A brief guide to changepointGA

Mo Li

18 May 2026

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)

set.seed(1234)

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,

\[\mu_{t}= \begin{cases} \beta_0, & 1 \leq t \leq \tau_1, \\ \beta_0 + \Delta_1, & \tau_1 + 1 \leq t \leq \tau_2, \\ \beta_0 + \Delta_2, & \tau_2 + 1 \leq t \leq N. \end{cases}\]

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(Ts=Ts, beta = betaT, XMat = XMatT, sigma = sigmaT, phi = phiT, theta = thetaT, Delta = DeltaT, CpLoc = CpLocT, seed = 1234)
str(myts)
#>  num [1:200, 1] -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(*, "diffEff")= num 0
#>  - 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_pq(chromosome = c(2, 1, 1, 50, 150, Ts + 1), plen = 2, XMat = XMatT, Xt = myts)
#> [1] 654.643

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.

reschangepointGA <- suppressWarnings(cptga(
  ObjFunc = arima_bic_order_pq,
  N = N,
  prange = prange,
  suggestions = suggestions,
  option = "both",
  XMat = XMatEst,
  Xt = myts
))
print(reschangepointGA)
#> An object of class "cptga"
#> Slot "call":
#> cptga(ObjFunc = arima_bic_order_pq, 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     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
#>        [,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     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
#>        [,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      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
#>        [,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      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
#>        [,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      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
#>        [,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] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>   [9] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [17] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [25] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [33] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [41] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [49] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [57] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [65] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [73] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [81] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [89] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [97] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [105] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [113] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [121] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [129] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [137] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [145] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [153] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [161] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [169] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [177] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [185] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [193] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> 
#> Slot "overbestchrom":
#> [1]   1   1   1 149 201
#> 
#> Slot "overbestfit":
#> [1] 620.0304
#> 
#> Slot "bestfit":
#>    [1] 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934
#>    [9] 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934
#>   [17] 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934
#>   [25] 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934
#>   [33] 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934
#>   [41] 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934
#>   [49] 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934
#>   [57] 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934
#>   [65] 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934 637.5934
#>   [73] 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226
#>   [81] 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226
#>   [89] 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226
#>   [97] 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226
#>  [105] 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226
#>  [113] 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226
#>  [121] 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226
#>  [129] 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226
#>  [137] 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226
#>  [145] 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226
#>  [153] 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226
#>  [161] 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226
#>  [169] 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226
#>  [177] 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226
#>  [185] 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226
#>  [193] 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226
#>  [201] 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226
#>  [209] 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226
#>  [217] 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226
#>  [225] 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226
#>  [233] 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226 635.9226
#>  [241] 635.9226 635.9226 635.9226 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [249] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [257] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [265] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [273] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [281] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [289] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [297] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [305] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [313] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [321] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [329] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [337] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [345] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [353] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [361] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [369] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [377] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [385] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [393] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [401] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [409] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [417] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [425] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [433] 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022 628.2022
#>  [441] 628.2022 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [449] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [457] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [465] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [473] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [481] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [489] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [497] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [505] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [513] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [521] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [529] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [537] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [545] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [553] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [561] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [569] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [577] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [585] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [593] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [601] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [609] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [617] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [625] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [633] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [641] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [649] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [657] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [665] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [673] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [681] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [689] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [697] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [705] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [713] 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623 625.8623
#>  [721] 625.8623 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [729] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [737] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [745] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [753] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [761] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [769] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [777] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [785] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [793] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [801] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [809] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [817] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [825] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [833] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [841] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [849] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [857] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [865] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [873] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [881] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [889] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [897] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [905] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [913] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [921] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [929] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [937] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [945] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [953] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [961] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [969] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [977] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [985] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#>  [993] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1001] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1009] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1017] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1025] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1033] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1041] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1049] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1057] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1065] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1073] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1081] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1089] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1097] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1105] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1113] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1121] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1129] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1137] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1145] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1153] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1161] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1169] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1177] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1185] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1193] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1201] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1209] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1217] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1225] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1233] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1241] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1249] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1257] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1265] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1273] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1281] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1289] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1297] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1305] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1313] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1321] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1329] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1337] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1345] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1353] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1361] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1369] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1377] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1385] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1393] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1401] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1409] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1417] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1425] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1433] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1441] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1449] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1457] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1465] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1473] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1481] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1489] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1497] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1505] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1513] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1521] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1529] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1537] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1545] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1553] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1561] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1569] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1577] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1585] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1593] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1601] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1609] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1617] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1625] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1633] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1641] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1649] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1657] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1665] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1673] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1681] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1689] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1697] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1705] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1713] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1721] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1729] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1737] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1745] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1753] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1761] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1769] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1777] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1785] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1793] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1801] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1809] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1817] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1825] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1833] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1841] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1849] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1857] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1865] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1873] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1881] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1889] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1897] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1905] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1913] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1921] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1929] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1937] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1945] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1953] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1961] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1969] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1977] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1985] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [1993] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2001] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2009] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2017] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2025] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2033] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2041] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2049] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2057] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2065] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2073] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2081] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2089] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2097] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2105] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2113] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2121] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2129] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2137] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2145] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2153] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2161] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2169] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2177] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2185] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2193] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2201] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2209] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2217] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2225] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2233] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2241] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2249] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2257] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2265] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2273] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2281] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2289] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2297] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2305] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2313] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2321] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2329] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2337] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2345] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2353] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2361] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2369] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2377] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2385] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2393] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2401] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2409] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2417] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2425] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2433] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2441] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2449] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2457] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2465] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2473] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2481] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2489] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2497] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2505] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2513] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2521] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2529] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2537] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2545] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2553] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2561] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2569] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2577] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2585] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2593] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2601] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2609] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2617] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2625] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2633] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2641] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2649] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2657] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2665] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2673] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2681] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2689] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2697] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2705] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2713] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2721] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2729] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2737] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2745] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2753] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2761] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2769] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2777] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2785] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2793] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2801] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2809] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2817] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2825] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2833] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2841] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2849] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2857] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2865] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2873] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2881] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2889] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2897] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2905] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2913] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2921] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2929] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2937] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2945] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2953] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2961] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2969] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2977] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2985] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [2993] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3001] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3009] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3017] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3025] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3033] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3041] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3049] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3057] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3065] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3073] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3081] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3089] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3097] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3105] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3113] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3121] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3129] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3137] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3145] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3153] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3161] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3169] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3177] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3185] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3193] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3201] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3209] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3217] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3225] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3233] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3241] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3249] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3257] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3265] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3273] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3281] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3289] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3297] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3305] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3313] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3321] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3329] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3337] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3345] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3353] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3361] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3369] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3377] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3385] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3393] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3401] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3409] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3417] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3425] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3433] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3441] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3449] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3457] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3465] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3473] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3481] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3489] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3497] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3505] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3513] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3521] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3529] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3537] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3545] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3553] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3561] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3569] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3577] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3585] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3593] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3601] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3609] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3617] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3625] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3633] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3641] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3649] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3657] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3665] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3673] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3681] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3689] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3697] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3705] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3713] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3721] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3729] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3737] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3745] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3753] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3761] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3769] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3777] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3785] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3793] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3801] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3809] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3817] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3825] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3833] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3841] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3849] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3857] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3865] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3873] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3881] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3889] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3897] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3905] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3913] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3921] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3929] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3937] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3945] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3953] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3961] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3969] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3977] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3985] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [3993] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4001] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4009] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4017] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4025] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4033] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4041] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4049] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4057] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4065] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4073] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4081] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4089] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4097] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4105] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4113] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4121] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4129] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4137] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4145] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4153] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4161] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4169] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4177] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4185] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4193] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4201] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4209] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4217] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4225] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4233] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4241] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4249] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4257] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4265] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4273] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4281] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4289] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4297] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4305] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4313] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4321] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4329] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4337] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4345] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4353] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4361] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4369] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4377] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4385] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4393] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4401] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4409] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4417] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4425] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4433] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4441] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4449] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4457] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4465] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4473] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4481] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4489] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4497] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4505] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4513] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4521] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4529] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4537] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4545] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4553] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4561] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4569] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4577] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4585] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4593] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4601] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4609] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4617] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4625] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4633] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4641] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4649] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4657] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4665] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4673] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4681] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4689] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4697] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4705] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4713] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4721] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4729] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4737] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4745] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4753] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4761] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4769] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4777] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4785] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4793] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4801] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4809] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4817] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4825] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4833] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4841] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4849] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4857] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4865] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4873] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4881] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4889] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4897] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4905] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4913] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4921] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4929] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4937] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4945] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4953] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4961] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4969] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4977] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4985] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [4993] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5001] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5009] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5017] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5025] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5033] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5041] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5049] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5057] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5065] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5073] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5081] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5089] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5097] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5105] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5113] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5121] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5129] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5137] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5145] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5153] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5161] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5169] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5177] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5185] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5193] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5201] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5209] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5217] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5225] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5233] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5241] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5249] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5257] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5265] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5273] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5281] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5289] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5297] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5305] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5313] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5321] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5329] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5337] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5345] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5353] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5361] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5369] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5377] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5385] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5393] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5401] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5409] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5417] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5425] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5433] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5441] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5449] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5457] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5465] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5473] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5481] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5489] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5497] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5505] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5513] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5521] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5529] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5537] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5545] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5553] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5561] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5569] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5577] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5585] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5593] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5601] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5609] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5617] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5625] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5633] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5641] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5649] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5657] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5665] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5673] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5681] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5689] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5697] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5705] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5713] 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304 620.0304
#> [5721] 620.0304
#> 
#> Slot "count":
#> [1] 5721
#> 
#> Slot "convg":
#> [1] 0
summary(reschangepointGA)
#> ###############################################
#> #         Changepoint Detection via GA        #
#> ###############################################
#>    Settings: 
#>    Population size         =  200 
#>    Number of generations   =  5721 
#>    Crossover probability   =  0.95 
#>    Mutation probability    =  0.3 
#>    Changepoint probability =  0.01 
#>    minDist                 =  1 
#>    Task mode               =  both 
#>    Parallel Usage          =  FALSE 
#>    Seed                    =  NULL 
#>    Suggestions: 
#>      [1]:
#>      [2]:50
#>      [3]:50 150
#>      [4]:50 100 150
#> 
#> ##### GA results ##### 
#>    Optimal Fitness value = 620.0304 
#>    Optimal Solution: 
#>         Number of Changepoints =  1 
#>         Model hyperparameters:
#>              ar = 1 
#>              ma = 1 
#>         Changepoints Locations =  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()
resIslandchangepointGA <- suppressWarnings(cptgaisl(
  ObjFunc = arima_bic_order_pq,
  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 10.76662 secs
print(resIslandchangepointGA)
#> An object of class "cptgaisl"
#> Slot "call":
#> cptgaisl(ObjFunc = arima_bic_order_pq, 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    1    1    1    1    2    2    2    2     3     2     2     3
#>   [2,]    1    1    2    1    1    1    1    1    1     1     2     1     1
#>   [3,]    1    1    2    1    1    1    1    1    1     1     2     1     1
#>   [4,]   73  149  149  149  149   45   45   45   45    45    73    45    45
#>   [5,]  149  201  201  201  201  149  149  149  149    73   149   149    73
#>   [6,]  154    0    0    0    0  201  201  201  201   149   201   201   149
#>   [7,]  201    0    0    0    0    0    0    0    0   201     0     0   201
#>   [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     1     2     2     2     1     2     1     2     2
#>   [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   149    45    45    45   149    45   149    45    73
#>   [5,]   149   149   149   201   149   149   149   201   149   201   149   149
#>   [6,]   201   201   201     0   201   201   201     0   201     0   201   201
#>   [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,]     2     2     1     2     2     2     2     3     2     1     2     2
#>   [2,]     2     1     2     1     1     1     1     1     1     1     1     2
#>   [3,]     0     1     2     1     1     1     1     1     1     1     1     2
#>   [4,]    45    45   149    45    45    45    45    45    45   149    45    45
#>   [5,]   149   149   201   149   149   149   149    73   149   201   149   149
#>   [6,]   201   201     0   201   201   201   201   149   201     0   201   201
#>   [7,]     0     0     0     0     0     0     0   201     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,]     2     3     2     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,]    45    45    45   149    45    45    45    45    45    45    45    45
#>   [5,]   149    73   149   201   149   201   201   201   201   201   201   201
#>   [6,]   201   149   201     0   201     0     0     0     0     0     0     0
#>   [7,]     0   201     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,]    45    45    45    45    45    45    45    45    45    45    45    45
#>   [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,]    45    45    45    45    45    45    45    45    45    45    45    45
#>   [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]
#>   [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,]    3    1    1    2    2    1    2    1    1     2     2     3     2
#>   [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,]   73  149  149   73   73  149   45  149  149    45    45    45    45
#>   [5,]  149  201  201  149  149  201  149  201  201   149   149    73   149
#>   [6,]  154    0    0  201  201    0  201    0    0   201   201   149   201
#>   [7,]  201    0    0    0    0    0    0    0    0     0     0   201     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,]     3     2     2     1     2     2     3     2     1     1     2     2
#>   [2,]     1     1     0     1     1     1     1     1     1     1     1     1
#>   [3,]     1     1     2     1     1     1     1     1     1     1     1     1
#>   [4,]    45    45    45   149    45    45    45    45   149   149    45    45
#>   [5,]    73   149   149   201   149   149    73   149   201   201   149   149
#>   [6,]   149   201   201     0   201   201   149   201     0     0   201   201
#>   [7,]   201     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
#>        [,26] [,27] [,28] [,29] [,30] [,31] [,32] [,33] [,34] [,35] [,36] [,37]
#>   [1,]     2     1     2     2     2     3     2     2     2     2     2     1
#>   [2,]     1     1     1     1     1     1     1     1     2     1     1     1
#>   [3,]     1     1     1     1     1     1     1     1     0     1     1     1
#>   [4,]    45   149    45    45    45    45    73    45    45    73    45   149
#>   [5,]   149   201   149   149   149    73   149   149   149   149   149   201
#>   [6,]   201     0   201   201   201   149   201   201   201   201   201     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
#>        [,38] [,39] [,40] [,41] [,42] [,43] [,44] [,45] [,46] [,47] [,48] [,49]
#>   [1,]     2     2     2     2     3     2     2     1     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,]    45    45    45    45    45    45    45   149   149    45    45    45
#>   [5,]   149   149   149   149    73   149   149   201   201   149   201   201
#>   [6,]   201   201   201   201   149   201   201     0     0   201     0     0
#>   [7,]     0     0     0     0   201     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,]    45    45    45    45    45    45    45    45    45    45    45    45
#>   [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,]    45    45    45    45    45    45    45    45    45    45    45    45
#>   [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]
#>   [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
#> 
#> 
#> Slot "IslandFit":
#>           [,1]     [,2]
#>  [1,] 634.7266 634.7266
#>  [2,] 620.0304 620.0304
#>  [3,] 630.6125 620.0304
#>  [4,] 620.0304 624.2285
#>  [5,] 620.0304 624.2285
#>  [6,] 597.6624 620.0304
#>  [7,] 597.6624 597.6624
#>  [8,] 597.6624 620.0304
#>  [9,] 597.6624 620.0304
#> [10,] 606.6662 597.6624
#> [11,] 634.5349 597.6624
#> [12,] 597.6624 606.6662
#> [13,] 606.6662 597.6624
#> [14,] 597.6624 606.6662
#> [15,] 597.6624 597.6624
#> [16,] 597.6624 604.6146
#> [17,] 630.6125 620.0304
#> [18,] 597.6624 597.6624
#> [19,] 597.6624 597.6624
#> [20,] 597.6624 606.6662
#> [21,] 620.0304 597.6624
#> [22,] 597.6624 620.0304
#> [23,] 620.0304 620.0304
#> [24,] 597.6624 597.6624
#> [25,] 624.2285 597.6624
#> [26,] 627.6853 597.6624
#> [27,] 597.6624 620.0304
#> [28,] 630.6125 597.6624
#> [29,] 597.6624 597.6624
#> [30,] 597.6624 597.6624
#> [31,] 597.6624 606.6662
#> [32,] 597.6624 624.2285
#> [33,] 606.6662 597.6624
#> [34,] 597.6624 627.6853
#> [35,] 620.0304 624.2285
#> [36,] 597.6624 597.6624
#> [37,] 604.2548 620.0304
#> [38,] 597.6624 597.6624
#> [39,] 606.6662 597.6624
#> [40,] 597.6624 597.6624
#> [41,] 620.0304 597.6624
#> [42,] 597.6624 606.6662
#> [43,] 634.7808 597.6624
#> [44,] 634.7808 597.6624
#> [45,] 634.7808 620.0304
#> [46,] 634.7808 620.0304
#> [47,] 634.7808 597.6624
#> [48,] 634.7808 634.7808
#> [49,] 634.7808 634.7808
#> [50,] 634.7808 634.7808
#> [51,] 634.7808 634.7808
#> [52,] 634.7808 634.7808
#> [53,] 634.7808 634.7808
#> [54,] 634.7808 634.7808
#> [55,] 634.7808 634.7808
#> [56,] 634.7808 634.7808
#> [57,] 634.7808 634.7808
#> [58,] 634.7808 634.7808
#> [59,] 634.7808 634.7808
#> [60,] 634.7808 634.7808
#> [61,] 634.7808 634.7808
#> [62,] 634.7808 634.7808
#> [63,] 634.7808 634.7808
#> [64,] 634.7808 634.7808
#> [65,] 634.7808 634.7808
#> [66,] 634.7808 634.7808
#> [67,] 634.7808 634.7808
#> [68,] 634.7808 634.7808
#> [69,] 634.7808 634.7808
#> [70,] 634.7808 634.7808
#> [71,] 634.7808 634.7808
#> [72,] 634.7808 634.7808
#> [73,] 634.7808 634.7808
#> [74,] 634.7808 634.7808
#> [75,] 634.7808 634.7808
#> [76,] 634.7808 634.7808
#> [77,] 634.7808 634.7808
#> [78,] 634.7808 634.7808
#> [79,] 634.7808 634.7808
#> [80,] 634.7808 634.7808
#> 
#> Slot "overbestchrom":
#> [1]   2   1   1  45 149 201
#> 
#> Slot "overbestfit":
#> [1] 597.6624
#> 
#> Slot "bestfit":
#>  [1] 634.7808 634.7808 634.7808 634.7808 634.7808 634.7808 634.7808 634.7808
#>  [9] 634.7808 634.7808 634.7808 634.7808 634.7808 634.7266 620.0304 620.0304
#> [17] 597.6624 597.6624 597.6624 597.6624 597.6624 597.6624 597.6624 597.6624
#> [25] 597.6624 597.6624 597.6624 597.6624 597.6624 597.6624 597.6624 597.6624
#> [33] 597.6624 597.6624 597.6624 597.6624
#> 
#> Slot "countMig":
#> [1] 36
#> 
#> Slot "count":
#> [1] 1800
#> 
#> Slot "convg":
#> [1] 0
summary(resIslandchangepointGA)
#> ###############################################
#> #  Changepoint Detection via Island Model GA  #
#> ###############################################
#>    Settings: 
#>    Population size         =  160 
#>    Number of Island        =  2 
#>    Island size             =  80 
#>    Number of generations   =  1800 
#>    Number of migrations    =  36 
#>    Crossover probability   =  0.95 
#>    Mutation probability    =  0.3 
#>    Changepoint probability =  0.01 
#>    minDist                 =  1 
#>    Task mode               =  both 
#>    Parallel Usage          =  FALSE 
#>    Seed                    =  NULL 
#> 
#> ##### Island Model GA results ##### 
#>    Optimal Fitness value = 597.6624 
#>    Optimal Solution: 
#>         Number of Changepoints =  2 
#>         Model hyperparameters:
#>              ar = 1 
#>              ma = 1 
#>         Changepoints Locations =  45 149
plot(resIslandchangepointGA, 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()
resIslandchangepointGA <- suppressWarnings(cptgaisl(
  ObjFunc = arima_bic_order_pq,
  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 4.321622 secs
print(resIslandchangepointGA)
#> An object of class "cptgaisl"
#> Slot "call":
#> cptgaisl(ObjFunc = arima_bic_order_pq, 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    2    2    2    2    2    2    2    2     2     2     2     2
#>   [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,]  146  146  146  146  146  146  146  146  146   146   146   146   146
#>   [5,]  149  149  149  149  149  149  149  149  149   149   149   149   149
#>   [6,]  201  201  201  201  201  201  201  201  201   201   201   201   201
#>   [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,]     2     2     2     2     2     2     0     0     0     0     0     0
#>   [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,]   146   146   146   146   146   146   201   201   201   201   201   201
#>   [5,]   149   149   149   149   149   149     0     0     0     0     0     0
#>   [6,]   201   201   201   201   201   201     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,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [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,]   201   201   201   201   201   201   201   201   201   201   201   201
#>   [5,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [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
#>        [,38] [,39] [,40] [,41] [,42] [,43] [,44] [,45] [,46] [,47] [,48] [,49]
#>   [1,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [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,]   201   201   201   201   201   201   201   201   201   201   201   201
#>   [5,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [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,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [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,]   201   201   201   201   201   201   201   201   201   201   201   201
#>   [5,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [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,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [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,]   201   201   201   201   201   201   201   201   201   201   201   201
#>   [5,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [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]
#>   [1,]     0     0     0     0     0     0     0
#>   [2,]     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1
#>   [4,]   201   201   201   201   201   201   201
#>   [5,]     0     0     0     0     0     0     0
#>   [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    2    2    2    2    2     2     2     2     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,]  146    8  146  146  146  146  146  146  146   146   146   146    45
#>   [5,]  149   81  149  149  149  149  149  149  149   149   149   149   201
#>   [6,]  201  149  201  201  201  201  201  201  201   201   201   201     0
#>   [7,]    0  201    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,]     2     1     1     2     1     1     1     1     1     1     1     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,]   146    45    45   146    45    45    45    45    45    45    45   146
#>   [5,]   149   201   201   149   201   201   201   201   201   201   201   149
#>   [6,]   201     0     0   201     0     0     0     0     0     0     0   201
#>   [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     2     1     1     1     1     1     1     1     1     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   146    45    45    45    45    45    45    45    45   146
#>   [5,]   201   201   149   201   201   201   201   201   201   201   201   149
#>   [6,]     0     0   201     0     0     0     0     0     0     0     0   201
#>   [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,]    45    45    45    45    45    45    45    45    45    45    45    45
#>   [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     2     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,]    45    45   146    45    45    45    45    45    45    45   146    45
#>   [5,]   201   201   149   201   201   201   201   201   201   201   149   201
#>   [6,]     0     0   201     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
#>        [,62] [,63] [,64] [,65] [,66] [,67] [,68] [,69] [,70] [,71] [,72] [,73]
#>   [1,]     1     1     1     1     1     1     1     1     1     2     0     0
#>   [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   146   201   201
#>   [5,]   201   201   201   201   201   201   201   201   201   149     0     0
#>   [6,]     0     0     0     0     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
#>        [,74] [,75] [,76] [,77] [,78] [,79] [,80]
#>   [1,]     0     0     0     0     0     0     0
#>   [2,]     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1
#>   [4,]   201   201   201   201   201   201   201
#>   [5,]     0     0     0     0     0     0     0
#>   [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
#> 
#> 
#> Slot "IslandFit":
#>       result.1 result.2
#>  [1,] 630.2875 630.2875
#>  [2,] 630.2875 635.4310
#>  [3,] 630.2875 630.2875
#>  [4,] 630.2875 630.2875
#>  [5,] 630.2875 630.2875
#>  [6,] 630.2875 630.2875
#>  [7,] 630.2875 630.2875
#>  [8,] 630.2875 630.2875
#>  [9,] 630.2875 630.2875
#> [10,] 630.2875 630.2875
#> [11,] 630.2875 630.2875
#> [12,] 630.2875 630.2875
#> [13,] 630.2875 634.7808
#> [14,] 630.2875 630.2875
#> [15,] 630.2875 634.7808
#> [16,] 630.2875 634.7808
#> [17,] 630.2875 630.2875
#> [18,] 630.2875 634.7808
#> [19,] 630.2875 634.7808
#> [20,] 637.5934 634.7808
#> [21,] 637.5934 634.7808
#> [22,] 637.5934 634.7808
#> [23,] 637.5934 634.7808
#> [24,] 637.5934 634.7808
#> [25,] 637.5934 630.2875
#> [26,] 637.5934 634.7808
#> [27,] 637.5934 634.7808
#> [28,] 637.5934 630.2875
#> [29,] 637.5934 634.7808
#> [30,] 637.5934 634.7808
#> [31,] 637.5934 634.7808
#> [32,] 637.5934 634.7808
#> [33,] 637.5934 634.7808
#> [34,] 637.5934 634.7808
#> [35,] 637.5934 634.7808
#> [36,] 637.5934 634.7808
#> [37,] 637.5934 630.2875
#> [38,] 637.5934 634.7808
#> [39,] 637.5934 634.7808
#> [40,] 637.5934 634.7808
#> [41,] 637.5934 634.7808
#> [42,] 637.5934 634.7808
#> [43,] 637.5934 634.7808
#> [44,] 637.5934 634.7808
#> [45,] 637.5934 634.7808
#> [46,] 637.5934 634.7808
#> [47,] 637.5934 634.7808
#> [48,] 637.5934 634.7808
#> [49,] 637.5934 634.7808
#> [50,] 637.5934 634.7808
#> [51,] 637.5934 634.7808
#> [52,] 637.5934 630.2875
#> [53,] 637.5934 634.7808
#> [54,] 637.5934 634.7808
#> [55,] 637.5934 634.7808
#> [56,] 637.5934 634.7808
#> [57,] 637.5934 634.7808
#> [58,] 637.5934 634.7808
#> [59,] 637.5934 634.7808
#> [60,] 637.5934 630.2875
#> [61,] 637.5934 634.7808
#> [62,] 637.5934 634.7808
#> [63,] 637.5934 634.7808
#> [64,] 637.5934 634.7808
#> [65,] 637.5934 634.7808
#> [66,] 637.5934 634.7808
#> [67,] 637.5934 634.7808
#> [68,] 637.5934 634.7808
#> [69,] 637.5934 634.7808
#> [70,] 637.5934 634.7808
#> [71,] 637.5934 630.2875
#> [72,] 637.5934 637.5934
#> [73,] 637.5934 637.5934
#> [74,] 637.5934 637.5934
#> [75,] 637.5934 637.5934
#> [76,] 637.5934 637.5934
#> [77,] 637.5934 637.5934
#> [78,] 637.5934 637.5934
#> [79,] 637.5934 637.5934
#> [80,] 637.5934 637.5934
#> 
#> Slot "overbestchrom":
#> [1]   2   1   1 146 149 201
#> 
#> Slot "overbestfit":
#> [1] 630.2875
#> 
#> Slot "bestfit":
#>  [1] 637.5934 637.5934 637.5934 637.5934 637.5934 630.2875 630.2875 630.2875
#>  [9] 630.2875 630.2875 630.2875 630.2875 630.2875 630.2875 630.2875 630.2875
#> [17] 630.2875 630.2875 630.2875 630.2875 630.2875 630.2875 630.2875 630.2875
#> [25] 630.2875
#> 
#> Slot "countMig":
#> [1] 25
#> 
#> Slot "count":
#> [1] 1250
#> 
#> Slot "convg":
#> [1] 0
summary(resIslandchangepointGA)
#> ###############################################
#> #  Changepoint Detection via Island Model GA  #
#> ###############################################
#>    Settings: 
#>    Population size         =  160 
#>    Number of Island        =  2 
#>    Island size             =  80 
#>    Number of generations   =  1250 
#>    Number of migrations    =  25 
#>    Crossover probability   =  0.95 
#>    Mutation probability    =  0.3 
#>    Changepoint probability =  0.01 
#>    minDist                 =  1 
#>    Task mode               =  both 
#>    Parallel Usage          =  TRUE 
#>    Number of thread      =  2 
#>    Seed                    =  NULL 
#> 
#> ##### Island Model GA results ##### 
#>    Optimal Fitness value = 630.2875 
#>    Optimal Solution: 
#>         Number of Changepoints =  2 
#>         Model hyperparameters:
#>              ar = 1 
#>              ma = 1 
#>         Changepoints Locations =  146 149
plot(resIslandchangepointGA, 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.

truetau <- c(50, 150)
esttau <- c(45, 147)
cpt_dist(tau1 = truetau, tau2 = esttau, 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 26.3.1
#> 
#> 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_0.1.5
#> 
#> loaded via a namespace (and not attached):
#>  [1] doParallel_1.0.17 cli_3.6.6         knitr_1.51        rlang_1.2.0      
#>  [5] xfun_0.57         otel_0.2.0        jsonlite_2.0.0    clue_0.3-68      
#>  [9] htmltools_0.5.9   sass_0.4.10       rmarkdown_2.31    evaluate_1.0.5   
#> [13] jquerylib_0.1.4   fastmap_1.2.0     yaml_2.3.12       foreach_1.5.2    
#> [17] lifecycle_1.0.5   cluster_2.1.8.1   compiler_4.5.0    codetools_0.2-20 
#> [21] Rcpp_1.1.1-1.1    rstudioapi_0.17.1 digest_0.6.39     R6_2.6.1         
#> [25] parallel_4.5.0    bslib_0.10.0      tools_4.5.0       iterators_1.0.14 
#> [29] cachem_1.1.0