149   201    45   149   149   201    45   149    97   149
#>   [6,]   201   119   201     0   147   201   201     0   149   201   149   201
#>   [7,]     0   149     0     0   201     0     0     0   201     0   201     0
#>   [8,]     0   201     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,62] [,63] [,64] [,65] [,66] [,67] [,68] [,69] [,70] [,71] [,72] [,73]
#>   [1,]     1     1     1     1     1     3     1     1     1     1     1     1
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [4,]    45    45    45    45    45    26    45    45    45    45    45    45
#>   [5,]   201   201   201   201   201   119   201   201   201   201   201   201
#>   [6,]     0     0     0     0     0   149     0     0     0     0     0     0
#>   [7,]     0     0     0     0     0   201     0     0     0     0     0     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,74] [,75] [,76] [,77] [,78] [,79] [,80]
#>   [1,]     1     1     1     1     1     1     1
#>   [2,]     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1
#>   [4,]    45    45    45    45    45    45    45
#>   [5,]   201   201   201   201   201   201   201
#>   [6,]     0     0     0     0     0     0     0
#>   [7,]     0     0     0     0     0     0     0
#>   [8,]     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0
#> 
#> , , 2
#> 
#>        [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13]
#>   [1,]    2    3    2    2    3    2    2    2    2     2     2     2     4
#>   [2,]    1    1    1    1    1    1    2    1    1     1     1     1     1
#>   [3,]    1    1    1    1    1    1    1    1    1     1     1     1     1
#>   [4,]   45   26   45   45   67   45   82   45   45    82    82    45    26
#>   [5,]  147   45  149  147   85  147  149  149  147   147   147   147    45
#>   [6,]  201  147  201  201  149  201  201  201  201   201   201   201   119
#>   [7,]    0  201    0    0  201    0    0    0    0     0     0     0   147
#>   [8,]    0    0    0    0    0    0    0    0    0     0     0     0   201
#>   [9,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [10,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [11,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [12,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [13,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [14,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [15,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [16,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [17,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [18,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [19,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [20,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [21,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [22,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [23,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [24,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [25,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [26,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [27,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [28,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [29,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [30,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [31,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [32,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [33,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [34,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [35,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [36,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [37,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [38,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [39,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [40,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [41,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [42,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [43,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [44,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [45,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [46,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [47,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [48,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [49,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [50,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [51,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [52,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [53,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [54,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [55,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [56,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [57,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [58,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [59,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [60,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [61,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [62,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [63,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [64,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [65,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [66,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [67,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [68,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [69,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [70,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [71,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [72,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [73,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [74,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [75,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [76,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [77,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [78,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [79,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [80,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [81,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [82,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [83,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [84,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [85,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [86,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [87,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [88,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [89,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [90,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [91,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [92,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [93,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [94,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [95,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [96,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [97,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [98,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [99,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#> [100,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#> [101,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>        [,14] [,15] [,16] [,17] [,18] [,19] [,20] [,21] [,22] [,23] [,24] [,25]
#>   [1,]     2     2     2     3     3     2     2     2     3     2     2     2
#>   [2,]     1     1     1     1     2     1     1     1     1     1     1     0
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     2
#>   [4,]    45    45    82    45    26    82    45    82    26    82    82    45
#>   [5,]   147   147   147   119    45   147   149   147    45   147   147   147
#>   [6,]   201   201   201   147   147   201   201   201   147   201   201   201
#>   [7,]     0     0     0   201   201     0     0     0   201     0     0     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,26] [,27] [,28] [,29] [,30] [,31] [,32] [,33] [,34] [,35] [,36] [,37]
#>   [1,]     2     3     2     4     2     2     2     2     2     3     2     3
#>   [2,]     1     2     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [4,]    45    45    82   133    45    45    45    45    82    45    45    45
#>   [5,]   147    82   147   147   147   147   149   147   147   147   147   147
#>   [6,]   201   147   201   149   201   201   201   201   201   198   201   198
#>   [7,]     0   201     0   198     0     0     0     0     0   201     0   201
#>   [8,]     0     0     0   201     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,38] [,39] [,40] [,41] [,42] [,43] [,44] [,45] [,46] [,47] [,48] [,49]
#>   [1,]     1     2     3     4     2     2     1     1     1     1     1     1
#>   [2,]     1     1     1     1     2     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [4,]   149    82    45    26    82    45   147   147   147   147   147   147
#>   [5,]   201   147    82    45   149   149   201   201   201   201   201   201
#>   [6,]     0   201   147   119   201   201     0     0     0     0     0     0
#>   [7,]     0     0   201   147     0     0     0     0     0     0     0     0
#>   [8,]     0     0     0   201     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,50] [,51] [,52] [,53] [,54] [,55] [,56] [,57] [,58] [,59] [,60] [,61]
#>   [1,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [4,]   147   147   147   147   147   147   147   147   147   147   147   147
#>   [5,]   201   201   201   201   201   201   201   201   201   201   201   201
#>   [6,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [7,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,62] [,63] [,64] [,65] [,66] [,67] [,68] [,69] [,70] [,71] [,72] [,73]
#>   [1,]     1     1     1     2     1     1     1     1     2     2     1     1
#>   [2,]     1     1     1     1     1     1     1     1     2     1     1     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [4,]   147   147   147    45   147   147   147   147    85    45   147   147
#>   [5,]   201   201   201   149   201   201   201   201   149   147   201   201
#>   [6,]     0     0     0   201     0     0     0     0   201   201     0     0
#>   [7,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,74] [,75] [,76] [,77] [,78] [,79] [,80]
#>   [1,]     4     1     1     1     1     1     1
#>   [2,]     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1
#>   [4,]    26   147   147   147   147   147   147
#>   [5,]    45   201   201   201   201   201   201
#>   [6,]   119     0     0     0     0     0     0
#>   [7,]   149     0     0     0     0     0     0
#>   [8,]   201     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0
#> 
#> 
#> Slot "IslandFit":
#>           [,1]     [,2]
#>  [1,] 589.7107 600.4167
#>  [2,] 597.1804 605.3858
#>  [3,] 624.3238 587.0658
#>  [4,] 587.0658 600.4167
#>  [5,] 587.0658 620.7016
#>  [6,] 625.2397 600.4167
#>  [7,] 587.0658 617.0625
#>  [8,] 587.0658 587.0658
#>  [9,] 587.0658 600.4167
#> [10,] 587.0658 626.2122
#> [11,] 592.0904 626.2122
#> [12,] 587.0658 600.4167
#> [13,] 614.7321 610.6476
#> [14,] 628.0532 600.4167
#> [15,] 597.1804 600.4167
#> [16,] 587.0658 626.2122
#> [17,] 623.0658 605.6883
#> [18,] 597.1804 608.9807
#> [19,] 619.4584 626.2122
#> [20,] 614.7321 587.0658
#> [21,] 587.0658 626.2122
#> [22,] 629.1235 605.3858
#> [23,] 592.1856 626.2122
#> [24,] 619.4584 626.2122
#> [25,] 587.0658 605.2290
#> [26,] 619.8752 600.4167
#> [27,] 623.0701 607.1896
#> [28,] 625.8117 626.2122
#> [29,] 625.7540 625.5811
#> [30,] 587.0658 600.4167
#> [31,] 614.7321 600.4167
#> [32,] 624.8059 587.0658
#> [33,] 620.0298 600.4167
#> [34,] 623.0723 626.2122
#> [35,] 587.0658 603.7417
#> [36,] 620.0298 600.4167
#> [37,] 587.0658 603.7417
#> [38,] 614.7321 614.7321
#> [39,] 588.8459 626.2122
#> [40,] 628.1270 603.0602
#> [41,] 597.1804 610.6476
#> [42,] 593.6582 617.0625
#> [43,] 614.7321 587.0658
#> [44,] 619.4584 628.1270
#> [45,] 587.0658 628.1270
#> [46,] 614.7321 628.1270
#> [47,] 587.0658 628.1270
#> [48,] 608.3213 628.1270
#> [49,] 588.8459 628.1270
#> [50,] 587.0658 628.1270
#> [51,] 597.1804 628.1270
#> [52,] 587.0658 628.1270
#> [53,] 614.7321 628.1270
#> [54,] 605.3858 628.1270
#> [55,] 619.4584 628.1270
#> [56,] 587.0658 628.1270
#> [57,] 614.7321 628.1270
#> [58,] 592.0904 628.1270
#> [59,] 587.0658 628.1270
#> [60,] 620.5846 628.1270
#> [61,] 587.0658 628.1270
#> [62,] 629.4825 628.1270
#> [63,] 629.4825 628.1270
#> [64,] 629.4825 628.1270
#> [65,] 629.4825 587.0658
#> [66,] 629.4825 628.1270
#> [67,] 624.3238 628.1270
#> [68,] 629.4825 628.1270
#> [69,] 629.4825 628.1270
#> [70,] 629.4825 625.2397
#> [71,] 629.4825 600.4167
#> [72,] 629.4825 628.1270
#> [73,] 629.4825 628.1270
#> [74,] 629.4825 597.1804
#> [75,] 629.4825 628.1270
#> [76,] 629.4825 628.1270
#> [77,] 629.4825 628.1270
#> [78,] 629.4825 628.1270
#> [79,] 629.4825 628.1270
#> [80,] 629.4825 628.1270
#> 
#> Slot "overbestchrom":
#> [1]   2   1   1  45 149 201
#> 
#> Slot "overbestfit":
#> [1] 587.0658
#> 
#> Slot "bestfit":
#>    [1] 631.9680 625.2397 625.2397 617.0625 617.0625 597.1804 597.1804 597.1804
#>    [9] 597.1804 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>   [17] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#>   [25] 587.0658 587.0658 587.0658 587.0658 587.0658   0.0000   0.0000   0.0000
#>   [33]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>   [41]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>   [49]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>   [57]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>   [65]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>   [73]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>   [81]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>   [89]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>   [97]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [105]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [113]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [121]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [129]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [137]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [145]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [153]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [161]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [169]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [177]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [185]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [193]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [201]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [209]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [217]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [225]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [233]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [241]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [249]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [257]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [265]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [273]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [281]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [289]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [297]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [305]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [313]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [321]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [329]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [337]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [345]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [353]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [361]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [369]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [377]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [385]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [393]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [401]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [409]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [417]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [425]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [433]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [441]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [449]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [457]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [465]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [473]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [481]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [489]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [497]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [505]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [513]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [521]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [529]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [537]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [545]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [553]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [561]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [569]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [577]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [585]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [593]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [601]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [609]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [617]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [625]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [633]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [641]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [649]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [657]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [665]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [673]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [681]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [689]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [697]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [705]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [713]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [721]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [729]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [737]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [745]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [753]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [761]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [769]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [777]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [785]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [793]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [801]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [809]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [817]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [825]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [833]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [841]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [849]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [857]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [865]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [873]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [881]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [889]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [897]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [905]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [913]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [921]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [929]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [937]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [945]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [953]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [961]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [969]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [977]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [985]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [993]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#> 
#> Slot "countMig":
#> [1] 29
#> 
#> Slot "count":
#> [1] 1450
#> 
#> Slot "convg":
#> [1] 0
summary(res.Island.changepointGA)
#> ###############################################
#> #  Changepoint Detection via Island Model GA  #
#> ###############################################
#>    Settings: 
#>    Population size         =  160 
#>    Number of Island        =  2 
#>    Island size             =  80 
#>    Number of generations   =  1450 
#>    Number of migrations    =  29 
#>    Crossover probability   =  0.95 
#>    Mutation probability    =  0.3 
#>    Changepoint probability =  0.01 
#>    Task mode               =  both 
#>    Parallel Usage          =  FALSE 
#> 
#> ##### Island GA results ##### 
#>    Optimal Fitness value = 587.0658 
#>    Optimal Solution: 
#>         Number of Changepoints =  2 
#>         Model hyperparameters:
#>              ar = 1 
#>              ma = 1 
#>         Changepoints Locations =  45 149
plot(res.Island.changepointGA, data = myts)

Parallel computing

The default behavior of both cptga() and cptgaisl() is to evaluate each candidate changepoint configuration sequentially, which can be computationally expensive, especially during the initial population fitness evaluation. To address this, users may enable parallel computing to significantly speed up the evaluation process.

Parallel execution requires the R packages foreach and doParallel. This approach is particularly beneficial when the population size and the number of islands are large, as more evaluations can be distributed across available CPU cores.

To enable parallel computing, simply set the argument parallel = TRUE and specify the number of cores via nCore. It is generally recommended to set nCore equal to the number of islands (when using cptgaisl()), or to the number of physical cores available for cptga(). The following example will distribute the fitness evaluations across two parallel threads, potentially reducing the runtime substantially for large or complex problems.

tim3 <- Sys.time()
res.Island.changepointGA <- suppressWarnings(cptgaisl(
  ObjFunc = ARIMA.BIC.Order,
  N = N,
  prange = prange,
  popSize = 160,
  numIslands = 2,
  maxMig = 1000,
  maxgen = 50,
  maxconv = 20,
  option = "both",
  parallel = TRUE,
  nCore = 2,
  XMat = XMatEst,
  Xt = myts
))

tim4 <- Sys.time()
tim4 - tim3
#> Time difference of 6.115647 secs
print(res.Island.changepointGA)
#> An object of class "cptgaisl"
#> Slot "call":
#> cptgaisl(ObjFunc = ARIMA.BIC.Order, N = N, prange = prange, popSize = 160, 
#>     numIslands = 2, maxMig = 1000, maxgen = 50, maxconv = 20, 
#>     option = "both", parallel = TRUE, nCore = 2, XMat = XMatEst, 
#>     Xt = myts)
#> 
#> Slot "N":
#> [1] 200
#> 
#> Slot "prange":
#> $ar
#> [1] 0 2
#> 
#> $ma
#> [1] 0 2
#> 
#> 
#> Slot "popSize":
#> [1] 160
#> 
#> Slot "numIslands":
#> [1] 2
#> 
#> Slot "Islandsize":
#> [1] 80
#> 
#> Slot "pcrossover":
#> [1] 0.95
#> 
#> Slot "pmutation":
#> [1] 0.3
#> 
#> Slot "pchangepoint":
#> [1] 0.01
#> 
#> Slot "minDist":
#> [1] 1
#> 
#> Slot "mmax":
#> [1] 99
#> 
#> Slot "lmax":
#> [1] 101
#> 
#> Slot "maxMig":
#> [1] 1000
#> 
#> Slot "maxgen":
#> [1] 50
#> 
#> Slot "maxconv":
#> [1] 20
#> 
#> Slot "option":
#> [1] "both"
#> 
#> Slot "monitoring":
#> [1] FALSE
#> 
#> Slot "parallel":
#> [1] TRUE
#> 
#> Slot "nCore":
#> [1] 2
#> 
#> Slot "tol":
#> [1] 1e-05
#> 
#> Slot "seed":
#> NULL
#> 
#> Slot "suggestions":
#> NULL
#> 
#> Slot "Island":
#> , , 1
#> 
#>        [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13]
#>   [1,]    2    3    2    2    2    2    2    2    3     2     2     2     2
#>   [2,]    1    1    1    0    1    1    1    1    1     1     1     1     1
#>   [3,]    1    1    1    2    1    1    1    1    1     1     1     1     1
#>   [4,]   45   45   45   45   45   45   45   45   45    45    45    45    45
#>   [5,]  147  116  147  147  147  147  147  147  116   147   147   147   147
#>   [6,]  201  147  201  201  201  201  201  201  147   201   201   201   201
#>   [7,]    0  201    0    0    0    0    0    0  201     0     0     0     0
#>   [8,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>   [9,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [10,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [11,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [12,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [13,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [14,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [15,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [16,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [17,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [18,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [19,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [20,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [21,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [22,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [23,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [24,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [25,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [26,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [27,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [28,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [29,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [30,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [31,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [32,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [33,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [34,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [35,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [36,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [37,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [38,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [39,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [40,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [41,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [42,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [43,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [44,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [45,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [46,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [47,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [48,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [49,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [50,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [51,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [52,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [53,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [54,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [55,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [56,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [57,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [58,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [59,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [60,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [61,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [62,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [63,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [64,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [65,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [66,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [67,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [68,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [69,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [70,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [71,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [72,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [73,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [74,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [75,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [76,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [77,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [78,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [79,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [80,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [81,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [82,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [83,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [84,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [85,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [86,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [87,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [88,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [89,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [90,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [91,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [92,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [93,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [94,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [95,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [96,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [97,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [98,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [99,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#> [100,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#> [101,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>        [,14] [,15] [,16] [,17] [,18] [,19] [,20] [,21] [,22] [,23] [,24] [,25]
#>   [1,]     2     2     3     2     3     2     2     2     2     2     3     2
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [4,]    45    45    45    45    45    45    45    45    45    45    45    45
#>   [5,]   147   147   116   147   116   147   147   147   147   147   116   147
#>   [6,]   201   201   147   201   147   201   201   201   201   201   147   201
#>   [7,]     0     0   201     0   201     0     0     0     0     0   201     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,26] [,27] [,28] [,29] [,30] [,31] [,32] [,33] [,34] [,35] [,36] [,37]
#>   [1,]     2     2     2     2     2     3     2     2     2     3     2     2
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [4,]    45    45    45    45    45    45    45    45    45    45    45    45
#>   [5,]   147   147   147   147   147   116   147   147   147   116   147   147
#>   [6,]   201   201   201   201   201   147   201   201   201   147   201   201
#>   [7,]     0     0     0     0     0   201     0     0     0   201     0     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,38] [,39] [,40] [,41] [,42] [,43] [,44] [,45] [,46] [,47] [,48] [,49]
#>   [1,]     2     2     2     2     2     2     2     2     2     2     2     3
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [4,]    45    45    45    45    45    45    45    45    45    45    45    45
#>   [5,]   147   147   147   147   147   147   147   147   147   147   147   116
#>   [6,]   201   201   201   201   201   201   201   201   201   201   201   147
#>   [7,]     0     0     0     0     0     0     0     0     0     0     0   201
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,50] [,51] [,52] [,53] [,54] [,55] [,56] [,57] [,58] [,59] [,60] [,61]
#>   [1,]     2     2     2     2     1     1     1     1     1     2     1     1
#>   [2,]     1     1     1     2     1     1     1     1     1     1     1     1
#>   [3,]     1     1     1     2     1     1     1     1     1     1     1     1
#>   [4,]    45    45    45    45   149   149   149   149   149    45   149   149
#>   [5,]   147   147   147   147   201   201   201   201   201   147   201   201
#>   [6,]   201   201   201   201     0     0     0     0     0   201     0     0
#>   [7,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,62] [,63] [,64] [,65] [,66] [,67] [,68] [,69] [,70] [,71] [,72] [,73]
#>   [1,]     1     1     2     1     1     1     2     1     1     1     1     1
#>   [2,]     1     1     1     1     1     1     0     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     2     1     1     1     1     1
#>   [4,]   149   149    45   149   149   149    45   149   149   149   149   149
#>   [5,]   201   201   147   201   201   201   147   201   201   201   201   201
#>   [6,]     0     0   201     0     0     0   201     0     0     0     0     0
#>   [7,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,74] [,75] [,76] [,77] [,78] [,79] [,80]
#>   [1,]     1     1     2     1     1     1     2
#>   [2,]     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1
#>   [4,]   149   149    45   149   149   149    45
#>   [5,]   201   201   147   201   201   201   147
#>   [6,]     0     0   201     0     0     0   201
#>   [7,]     0     0     0     0     0     0     0
#>   [8,]     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0
#> 
#> , , 2
#> 
#>        [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13]
#>   [1,]    3    2    3    2    2    2    2    3    2     2     2     2     2
#>   [2,]    1    2    1    1    1    2    1    1    1     1     1     1     1
#>   [3,]    1    2    1    1    1    2    1    1    1     1     1     1     1
#>   [4,]   45   45   45   45   45   45   45   45   45    45    45    45    45
#>   [5,]  116  147  116  147  147  147  147  116  147   147   147   147   147
#>   [6,]  147  201  147  201  201  201  201  147  201   201   201   201   201
#>   [7,]  201    0  201    0    0    0    0  201    0     0     0     0     0
#>   [8,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>   [9,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [10,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [11,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [12,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [13,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [14,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [15,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [16,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [17,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [18,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [19,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [20,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [21,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [22,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [23,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [24,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [25,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [26,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [27,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [28,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [29,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [30,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [31,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [32,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [33,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [34,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [35,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [36,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [37,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [38,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [39,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [40,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [41,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [42,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [43,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [44,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [45,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [46,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [47,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [48,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [49,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [50,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [51,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [52,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [53,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [54,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [55,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [56,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [57,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [58,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [59,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [60,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [61,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [62,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [63,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [64,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [65,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [66,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [67,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [68,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [69,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [70,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [71,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [72,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [73,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [74,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [75,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [76,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [77,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [78,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [79,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [80,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [81,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [82,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [83,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [84,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [85,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [86,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [87,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [88,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [89,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [90,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [91,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [92,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [93,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [94,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [95,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [96,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [97,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [98,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [99,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#> [100,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#> [101,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>        [,14] [,15] [,16] [,17] [,18] [,19] [,20] [,21] [,22] [,23] [,24] [,25]
#>   [1,]     2     2     2     2     2     3     2     2     2     2     3     2
#>   [2,]     1     1     1     1     0     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     2     1     1     1     1     1     1     1
#>   [4,]    45    45    45    45    45    45    45    45    45    45    45    45
#>   [5,]   147   147   147   147   147   116   147   147   147   147   116   147
#>   [6,]   201   201   201   201   201   147   201   201   201   201   147   201
#>   [7,]     0     0     0     0     0   201     0     0     0     0   201     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,26] [,27] [,28] [,29] [,30] [,31] [,32] [,33] [,34] [,35] [,36] [,37]
#>   [1,]     2     2     2     3     2     2     2     2     3     2     2     2
#>   [2,]     1     1     1     2     1     1     1     0     1     1     1     1
#>   [3,]     1     1     1     2     1     1     1     2     1     1     1     1
#>   [4,]    45    45    45    45    45    45    45    45    45    45    45    45
#>   [5,]   147   147   147   116   147   147   147   147   116   147   147   147
#>   [6,]   201   201   201   147   201   201   201   201   147   201   201   201
#>   [7,]     0     0     0   201     0     0     0     0   201     0     0     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,38] [,39] [,40] [,41] [,42] [,43] [,44] [,45] [,46] [,47] [,48] [,49]
#>   [1,]     2     3     3     2     2     1     2     1     1     1     3     2
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [4,]    45    45    45    45    45   149    45   149   149   149    45    45
#>   [5,]   147   116   116   147   147   201   147   201   201   201   116   147
#>   [6,]   201   147   147   201   201     0   201     0     0     0   147   201
#>   [7,]     0   201   201     0     0     0     0     0     0     0   201     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,50] [,51] [,52] [,53] [,54] [,55] [,56] [,57] [,58] [,59] [,60] [,61]
#>   [1,]     2     2     3     3     2     1     2     2     1     2     2     1
#>   [2,]     1     1     1     2     1     1     1     1     1     1     1     1
#>   [3,]     1     1     1     2     1     1     1     1     1     1     1     1
#>   [4,]    45    45    45    45    45   149    45    45   149    45    45   149
#>   [5,]   147   147   116   116   147   201   147   147   201   147   147   201
#>   [6,]   201   201   147   147   201     0   201   201     0   201   201     0
#>   [7,]     0     0   201   201     0     0     0     0     0     0     0     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,62] [,63] [,64] [,65] [,66] [,67] [,68] [,69] [,70] [,71] [,72] [,73]
#>   [1,]     1     1     1     1     1     1     3     2     1     2     1     1
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [4,]   149   149   149   149   149   149    45    45   149    45   149   149
#>   [5,]   201   201   201   201   201   201   116   147   201   147   201   201
#>   [6,]     0     0     0     0     0     0   147   201     0   201     0     0
#>   [7,]     0     0     0     0     0     0   201     0     0     0     0     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,74] [,75] [,76] [,77] [,78] [,79] [,80]
#>   [1,]     3     2     3     2     2     1     1
#>   [2,]     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1
#>   [4,]    45    45    45    45    45   149   149
#>   [5,]   116   147   116   147   147   201   201
#>   [6,]   147   201   147   201   201     0     0
#>   [7,]   201     0   201     0     0     0     0
#>   [8,]     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0
#> 
#> 
#> Slot "IslandFit":
#>       result.1 result.2
#>  [1,] 600.4167 605.5188
#>  [2,] 605.5188 608.3213
#>  [3,] 600.4167 605.5188
#>  [4,] 605.2290 600.4167
#>  [5,] 600.4167 600.4167
#>  [6,] 600.4167 608.3213
#>  [7,] 600.4167 600.4167
#>  [8,] 600.4167 605.5188
#>  [9,] 605.5188 600.4167
#> [10,] 600.4167 600.4167
#> [11,] 600.4167 600.4167
#> [12,] 600.4167 600.4167
#> [13,] 600.4167 600.4167
#> [14,] 600.4167 600.4167
#> [15,] 600.4167 600.4167
#> [16,] 605.5188 600.4167
#> [17,] 600.4167 600.4167
#> [18,] 605.5188 605.2290
#> [19,] 600.4167 605.5188
#> [20,] 600.4167 600.4167
#> [21,] 600.4167 600.4167
#> [22,] 600.4167 600.4167
#> [23,] 600.4167 600.4167
#> [24,] 605.5188 605.5188
#> [25,] 600.4167 600.4167
#> [26,] 600.4167 600.4167
#> [27,] 600.4167 600.4167
#> [28,] 600.4167 600.4167
#> [29,] 600.4167 613.4968
#> [30,] 600.4167 600.4167
#> [31,] 605.5188 600.4167
#> [32,] 600.4167 600.4167
#> [33,] 600.4167 605.2290
#> [34,] 600.4167 605.5188
#> [35,] 605.5188 600.4167
#> [36,] 600.4167 600.4167
#> [37,] 600.4167 600.4167
#> [38,] 600.4167 600.4167
#> [39,] 600.4167 605.5188
#> [40,] 600.4167 605.5188
#> [41,] 600.4167 600.4167
#> [42,] 600.4167 600.4167
#> [43,] 600.4167 614.7321
#> [44,] 600.4167 600.4167
#> [45,] 600.4167 614.7321
#> [46,] 600.4167 614.7321
#> [47,] 600.4167 614.7321
#> [48,] 600.4167 605.5188
#> [49,] 605.5188 600.4167
#> [50,] 600.4167 600.4167
#> [51,] 600.4167 600.4167
#> [52,] 600.4167 605.5188
#> [53,] 608.3213 613.4968
#> [54,] 614.7321 600.4167
#> [55,] 614.7321 614.7321
#> [56,] 614.7321 600.4167
#> [57,] 614.7321 600.4167
#> [58,] 614.7321 614.7321
#> [59,] 600.4167 600.4167
#> [60,] 614.7321 600.4167
#> [61,] 614.7321 614.7321
#> [62,] 614.7321 614.7321
#> [63,] 614.7321 614.7321
#> [64,] 600.4167 614.7321
#> [65,] 614.7321 614.7321
#> [66,] 614.7321 614.7321
#> [67,] 614.7321 614.7321
#> [68,] 605.2290 605.5188
#> [69,] 614.7321 600.4167
#> [70,] 614.7321 614.7321
#> [71,] 614.7321 600.4167
#> [72,] 614.7321 614.7321
#> [73,] 614.7321 614.7321
#> [74,] 614.7321 605.5188
#> [75,] 614.7321 600.4167
#> [76,] 600.4167 605.5188
#> [77,] 614.7321 600.4167
#> [78,] 614.7321 600.4167
#> [79,] 614.7321 614.7321
#> [80,] 600.4167 614.7321
#> 
#> Slot "overbestchrom":
#> [1]   2   1   1  45 147 201
#> 
#> Slot "overbestfit":
#> [1] 600.4167
#> 
#> Slot "bestfit":
#>    [1] 614.7321 614.7321 614.7321 614.7321 614.7321 605.5188 605.5188 605.5188
#>    [9] 605.5188 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#>   [17] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#>   [25] 600.4167 600.4167 600.4167 600.4167 600.4167   0.0000   0.0000   0.0000
#>   [33]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>   [41]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>   [49]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>   [57]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>   [65]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>   [73]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>   [81]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>   [89]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>   [97]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [105]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [113]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [121]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [129]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [137]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [145]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [153]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [161]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [169]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [177]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [185]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [193]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [201]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [209]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [217]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [225]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [233]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [241]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [249]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [257]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [265]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [273]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [281]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [289]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [297]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [305]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [313]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [321]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [329]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [337]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [345]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [353]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [361]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [369]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [377]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [385]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [393]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [401]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [409]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [417]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [425]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [433]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [441]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [449]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [457]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [465]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [473]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [481]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [489]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [497]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [505]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [513]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [521]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [529]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [537]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [545]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [553]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [561]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [569]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [577]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [585]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [593]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [601]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [609]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [617]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [625]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [633]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [641]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [649]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [657]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [665]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [673]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [681]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [689]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [697]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [705]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [713]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [721]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [729]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [737]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [745]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [753]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [761]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [769]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [777]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [785]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [793]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [801]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [809]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [817]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [825]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [833]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [841]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [849]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [857]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [865]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [873]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [881]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [889]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [897]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [905]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [913]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [921]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [929]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [937]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [945]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [953]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [961]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [969]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [977]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [985]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#>  [993]   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000   0.0000
#> 
#> Slot "countMig":
#> [1] 29
#> 
#> Slot "count":
#> [1] 1450
#> 
#> Slot "convg":
#> [1] 0
summary(res.Island.changepointGA)
#> ###############################################
#> #  Changepoint Detection via Island Model GA  #
#> ###############################################
#>    Settings: 
#>    Population size         =  160 
#>    Number of Island        =  2 
#>    Island size             =  80 
#>    Number of generations   =  1450 
#>    Number of migrations    =  29 
#>    Crossover probability   =  0.95 
#>    Mutation probability    =  0.3 
#>    Changepoint probability =  0.01 
#>    Task mode               =  both 
#>    Parallel Usage          =  TRUE 
#>    Number of thread      =  2 
#> 
#> ##### Island GA results ##### 
#>    Optimal Fitness value = 600.4167 
#>    Optimal Solution: 
#>         Number of Changepoints =  2 
#>         Model hyperparameters:
#>              ar = 1 
#>              ma = 1 
#>         Changepoints Locations =  45 147
plot(res.Island.changepointGA, data = myts)

Changepoint configuration distance calculation

It is important to measure how different the estimated changepoint configuration away from the true configuration used in data generation. The pairwise distance metric proposed by Shi et al. (2022) can help quantify such differences. We implemented and included the method via the cpDist() function in this package.

true.tau <- c(50, 150)
tau.Island <- res.Island.changepointGA@overbestchrom
est.tau <- c(tau.Island[4:(4 + tau.Island[1] - 1)])
cptDist(tau1 = true.tau, tau2 = est.tau, N = N)
#> [1] 0.04

References

Shi, X., Gallagher, C., Lund, R., & Killick, R. (2022). A comparison of single and multiple changepoint techniques for time series data. Computational Statistics & Data Analysis, 170, 107433.

sessionInfo()
#> R version 4.5.0 (2025-04-11)
#> Platform: aarch64-apple-darwin20
#> Running under: macOS Sequoia 15.6.1
#> 
#> Matrix products: default
#> BLAS:   /Library/Frameworks/R.framework/Versions/4.5-arm64/Resources/lib/libRblas.0.dylib 
#> LAPACK: /Library/Frameworks/R.framework/Versions/4.5-arm64/Resources/lib/libRlapack.dylib;  LAPACK version 3.12.1
#> 
#> locale:
#> [1] C/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
#> 
#> time zone: America/Chicago
#> tzcode source: internal
#> 
#> attached base packages:
#> [1] stats     graphics  grDevices utils     datasets  methods   base     
#> 
#> other attached packages:
#> [1] changepointGA_0.1.3
#> 
#> loaded via a namespace (and not attached):
#>  [1] digest_0.6.37     R6_2.6.1          codetools_0.2-20  fastmap_1.2.0    
#>  [5] doParallel_1.0.17 xfun_0.52         clue_0.3-66       iterators_1.0.14 
#>  [9] cachem_1.1.0      parallel_4.5.0    knitr_1.50        htmltools_0.5.8.1
#> [13] rmarkdown_2.29    lifecycle_1.0.4   cli_3.6.5         foreach_1.5.2    
#> [17] sass_0.4.10       jquerylib_0.1.4   compiler_4.5.0    rstudioapi_0.17.1
#> [21] tools_4.5.0       cluster_2.1.8.1   evaluate_1.0.4    bslib_0.9.0      
#> [25] Rcpp_1.1.0        yaml_2.3.10       rlang_1.1.6       jsonlite_2.0.0